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   Name=3D"Table Columns 3"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Columns 4"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Columns 5"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Grid 1"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Grid 2"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Grid 3"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Grid 4"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Grid 5"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Grid 6"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Grid 7"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Grid 8"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table List 1"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table List 2"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table List 3"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table List 4"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table List 5"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table List 6"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table List 7"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table List 8"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table 3D effects 1"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table 3D effects 2"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table 3D effects 3"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Contemporary"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Elegant"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Professional"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Subtle 1"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Subtle 2"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Web 1"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Web 2"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Web 3"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Balloon Text"/>
  <w:LsdException Locked=3D"false" Priority=3D"39" Name=3D"Table Grid"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Theme"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" Name=3D"Placeholder =
Text"/>
  <w:LsdException Locked=3D"false" Priority=3D"1" QFormat=3D"true" Name=3D"=
No Spacing"/>
  <w:LsdException Locked=3D"false" Priority=3D"60" Name=3D"Light Shading"/>
  <w:LsdException Locked=3D"false" Priority=3D"61" Name=3D"Light List"/>
  <w:LsdException Locked=3D"false" Priority=3D"62" Name=3D"Light Grid"/>
  <w:LsdException Locked=3D"false" Priority=3D"63" Name=3D"Medium Shading 1=
"/>
  <w:LsdException Locked=3D"false" Priority=3D"64" Name=3D"Medium Shading 2=
"/>
  <w:LsdException Locked=3D"false" Priority=3D"65" Name=3D"Medium List 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"66" Name=3D"Medium List 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"67" Name=3D"Medium Grid 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"68" Name=3D"Medium Grid 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"69" Name=3D"Medium Grid 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"70" Name=3D"Dark List"/>
  <w:LsdException Locked=3D"false" Priority=3D"71" Name=3D"Colorful Shading=
"/>
  <w:LsdException Locked=3D"false" Priority=3D"72" Name=3D"Colorful List"/>
  <w:LsdException Locked=3D"false" Priority=3D"73" Name=3D"Colorful Grid"/>
  <w:LsdException Locked=3D"false" Priority=3D"60" Name=3D"Light Shading Ac=
cent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"61" Name=3D"Light List Accen=
t 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"62" Name=3D"Light Grid Accen=
t 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"63" Name=3D"Medium Shading 1=
 Accent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"64" Name=3D"Medium Shading 2=
 Accent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"65" Name=3D"Medium List 1 Ac=
cent 1"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" Name=3D"Revision"/>
  <w:LsdException Locked=3D"false" Priority=3D"34" QFormat=3D"true"
   Name=3D"List Paragraph"/>
  <w:LsdException Locked=3D"false" Priority=3D"29" QFormat=3D"true" Name=3D=
"Quote"/>
  <w:LsdException Locked=3D"false" Priority=3D"30" QFormat=3D"true"
   Name=3D"Intense Quote"/>
  <w:LsdException Locked=3D"false" Priority=3D"66" Name=3D"Medium List 2 Ac=
cent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"67" Name=3D"Medium Grid 1 Ac=
cent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"68" Name=3D"Medium Grid 2 Ac=
cent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"69" Name=3D"Medium Grid 3 Ac=
cent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"70" Name=3D"Dark List Accent=
 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"71" Name=3D"Colorful Shading=
 Accent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"72" Name=3D"Colorful List Ac=
cent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"73" Name=3D"Colorful Grid Ac=
cent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"60" Name=3D"Light Shading Ac=
cent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"61" Name=3D"Light List Accen=
t 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"62" Name=3D"Light Grid Accen=
t 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"63" Name=3D"Medium Shading 1=
 Accent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"64" Name=3D"Medium Shading 2=
 Accent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"65" Name=3D"Medium List 1 Ac=
cent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"66" Name=3D"Medium List 2 Ac=
cent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"67" Name=3D"Medium Grid 1 Ac=
cent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"68" Name=3D"Medium Grid 2 Ac=
cent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"69" Name=3D"Medium Grid 3 Ac=
cent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"70" Name=3D"Dark List Accent=
 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"71" Name=3D"Colorful Shading=
 Accent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"72" Name=3D"Colorful List Ac=
cent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"73" Name=3D"Colorful Grid Ac=
cent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"60" Name=3D"Light Shading Ac=
cent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"61" Name=3D"Light List Accen=
t 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"62" Name=3D"Light Grid Accen=
t 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"63" Name=3D"Medium Shading 1=
 Accent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"64" Name=3D"Medium Shading 2=
 Accent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"65" Name=3D"Medium List 1 Ac=
cent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"66" Name=3D"Medium List 2 Ac=
cent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"67" Name=3D"Medium Grid 1 Ac=
cent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"68" Name=3D"Medium Grid 2 Ac=
cent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"69" Name=3D"Medium Grid 3 Ac=
cent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"70" Name=3D"Dark List Accent=
 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"71" Name=3D"Colorful Shading=
 Accent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"72" Name=3D"Colorful List Ac=
cent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"73" Name=3D"Colorful Grid Ac=
cent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"60" Name=3D"Light Shading Ac=
cent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"61" Name=3D"Light List Accen=
t 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"62" Name=3D"Light Grid Accen=
t 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"63" Name=3D"Medium Shading 1=
 Accent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"64" Name=3D"Medium Shading 2=
 Accent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"65" Name=3D"Medium List 1 Ac=
cent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"66" Name=3D"Medium List 2 Ac=
cent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"67" Name=3D"Medium Grid 1 Ac=
cent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"68" Name=3D"Medium Grid 2 Ac=
cent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"69" Name=3D"Medium Grid 3 Ac=
cent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"70" Name=3D"Dark List Accent=
 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"71" Name=3D"Colorful Shading=
 Accent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"72" Name=3D"Colorful List Ac=
cent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"73" Name=3D"Colorful Grid Ac=
cent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"60" Name=3D"Light Shading Ac=
cent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"61" Name=3D"Light List Accen=
t 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"62" Name=3D"Light Grid Accen=
t 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"63" Name=3D"Medium Shading 1=
 Accent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"64" Name=3D"Medium Shading 2=
 Accent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"65" Name=3D"Medium List 1 Ac=
cent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"66" Name=3D"Medium List 2 Ac=
cent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"67" Name=3D"Medium Grid 1 Ac=
cent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"68" Name=3D"Medium Grid 2 Ac=
cent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"69" Name=3D"Medium Grid 3 Ac=
cent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"70" Name=3D"Dark List Accent=
 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"71" Name=3D"Colorful Shading=
 Accent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"72" Name=3D"Colorful List Ac=
cent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"73" Name=3D"Colorful Grid Ac=
cent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"60" Name=3D"Light Shading Ac=
cent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"61" Name=3D"Light List Accen=
t 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"62" Name=3D"Light Grid Accen=
t 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"63" Name=3D"Medium Shading 1=
 Accent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"64" Name=3D"Medium Shading 2=
 Accent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"65" Name=3D"Medium List 1 Ac=
cent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"66" Name=3D"Medium List 2 Ac=
cent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"67" Name=3D"Medium Grid 1 Ac=
cent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"68" Name=3D"Medium Grid 2 Ac=
cent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"69" Name=3D"Medium Grid 3 Ac=
cent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"70" Name=3D"Dark List Accent=
 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"71" Name=3D"Colorful Shading=
 Accent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"72" Name=3D"Colorful List Ac=
cent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"73" Name=3D"Colorful Grid Ac=
cent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"19" QFormat=3D"true"
   Name=3D"Subtle Emphasis"/>
  <w:LsdException Locked=3D"false" Priority=3D"21" QFormat=3D"true"
   Name=3D"Intense Emphasis"/>
  <w:LsdException Locked=3D"false" Priority=3D"31" QFormat=3D"true"
   Name=3D"Subtle Reference"/>
  <w:LsdException Locked=3D"false" Priority=3D"32" QFormat=3D"true"
   Name=3D"Intense Reference"/>
  <w:LsdException Locked=3D"false" Priority=3D"33" QFormat=3D"true" Name=3D=
"Book Title"/>
  <w:LsdException Locked=3D"false" Priority=3D"37" SemiHidden=3D"true"
   UnhideWhenUsed=3D"true" Name=3D"Bibliography"/>
  <w:LsdException Locked=3D"false" Priority=3D"39" SemiHidden=3D"true"
   UnhideWhenUsed=3D"true" QFormat=3D"true" Name=3D"TOC Heading"/>
  <w:LsdException Locked=3D"false" Priority=3D"41" Name=3D"Plain Table 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"42" Name=3D"Plain Table 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"43" Name=3D"Plain Table 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"44" Name=3D"Plain Table 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"45" Name=3D"Plain Table 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"40" Name=3D"Grid Table Light=
"/>
  <w:LsdException Locked=3D"false" Priority=3D"46" Name=3D"Grid Table 1 Lig=
ht"/>
  <w:LsdException Locked=3D"false" Priority=3D"47" Name=3D"Grid Table 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"48" Name=3D"Grid Table 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"49" Name=3D"Grid Table 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"50" Name=3D"Grid Table 5 Dar=
k"/>
  <w:LsdException Locked=3D"false" Priority=3D"51" Name=3D"Grid Table 6 Col=
orful"/>
  <w:LsdException Locked=3D"false" Priority=3D"52" Name=3D"Grid Table 7 Col=
orful"/>
  <w:LsdException Locked=3D"false" Priority=3D"46"
   Name=3D"Grid Table 1 Light Accent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"47" Name=3D"Grid Table 2 Acc=
ent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"48" Name=3D"Grid Table 3 Acc=
ent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"49" Name=3D"Grid Table 4 Acc=
ent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"50" Name=3D"Grid Table 5 Dar=
k Accent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"51"
   Name=3D"Grid Table 6 Colorful Accent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"52"
   Name=3D"Grid Table 7 Colorful Accent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"46"
   Name=3D"Grid Table 1 Light Accent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"47" Name=3D"Grid Table 2 Acc=
ent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"48" Name=3D"Grid Table 3 Acc=
ent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"49" Name=3D"Grid Table 4 Acc=
ent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"50" Name=3D"Grid Table 5 Dar=
k Accent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"51"
   Name=3D"Grid Table 6 Colorful Accent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"52"
   Name=3D"Grid Table 7 Colorful Accent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"46"
   Name=3D"Grid Table 1 Light Accent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"47" Name=3D"Grid Table 2 Acc=
ent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"48" Name=3D"Grid Table 3 Acc=
ent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"49" Name=3D"Grid Table 4 Acc=
ent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"50" Name=3D"Grid Table 5 Dar=
k Accent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"51"
   Name=3D"Grid Table 6 Colorful Accent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"52"
   Name=3D"Grid Table 7 Colorful Accent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"46"
   Name=3D"Grid Table 1 Light Accent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"47" Name=3D"Grid Table 2 Acc=
ent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"48" Name=3D"Grid Table 3 Acc=
ent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"49" Name=3D"Grid Table 4 Acc=
ent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"50" Name=3D"Grid Table 5 Dar=
k Accent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"51"
   Name=3D"Grid Table 6 Colorful Accent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"52"
   Name=3D"Grid Table 7 Colorful Accent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"46"
   Name=3D"Grid Table 1 Light Accent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"47" Name=3D"Grid Table 2 Acc=
ent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"48" Name=3D"Grid Table 3 Acc=
ent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"49" Name=3D"Grid Table 4 Acc=
ent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"50" Name=3D"Grid Table 5 Dar=
k Accent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"51"
   Name=3D"Grid Table 6 Colorful Accent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"52"
   Name=3D"Grid Table 7 Colorful Accent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"46"
   Name=3D"Grid Table 1 Light Accent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"47" Name=3D"Grid Table 2 Acc=
ent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"48" Name=3D"Grid Table 3 Acc=
ent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"49" Name=3D"Grid Table 4 Acc=
ent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"50" Name=3D"Grid Table 5 Dar=
k Accent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"51"
   Name=3D"Grid Table 6 Colorful Accent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"52"
   Name=3D"Grid Table 7 Colorful Accent 6"/>
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span.EncabezadoCar
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span.PiedepginaCar
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span.TextocomentarioCar
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@list l63:level1
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ol
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ul
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-->
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<style>
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table.MsoTableGrid
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table.MsoTable15Plain2
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table.MsoTable15Plain2FirstRow
	{mso-style-name:"Tabla normal 2";
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	mso-style-priority:42;
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	mso-tstyle-border-bottom:.5pt solid #7F7F7F;
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table.MsoTable15Plain2LastRow
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table.MsoTable15Plain2FirstCol
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table.MsoTable15Plain2LastCol
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table.MsoTable15Plain2OddColumn
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table.MsoTable15Plain2EvenColumn
	{mso-style-name:"Tabla normal 2";
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	mso-style-priority:42;
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table.MsoTable15Plain2OddRow
	{mso-style-name:"Tabla normal 2";
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table.MsoTable15Plain3
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table.MsoTable15Plain3FirstRow
	{mso-style-name:"Tabla normal 3";
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table.MsoTable15Plain3LastRow
	{mso-style-name:"Tabla normal 3";
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	mso-style-priority:43;
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table.MsoTable15Plain3FirstCol
	{mso-style-name:"Tabla normal 3";
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	mso-style-priority:43;
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table.MsoTable15Plain3LastCol
	{mso-style-name:"Tabla normal 3";
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table.MsoTable15Plain3OddColumn
	{mso-style-name:"Tabla normal 3";
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	mso-style-priority:43;
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	mso-tstyle-shading:#F2F2F2;
	mso-tstyle-shading-themecolor:background1;
	mso-tstyle-shading-themeshade:242;}
table.MsoTable15Plain3OddRow
	{mso-style-name:"Tabla normal 3";
	mso-table-condition:odd-row;
	mso-style-priority:43;
	mso-style-unhide:no;
	mso-tstyle-shading:#F2F2F2;
	mso-tstyle-shading-themecolor:background1;
	mso-tstyle-shading-themeshade:242;}
table.MsoTable15Plain3NECell
	{mso-style-name:"Tabla normal 3";
	mso-table-condition:ne-cell;
	mso-style-priority:43;
	mso-style-unhide:no;
	mso-tstyle-border-left:cell-none;}
table.MsoTable15Plain3NWCell
	{mso-style-name:"Tabla normal 3";
	mso-table-condition:nw-cell;
	mso-style-priority:43;
	mso-style-unhide:no;
	mso-tstyle-border-right:cell-none;}
table.MsoTable15Plain5
	{mso-style-name:"Tabla normal 5";
	mso-tstyle-rowband-size:1;
	mso-tstyle-colband-size:1;
	mso-style-priority:45;
	mso-style-unhide:no;
	mso-padding-alt:0cm 5.4pt 0cm 5.4pt;
	mso-para-margin:0cm;
	mso-pagination:widow-orphan;
	font-size:11.0pt;
	font-family:"Calibri",sans-serif;
	mso-ascii-font-family:Calibri;
	mso-ascii-theme-font:minor-latin;
	mso-hansi-font-family:Calibri;
	mso-hansi-theme-font:minor-latin;
	mso-bidi-font-family:"Times New Roman";
	mso-bidi-theme-font:minor-bidi;
	mso-ansi-language:EN-US;
	mso-fareast-language:EN-US;}
table.MsoTable15Plain5FirstRow
	{mso-style-name:"Tabla normal 5";
	mso-table-condition:first-row;
	mso-style-priority:45;
	mso-style-unhide:no;
	mso-tstyle-shading:white;
	mso-tstyle-shading-themecolor:background1;
	mso-tstyle-border-bottom:.5pt solid #7F7F7F;
	mso-tstyle-border-bottom-themecolor:text1;
	mso-tstyle-border-bottom-themetint:128;
	font-size:13.0pt;
	mso-ansi-font-size:13.0pt;
	font-family:"Cambria",serif;
	mso-ascii-font-family:Cambria;
	mso-ascii-theme-font:major-latin;
	mso-fareast-font-family:"Times New Roman";
	mso-fareast-theme-font:major-fareast;
	mso-hansi-font-family:Cambria;
	mso-hansi-theme-font:major-latin;
	mso-bidi-font-family:"Times New Roman";
	mso-bidi-theme-font:major-bidi;
	mso-ansi-font-style:italic;
	mso-bidi-font-style:italic;}
table.MsoTable15Plain5LastRow
	{mso-style-name:"Tabla normal 5";
	mso-table-condition:last-row;
	mso-style-priority:45;
	mso-style-unhide:no;
	mso-tstyle-shading:white;
	mso-tstyle-shading-themecolor:background1;
	mso-tstyle-border-top:.5pt solid #7F7F7F;
	mso-tstyle-border-top-themecolor:text1;
	mso-tstyle-border-top-themetint:128;
	font-size:13.0pt;
	mso-ansi-font-size:13.0pt;
	font-family:"Cambria",serif;
	mso-ascii-font-family:Cambria;
	mso-ascii-theme-font:major-latin;
	mso-fareast-font-family:"Times New Roman";
	mso-fareast-theme-font:major-fareast;
	mso-hansi-font-family:Cambria;
	mso-hansi-theme-font:major-latin;
	mso-bidi-font-family:"Times New Roman";
	mso-bidi-theme-font:major-bidi;
	mso-ansi-font-style:italic;
	mso-bidi-font-style:italic;}
table.MsoTable15Plain5FirstCol
	{mso-style-name:"Tabla normal 5";
	mso-table-condition:first-column;
	mso-style-priority:45;
	mso-style-unhide:no;
	mso-tstyle-shading:white;
	mso-tstyle-shading-themecolor:background1;
	mso-tstyle-border-right:.5pt solid #7F7F7F;
	mso-tstyle-border-right-themecolor:text1;
	mso-tstyle-border-right-themetint:128;
	text-align:right;
	font-size:13.0pt;
	mso-ansi-font-size:13.0pt;
	font-family:"Cambria",serif;
	mso-ascii-font-family:Cambria;
	mso-ascii-theme-font:major-latin;
	mso-fareast-font-family:"Times New Roman";
	mso-fareast-theme-font:major-fareast;
	mso-hansi-font-family:Cambria;
	mso-hansi-theme-font:major-latin;
	mso-bidi-font-family:"Times New Roman";
	mso-bidi-theme-font:major-bidi;
	mso-ansi-font-style:italic;
	mso-bidi-font-style:italic;}
table.MsoTable15Plain5LastCol
	{mso-style-name:"Tabla normal 5";
	mso-table-condition:last-column;
	mso-style-priority:45;
	mso-style-unhide:no;
	mso-tstyle-shading:white;
	mso-tstyle-shading-themecolor:background1;
	mso-tstyle-border-left:.5pt solid #7F7F7F;
	mso-tstyle-border-left-themecolor:text1;
	mso-tstyle-border-left-themetint:128;
	font-size:13.0pt;
	mso-ansi-font-size:13.0pt;
	font-family:"Cambria",serif;
	mso-ascii-font-family:Cambria;
	mso-ascii-theme-font:major-latin;
	mso-fareast-font-family:"Times New Roman";
	mso-fareast-theme-font:major-fareast;
	mso-hansi-font-family:Cambria;
	mso-hansi-theme-font:major-latin;
	mso-bidi-font-family:"Times New Roman";
	mso-bidi-theme-font:major-bidi;
	mso-ansi-font-style:italic;
	mso-bidi-font-style:italic;}
table.MsoTable15Plain5OddColumn
	{mso-style-name:"Tabla normal 5";
	mso-table-condition:odd-column;
	mso-style-priority:45;
	mso-style-unhide:no;
	mso-tstyle-shading:#F2F2F2;
	mso-tstyle-shading-themecolor:background1;
	mso-tstyle-shading-themeshade:242;}
table.MsoTable15Plain5OddRow
	{mso-style-name:"Tabla normal 5";
	mso-table-condition:odd-row;
	mso-style-priority:45;
	mso-style-unhide:no;
	mso-tstyle-shading:#F2F2F2;
	mso-tstyle-shading-themecolor:background1;
	mso-tstyle-shading-themeshade:242;}
table.MsoTable15Plain5NECell
	{mso-style-name:"Tabla normal 5";
	mso-table-condition:ne-cell;
	mso-style-priority:45;
	mso-style-unhide:no;
	mso-tstyle-border-left:cell-none;}
table.MsoTable15Plain5NWCell
	{mso-style-name:"Tabla normal 5";
	mso-table-condition:nw-cell;
	mso-style-priority:45;
	mso-style-unhide:no;
	mso-tstyle-border-right:cell-none;}
table.MsoTable15Plain5SECell
	{mso-style-name:"Tabla normal 5";
	mso-table-condition:se-cell;
	mso-style-priority:45;
	mso-style-unhide:no;
	mso-tstyle-border-left:cell-none;}
table.MsoTable15Plain5SWCell
	{mso-style-name:"Tabla normal 5";
	mso-table-condition:sw-cell;
	mso-style-priority:45;
	mso-style-unhide:no;
	mso-tstyle-border-right:cell-none;}
table.MsoTableGridLight
	{mso-style-name:"Tabla con cuadrÃ­cula clara";
	mso-tstyle-rowband-size:0;
	mso-tstyle-colband-size:0;
	mso-style-priority:40;
	mso-style-unhide:no;
	border:solid #BFBFBF 1.0pt;
	mso-border-themecolor:background1;
	mso-border-themeshade:191;
	mso-border-alt:solid #BFBFBF .5pt;
	mso-border-themecolor:background1;
	mso-border-themeshade:191;
	mso-padding-alt:0cm 5.4pt 0cm 5.4pt;
	mso-border-insideh:.5pt solid #BFBFBF;
	mso-border-insideh-themecolor:background1;
	mso-border-insideh-themeshade:191;
	mso-border-insidev:.5pt solid #BFBFBF;
	mso-border-insidev-themecolor:background1;
	mso-border-insidev-themeshade:191;
	mso-para-margin:0cm;
	mso-pagination:none;
	text-autospace:none;
	font-size:11.0pt;
	font-family:"Calibri",sans-serif;
	mso-ascii-font-family:Calibri;
	mso-ascii-theme-font:minor-latin;
	mso-hansi-font-family:Calibri;
	mso-hansi-theme-font:minor-latin;
	mso-bidi-font-family:"Times New Roman";
	mso-bidi-theme-font:minor-bidi;
	mso-ansi-language:ES-EC;
	mso-fareast-language:EN-US;}
table.MsoTable15Grid1Light
	{mso-style-name:"Tabla con cuadrÃ­cula 1 clara";
	mso-tstyle-rowband-size:1;
	mso-tstyle-colband-size:1;
	mso-style-priority:46;
	mso-style-unhide:no;
	border:solid #999999 1.0pt;
	mso-border-themecolor:text1;
	mso-border-themetint:102;
	mso-border-alt:solid #999999 .5pt;
	mso-border-themecolor:text1;
	mso-border-themetint:102;
	mso-padding-alt:0cm 5.4pt 0cm 5.4pt;
	mso-border-insideh:.5pt solid #999999;
	mso-border-insideh-themecolor:text1;
	mso-border-insideh-themetint:102;
	mso-border-insidev:.5pt solid #999999;
	mso-border-insidev-themecolor:text1;
	mso-border-insidev-themetint:102;
	mso-para-margin:0cm;
	mso-pagination:widow-orphan;
	font-size:10.0pt;
	font-family:"Times New Roman",serif;
	mso-fareast-font-family:"Times New Roman";
	mso-ansi-language:EN-US;
	mso-fareast-language:EN-US;}
table.MsoTable15Grid1LightFirstRow
	{mso-style-name:"Tabla con cuadrÃ­cula 1 clara";
	mso-table-condition:first-row;
	mso-style-priority:46;
	mso-style-unhide:no;
	mso-tstyle-border-bottom:1.5pt solid #666666;
	mso-tstyle-border-bottom-themecolor:text1;
	mso-tstyle-border-bottom-themetint:153;
	mso-ansi-font-weight:bold;
	mso-bidi-font-weight:bold;}
table.MsoTable15Grid1LightLastRow
	{mso-style-name:"Tabla con cuadrÃ­cula 1 clara";
	mso-table-condition:last-row;
	mso-style-priority:46;
	mso-style-unhide:no;
	mso-tstyle-border-top:.75pt double #666666;
	mso-tstyle-border-top-themecolor:text1;
	mso-tstyle-border-top-themetint:153;
	mso-ansi-font-weight:bold;
	mso-bidi-font-weight:bold;}
table.MsoTable15Grid1LightFirstCol
	{mso-style-name:"Tabla con cuadrÃ­cula 1 clara";
	mso-table-condition:first-column;
	mso-style-priority:46;
	mso-style-unhide:no;
	mso-ansi-font-weight:bold;
	mso-bidi-font-weight:bold;}
table.MsoTable15Grid1LightLastCol
	{mso-style-name:"Tabla con cuadrÃ­cula 1 clara";
	mso-table-condition:last-column;
	mso-style-priority:46;
	mso-style-unhide:no;
	mso-ansi-font-weight:bold;
	mso-bidi-font-weight:bold;}
table.NormalTable0
	{mso-style-name:"Normal Table0";
	mso-tstyle-rowband-size:0;
	mso-tstyle-colband-size:0;
	mso-style-noshow:yes;
	mso-style-priority:2;
	mso-style-qformat:yes;
	mso-style-parent:"";
	mso-padding-alt:0cm 0cm 0cm 0cm;
	mso-para-margin:0cm;
	mso-pagination:none;
	text-autospace:none;
	font-size:11.0pt;
	font-family:"Calibri",sans-serif;
	mso-ascii-font-family:Calibri;
	mso-ascii-theme-font:minor-latin;
	mso-hansi-font-family:Calibri;
	mso-hansi-theme-font:minor-latin;
	mso-bidi-font-family:"Times New Roman";
	mso-bidi-theme-font:minor-bidi;
	mso-ansi-language:EN-US;
	mso-fareast-language:EN-US;}
table.Tablaconcuadrcula1
	{mso-style-name:"Tabla con cuadrÃ­cula1";
	mso-tstyle-rowband-size:0;
	mso-tstyle-colband-size:0;
	mso-style-priority:39;
	border:solid windowtext 1.0pt;
	mso-border-alt:solid windowtext .5pt;
	mso-padding-alt:0cm 5.4pt 0cm 5.4pt;
	mso-border-insideh:.5pt solid windowtext;
	mso-border-insidev:.5pt solid windowtext;
	mso-para-margin:0cm;
	text-align:justify;
	text-indent:11.35pt;
	line-height:102%;
	mso-pagination:widow-orphan;
	font-size:11.0pt;
	font-family:"Times New Roman",serif;
	mso-fareast-font-family:"Times New Roman";
	mso-ansi-language:ES-US;
	mso-fareast-language:ES-TRAD;}
table.SombreamentoClaro1
	{mso-style-name:"Sombreamento Claro1";
	mso-tstyle-rowband-size:1;
	mso-tstyle-colband-size:1;
	mso-style-priority:60;
	mso-style-unhide:no;
	border-top:solid black 1.0pt;
	border-left:none;
	border-bottom:solid black 1.0pt;
	border-right:none;
	mso-padding-alt:0cm 5.4pt 0cm 5.4pt;
	mso-para-margin:0cm;
	mso-pagination:widow-orphan;
	font-size:12.0pt;
	font-family:"Calibri",sans-serif;
	mso-ascii-font-family:Calibri;
	mso-ascii-theme-font:minor-latin;
	mso-hansi-font-family:Calibri;
	mso-hansi-theme-font:minor-latin;
	mso-bidi-font-family:"Times New Roman";
	mso-bidi-theme-font:minor-bidi;
	color:black;
	mso-ansi-language:ES-TRAD;
	mso-fareast-language:ES;}
table.SombreamentoClaro1FirstRow
	{mso-style-name:"Sombreamento Claro1";
	mso-table-condition:first-row;
	mso-style-priority:60;
	mso-style-unhide:no;
	mso-tstyle-border-top:1.0pt solid black;
	mso-tstyle-border-left:cell-none;
	mso-tstyle-border-bottom:1.0pt solid black;
	mso-tstyle-border-right:cell-none;
	mso-tstyle-border-insideh:cell-none;
	mso-tstyle-border-insidev:cell-none;
	mso-para-margin-top:auto;
	mso-para-margin-bottom:auto;
	line-height:normal;
	mso-ansi-font-weight:bold;
	mso-bidi-font-weight:bold;}
table.SombreamentoClaro1LastRow
	{mso-style-name:"Sombreamento Claro1";
	mso-table-condition:last-row;
	mso-style-priority:60;
	mso-style-unhide:no;
	mso-tstyle-border-top:1.0pt solid black;
	mso-tstyle-border-left:cell-none;
	mso-tstyle-border-bottom:1.0pt solid black;
	mso-tstyle-border-right:cell-none;
	mso-tstyle-border-insideh:cell-none;
	mso-tstyle-border-insidev:cell-none;
	mso-para-margin-top:auto;
	mso-para-margin-bottom:auto;
	line-height:normal;
	mso-ansi-font-weight:bold;
	mso-bidi-font-weight:bold;}
table.SombreamentoClaro1FirstCol
	{mso-style-name:"Sombreamento Claro1";
	mso-table-condition:first-column;
	mso-style-priority:60;
	mso-style-unhide:no;
	mso-ansi-font-weight:bold;
	mso-bidi-font-weight:bold;}
table.SombreamentoClaro1LastCol
	{mso-style-name:"Sombreamento Claro1";
	mso-table-condition:last-column;
	mso-style-priority:60;
	mso-style-unhide:no;
	mso-ansi-font-weight:bold;
	mso-bidi-font-weight:bold;}
table.SombreamentoClaro1OddColumn
	{mso-style-name:"Sombreamento Claro1";
	mso-table-condition:odd-column;
	mso-style-priority:60;
	mso-style-unhide:no;
	mso-tstyle-shading:silver;
	mso-tstyle-border-left:cell-none;
	mso-tstyle-border-right:cell-none;
	mso-tstyle-border-insideh:cell-none;
	mso-tstyle-border-insidev:cell-none;}
table.SombreamentoClaro1OddRow
	{mso-style-name:"Sombreamento Claro1";
	mso-table-condition:odd-row;
	mso-style-priority:60;
	mso-style-unhide:no;
	mso-tstyle-shading:silver;
	mso-tstyle-border-left:cell-none;
	mso-tstyle-border-right:cell-none;
	mso-tstyle-border-insideh:cell-none;
	mso-tstyle-border-insidev:cell-none;}
table.SombreamentoClaro11
	{mso-style-name:"Sombreamento Claro11";
	mso-tstyle-rowband-size:1;
	mso-tstyle-colband-size:1;
	mso-style-priority:60;
	mso-style-unhide:no;
	border-top:solid black 1.0pt;
	border-left:none;
	border-bottom:solid black 1.0pt;
	border-right:none;
	mso-padding-alt:0cm 5.4pt 0cm 5.4pt;
	mso-para-margin:0cm;
	mso-pagination:widow-orphan;
	font-size:12.0pt;
	font-family:"Calibri",sans-serif;
	mso-ascii-font-family:Calibri;
	mso-ascii-theme-font:minor-latin;
	mso-hansi-font-family:Calibri;
	mso-hansi-theme-font:minor-latin;
	mso-bidi-font-family:"Times New Roman";
	mso-bidi-theme-font:minor-bidi;
	color:black;
	mso-ansi-language:ES-TRAD;
	mso-fareast-language:ES;}
table.SombreamentoClaro11FirstRow
	{mso-style-name:"Sombreamento Claro11";
	mso-table-condition:first-row;
	mso-style-priority:60;
	mso-style-unhide:no;
	mso-tstyle-border-top:1.0pt solid black;
	mso-tstyle-border-left:cell-none;
	mso-tstyle-border-bottom:1.0pt solid black;
	mso-tstyle-border-right:cell-none;
	mso-tstyle-border-insideh:cell-none;
	mso-tstyle-border-insidev:cell-none;
	mso-para-margin-top:auto;
	mso-para-margin-bottom:auto;
	line-height:normal;
	mso-ansi-font-weight:bold;
	mso-bidi-font-weight:bold;}
table.SombreamentoClaro11LastRow
	{mso-style-name:"Sombreamento Claro11";
	mso-table-condition:last-row;
	mso-style-priority:60;
	mso-style-unhide:no;
	mso-tstyle-border-top:1.0pt solid black;
	mso-tstyle-border-left:cell-none;
	mso-tstyle-border-bottom:1.0pt solid black;
	mso-tstyle-border-right:cell-none;
	mso-tstyle-border-insideh:cell-none;
	mso-tstyle-border-insidev:cell-none;
	mso-para-margin-top:auto;
	mso-para-margin-bottom:auto;
	line-height:normal;
	mso-ansi-font-weight:bold;
	mso-bidi-font-weight:bold;}
table.SombreamentoClaro11FirstCol
	{mso-style-name:"Sombreamento Claro11";
	mso-table-condition:first-column;
	mso-style-priority:60;
	mso-style-unhide:no;
	mso-ansi-font-weight:bold;
	mso-bidi-font-weight:bold;}
table.SombreamentoClaro11LastCol
	{mso-style-name:"Sombreamento Claro11";
	mso-table-condition:last-column;
	mso-style-priority:60;
	mso-style-unhide:no;
	mso-ansi-font-weight:bold;
	mso-bidi-font-weight:bold;}
table.SombreamentoClaro11OddColumn
	{mso-style-name:"Sombreamento Claro11";
	mso-table-condition:odd-column;
	mso-style-priority:60;
	mso-style-unhide:no;
	mso-tstyle-shading:silver;
	mso-tstyle-border-left:cell-none;
	mso-tstyle-border-right:cell-none;
	mso-tstyle-border-insideh:cell-none;
	mso-tstyle-border-insidev:cell-none;}
table.SombreamentoClaro11OddRow
	{mso-style-name:"Sombreamento Claro11";
	mso-table-condition:odd-row;
	mso-style-priority:60;
	mso-style-unhide:no;
	mso-tstyle-shading:silver;
	mso-tstyle-border-left:cell-none;
	mso-tstyle-border-right:cell-none;
	mso-tstyle-border-insideh:cell-none;
	mso-tstyle-border-insidev:cell-none;}
table.SombreamentoClaro12
	{mso-style-name:"Sombreamento Claro12";
	mso-tstyle-rowband-size:1;
	mso-tstyle-colband-size:1;
	mso-style-priority:60;
	mso-style-unhide:no;
	border-top:solid black 1.0pt;
	border-left:none;
	border-bottom:solid black 1.0pt;
	border-right:none;
	mso-padding-alt:0cm 5.4pt 0cm 5.4pt;
	mso-para-margin:0cm;
	mso-pagination:widow-orphan;
	font-size:12.0pt;
	font-family:"Calibri",sans-serif;
	mso-ascii-font-family:Calibri;
	mso-ascii-theme-font:minor-latin;
	mso-hansi-font-family:Calibri;
	mso-hansi-theme-font:minor-latin;
	mso-bidi-font-family:"Times New Roman";
	mso-bidi-theme-font:minor-bidi;
	color:black;
	mso-ansi-language:ES-TRAD;
	mso-fareast-language:ES;}
table.SombreamentoClaro12FirstRow
	{mso-style-name:"Sombreamento Claro12";
	mso-table-condition:first-row;
	mso-style-priority:60;
	mso-style-unhide:no;
	mso-tstyle-border-top:1.0pt solid black;
	mso-tstyle-border-left:cell-none;
	mso-tstyle-border-bottom:1.0pt solid black;
	mso-tstyle-border-right:cell-none;
	mso-tstyle-border-insideh:cell-none;
	mso-tstyle-border-insidev:cell-none;
	mso-para-margin-top:auto;
	mso-para-margin-bottom:auto;
	line-height:normal;
	mso-ansi-font-weight:bold;
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table.SombreamentoClaro12LastRow
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</head>

<body lang=3DES-MX link=3D"#0563C1" vlink=3D"#954F72" style=3D'tab-interval=
:35.4pt;
word-wrap:break-word'>

<div class=3DWordSection1>

<p class=3DMsoNormal align=3Dright style=3D'text-align:right;vertical-align=
:baseline'><span
lang=3Des-419 style=3D'mso-ansi-language:#580A'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal align=3Dright style=3D'text-align:right;vertical-align=
:baseline'><span
lang=3Des-419 style=3D'mso-ansi-language:#580A'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal align=3Dright style=3D'text-align:right;vertical-align=
:baseline'><span
lang=3Des-419 style=3D'mso-ansi-language:#580A'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal align=3Dright style=3D'text-align:right;vertical-align=
:baseline'><span
lang=3Des-419 style=3D'mso-ansi-language:#580A'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal align=3Dright style=3D'text-align:right;vertical-align=
:baseline'><span
lang=3DES-EC><a href=3D"https://doi.org/10.37815/rte.v36n2.1219"><span lang=
=3Des-419
style=3D'color:windowtext;mso-ansi-language:#580A;text-decoration:none;
text-underline:none'>https://doi.org/10.37815/rte.v36n2.1219</span></a></sp=
an><span
lang=3Des-419 style=3D'mso-ansi-language:#580A'> <o:p></o:p></span></p>

<p class=3DMsoNormal align=3Dright style=3D'text-align:right;vertical-align=
:baseline'><span
lang=3DEN-US style=3D'mso-ansi-language:EN-US'>Original articles<o:p></o:p>=
</span></p>

<p class=3DMsoNormal align=3Dright style=3D'text-align:right;vertical-align=
:baseline'><span
lang=3DEN-US style=3D'mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal align=3Dright style=3D'text-align:right;vertical-align=
:baseline'><span
lang=3DEN-US style=3D'mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal align=3Dcenter style=3D'margin-bottom:12.0pt;text-alig=
n:center;
text-indent:0cm'><a name=3D"_Hlk71631670"><b><span lang=3DEN-US style=3D'fo=
nt-size:
16.0pt;mso-ansi-language:EN-US'>Fake News Detection and Fact Checking in X
posts from Ecuador Chequea and Ecuador Verifica using Spanish Language Mode=
ls</span></b></a><span
style=3D'mso-bookmark:_Hlk71631670'><span lang=3DEN-US style=3D'font-size:1=
0.0pt;
mso-ansi-language:EN-US'><o:p></o:p></span></span></p>

<span style=3D'mso-bookmark:_Hlk71631670'></span>

<p class=3DMsoNormal align=3Dcenter style=3D'margin-bottom:12.0pt;text-alig=
n:center;
text-indent:0cm'><b><span lang=3DES-EC style=3D'font-size:16.0pt'>Uso de mo=
delos en
idioma espaÃ±ol para la detecciÃ³n de noticias falsas y verificaciÃ³n de he=
chos en
tuits de Ecuador Chequea y Ecuador Verifica</span></b><span lang=3DES-EC
style=3D'font-size:10.0pt'><o:p></o:p></span></p>

<p class=3DMsoNormal align=3Dcenter style=3D'margin-left:36.0pt;text-align:=
center;
text-indent:0cm'><a name=3D"_Hlk61880979"><span lang=3DES-EC style=3D'font-=
size:8.0pt'><o:p>&nbsp;</o:p></span></a></p>

<p class=3DMsoNormal align=3Dcenter style=3D'margin-left:36.0pt;text-align:=
center;
text-indent:0cm'><span style=3D'mso-bookmark:_Hlk61880979'><span lang=3DES-=
EC>Mariuxi
Toapanta BernabÃ©</span></span><span style=3D'mso-bookmark:_Hlk61880979'><s=
up><span
lang=3DPT-BR style=3D'mso-ansi-language:PT-BR'>1 2</span></sup></span><span
style=3D'mso-bookmark:_Hlk61880979'><span lang=3DPT-BR style=3D'mso-bidi-fo=
nt-size:
14.0pt'> </span></span><a href=3D"https://orcid.org/0000-0002-4839-7452"><s=
pan
style=3D'mso-bookmark:_Hlk61880979'><sup><span lang=3DES-EC style=3D'backgr=
ound:white'>https://orcid.org/<span
style=3D'mso-bookmark:_Hlk81258386'>0000-0002-4839-7452</span></span></sup>=
</span></a><![if !supportNestedAnchors]><a
name=3D"_Hlk81258386"></a><![endif]><span style=3D'mso-bookmark:_Hlk6188097=
9'><span
style=3D'mso-bookmark:_Hlk81258386'><span lang=3DES-EC style=3D'mso-bidi-fo=
nt-size:
11.0pt;color:black;background:white'>,<o:p></o:p></span></span></span></p>

<span style=3D'mso-bookmark:_Hlk81258386'></span>

<p class=3DMsoNormal align=3Dcenter style=3D'margin-left:36.0pt;text-align:=
center;
text-indent:0cm'><span style=3D'mso-bookmark:_Hlk61880979'><span lang=3DES-=
EC>Miguel
Ãngel GarcÃ­a-Cumbreras</span></span><span style=3D'mso-bookmark:_Hlk61880=
979'><sup><span
lang=3DPT-BR style=3D'mso-ansi-language:PT-BR'>2</span></sup></span><span
style=3D'mso-bookmark:_Hlk61880979'><sup><span lang=3DPT-BR style=3D'font-s=
ize:10.0pt;
mso-ansi-language:PT-BR'><span style=3D'mso-spacerun:yes'>Â  </span></span>=
</sup></span><a
href=3D"https://orcid.org/0000-0003-1867-9587"><span style=3D'mso-bookmark:=
_Hlk61880979'><sup><span
lang=3DES-EC style=3D'background:white'>https://orcid.org/0000-0003-1867-95=
87</span></sup></span></a><span
style=3D'mso-bookmark:_Hlk61880979'><span lang=3DES-EC style=3D'mso-bidi-fo=
nt-size:
11.0pt;font-family:"Arial",sans-serif;color:black;background:white'>,</span=
></span><span
style=3D'mso-bookmark:_Hlk61880979'><span lang=3DES-EC style=3D'mso-bidi-fo=
nt-size:
11.0pt;color:black;background:white'> </span><span lang=3DES-EC>L. Alfonso
UreÃ±a-LÃ³pez</span></span><span style=3D'mso-bookmark:_Hlk61880979'><sup><=
span
lang=3DES-EC style=3D'mso-bidi-font-size:11.0pt;color:black;background:whit=
e'>2 </span></sup></span><a
href=3D"https://orcid.org/0000-0001-7540-4059"><span style=3D'mso-bookmark:=
_Hlk61880979'><sup><span
lang=3DES-EC style=3D'background:white'>https://orcid.org/0000-0001-7540-40=
59</span></sup></span></a><span
style=3D'mso-bookmark:_Hlk61880979'><u><sup><span lang=3DES-EC style=3D'col=
or:#0563C1;
mso-themecolor:hyperlink;background:white'><o:p></o:p></span></sup></u></sp=
an></p>

<p class=3DMsoNormal align=3Dcenter style=3D'text-align:center'><span
style=3D'mso-bookmark:_Hlk61880979'><span lang=3DES-EC style=3D'mso-bidi-fo=
nt-size:
14.0pt;background:yellow;mso-highlight:yellow'><o:p>&nbsp;</o:p></span></sp=
an></p>

<p class=3DMsoNormal align=3Dcenter style=3D'margin-left:36.0pt;text-align:=
center;
text-indent:0cm'><span style=3D'mso-bookmark:_Hlk61880979'><sup><span lang=
=3DPT-BR
style=3D'mso-ansi-language:PT-BR'>1</span></sup></span><span style=3D'mso-b=
ookmark:
_Hlk61880979'><i><span lang=3DES-EC style=3D'mso-bidi-font-size:14.0pt'>Uni=
versidad</span></i><span
lang=3DES-EC> </span></span><span style=3D'mso-bookmark:_Hlk61880979'><i><s=
pan
lang=3DES-EC style=3D'mso-bidi-font-size:14.0pt'>de Guayaquil</span></i></s=
pan><span
style=3D'mso-bookmark:_Hlk61880979'><span lang=3DES-EC style=3D'mso-bidi-fo=
nt-size:
14.0pt'>, Guayaquil, Ecuador</span></span><span style=3D'mso-bookmark:_Hlk6=
1880979'><span
lang=3DES-EC style=3D'font-size:10.0pt;font-family:"Segoe UI",sans-serif'><=
o:p></o:p></span></span></p>

<p class=3DMsoNormal align=3Dcenter style=3D'margin-left:36.0pt;text-align:=
center;
text-indent:0cm'><span style=3D'mso-bookmark:_Hlk61880979'></span><a
href=3D"mailto:mctb0005@red.ujaen.es"><span style=3D'mso-bookmark:_Hlk61880=
979'><span
lang=3DES-EC style=3D'font-size:11.0pt;mso-bidi-font-size:10.0pt;font-famil=
y:"Courier New"'>mctb0005@red.ujaen.es</span></span></a><span
style=3D'mso-bookmark:_Hlk61880979'><span lang=3DES-EC style=3D'font-size:1=
1.0pt;
mso-bidi-font-size:10.0pt;font-family:"Courier New";mso-ansi-language:ES-MX=
'> </span></span><span
style=3D'mso-bookmark:_Hlk61880979'><span style=3D'font-size:11.0pt;mso-bid=
i-font-size:
10.0pt;font-family:"Courier New";mso-ansi-language:ES-MX'><o:p></o:p></span=
></span></p>

<p class=3DMsoNormal align=3Dcenter style=3D'margin-left:36.0pt;text-align:=
center;
text-indent:0cm'><span style=3D'mso-bookmark:_Hlk61880979'><span
style=3D'font-size:11.0pt;mso-bidi-font-size:10.0pt;font-family:"Courier Ne=
w";
mso-ansi-language:ES-MX'><o:p>&nbsp;</o:p></span></span></p>

<p class=3DMsoNormal align=3Dcenter style=3D'margin-left:36.0pt;text-align:=
center;
text-indent:0cm'><span style=3D'mso-bookmark:_Hlk61880979'><sup><span lang=
=3DPT-BR
style=3D'mso-ansi-language:PT-BR'>1</span></sup></span><span style=3D'mso-b=
ookmark:
_Hlk61880979'><i><span lang=3DES-EC style=3D'mso-bidi-font-size:14.0pt'>Uni=
versidad</span></i><span
lang=3DES-EC> </span></span><span style=3D'mso-bookmark:_Hlk61880979'><i><s=
pan
lang=3DES-EC style=3D'mso-bidi-font-size:14.0pt'>de JaÃ©n</span></i></span>=
<span
style=3D'mso-bookmark:_Hlk61880979'><span lang=3DES-EC style=3D'mso-bidi-fo=
nt-size:
14.0pt'>, JaÃ©n, EspaÃ±a</span></span><span style=3D'mso-bookmark:_Hlk61880=
979'><span
lang=3DES-EC style=3D'font-size:10.0pt;font-family:"Segoe UI",sans-serif'><=
o:p></o:p></span></span></p>

<p class=3DMsoNormal align=3Dcenter style=3D'margin-left:36.0pt;text-align:=
center;
text-indent:0cm'><span style=3D'mso-bookmark:_Hlk61880979'></span><a
href=3D"mailto:magc@uja.es"><span style=3D'mso-bookmark:_Hlk61880979'><span
lang=3DES-EC style=3D'font-size:11.0pt;mso-bidi-font-size:10.0pt;font-famil=
y:"Courier New"'>magc@uja.es</span></span></a><span
style=3D'mso-bookmark:_Hlk61880979'><span lang=3DES-EC style=3D'font-size:1=
1.0pt;
mso-bidi-font-size:10.0pt;font-family:"Courier New"'>, </span></span><a
href=3D"mailto:laurena@ujaen.es"><span style=3D'mso-bookmark:_Hlk61880979'>=
<span
lang=3DES-EC style=3D'font-size:11.0pt;mso-bidi-font-size:10.0pt;font-famil=
y:"Courier New"'>laurena@ujaen.es</span></span></a><span
style=3D'mso-bookmark:_Hlk61880979'><span lang=3DES-EC style=3D'font-size:1=
1.0pt;
mso-bidi-font-size:10.0pt;font-family:"Courier New";mso-ansi-language:ES-MX=
'> </span></span><span
style=3D'mso-bookmark:_Hlk61880979'><span style=3D'font-size:11.0pt;mso-bid=
i-font-size:
10.0pt;font-family:"Courier New";mso-ansi-language:ES-MX'><o:p></o:p></span=
></span></p>

<p class=3DMsoNormal align=3Dcenter style=3D'margin-left:36.0pt;text-align:=
center;
text-indent:0cm'><span style=3D'mso-bookmark:_Hlk61880979'><span
style=3D'font-family:"Courier New";mso-ansi-language:ES-MX'><o:p>&nbsp;</o:=
p></span></span></p>

<span style=3D'mso-bookmark:_Hlk61880979'></span>

<p class=3Dparagraph align=3Dright style=3D'margin:0cm;text-align:right;ver=
tical-align:
baseline'><span class=3Dnormaltextrun><span lang=3DEN-US style=3D'mso-ansi-=
language:
EN-US'>Sent:<span style=3D'mso-tab-count:1'>Â Â  </span><span
style=3D'mso-spacerun:yes'>Â Â Â  </span>2024/07/15</span></span><span lang=
=3DEN-US
style=3D'font-size:10.0pt;font-family:"Segoe UI",sans-serif;mso-ansi-langua=
ge:
EN-US'><o:p></o:p></span></p>

<p class=3Dparagraph align=3Dright style=3D'margin:0cm;text-align:right;ver=
tical-align:
baseline'><span class=3Dnormaltextrun><span lang=3DEN-US style=3D'mso-ansi-=
language:
EN-US'>Accepted:<span style=3D'mso-tab-count:1'>Â Â Â Â Â Â  </span>2024/12=
/20</span></span><span
lang=3DEN-US style=3D'font-size:10.0pt;font-family:"Segoe UI",sans-serif;
mso-ansi-language:EN-US'><o:p></o:p></span></p>

<p class=3Dparagraph align=3Dright style=3D'margin:0cm;text-align:right;ver=
tical-align:
baseline'><span class=3Dnormaltextrun><span lang=3DEN-US style=3D'mso-ansi-=
language:
EN-US'>Published: <span style=3D'mso-tab-count:1'>Â Â Â Â Â  </span>2024/12=
/30</span></span><span
class=3Deop><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><span
style=3D'mso-spacerun:yes'>Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â =
 </span><o:p></o:p></span></span></p>

<p class=3DNivel1><span class=3Dnormaltextrun><span lang=3DEN-US style=3D'm=
so-ansi-language:
EN-US'>Abstract</span></span><span lang=3DEN-US style=3D'font-size:18.0pt;
mso-ansi-language:EN-US'><o:p></o:p></span></p>

<p class=3DMsoNormal style=3D'text-indent:0cm'><span lang=3DEN-US style=3D'=
mso-ansi-language:
EN-US;mso-fareast-language:ZH-TW'>Currently, verifying news content before =
its
dissemination poses a significant challenge due to the rapidity with which =
it
spreads and the ease of replication. These factors contribute to the
proliferation of fake news. Collaborative initiatives like Duke Reporters' =
Lab
and the International Fact-Checking Network (IFCN) have been established to
enhance the accuracy of fact-checking to combat various forms of
disinformation. The accredited fact-checking platforms in Ecuador are Ecuad=
or
Chequea and Ecuador Verifica.<o:p></o:p></span></p>

<p class=3DMsoNormal style=3D'text-indent:0cm'><span lang=3DEN-US style=3D'=
mso-ansi-language:
EN-US;mso-fareast-language:ZH-TW'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'text-indent:0cm'><span lang=3DEN-US style=3D'=
mso-ansi-language:
EN-US;mso-fareast-language:ZH-TW'>This paper details the outcomes from five
transformer-based models, namely BETO, MarIA, RoBERTuito, BERTuit, and BERT=
in,
for classifying fake news in Spanish. The rating system of Ecuador Chequea =
and
Ecuador Verifica validated the news gathered from these platforms' accounts=
 on
the social network X (Formally known as Twitter), including X posts generat=
ed
between January 2020 and March 2024. The findings validate that in terms of
accuracy, recall, precision, and F1 score, the MarIA language model outperf=
orms
other Spanish-based models such as BERTin, RoBERTuito, BETO, and BERTuit.</=
span><span
lang=3DEN-US style=3D'mso-ansi-language:EN-US'><o:p></o:p></span></p>

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  <v:textbox>
   <![if !mso]>
   <table cellpadding=3D0 cellspacing=3D0 width=3D"100%">
    <tr>
     <td><![endif]>
     <div>
     <p class=3DMsoNormal style=3D'text-indent:0cm'><b><span lang=3DEN-US
     style=3D'font-size:10.0pt;color:black;mso-themecolor:text1;mso-ansi-la=
nguage:
     EN-US'>Summary:</span></b><span lang=3DEN-US style=3D'font-size:10.0pt;
     color:black;mso-themecolor:text1;mso-ansi-language:EN-US'> Introductio=
n,</span><span
     lang=3DEN-US style=3D'mso-ansi-language:EN-US'> </span><span lang=3DEN=
-US
     style=3D'font-size:10.0pt;color:black;mso-themecolor:text1;mso-ansi-la=
nguage:
     EN-US'>Materials and Methods, Results, Discussion, Conclusions and Fur=
ther
     Work..<o:p></o:p></span></p>
     <p class=3DMsoNormal style=3D'text-indent:0cm'><span lang=3DEN-US
     style=3D'font-size:10.0pt;color:black;mso-themecolor:text1;mso-ansi-la=
nguage:
     EN-US'><o:p>&nbsp;</o:p></span></p>
     <p class=3DMsoNormal style=3D'text-indent:0cm'><b><span style=3D'font-=
size:10.0pt;
     color:black;mso-themecolor:text1;mso-ansi-language:ES-MX'>How to cite:=
</span></b><span
     style=3D'font-size:10.0pt;color:black;mso-themecolor:text1;mso-ansi-la=
nguage:
     ES-MX'> Toapanta , M., GarcÃ­a-Cumbreras, M. &amp; UreÃ±a-LÃ³pez, L. (=
2024). </span><span
     lang=3DEN-US style=3D'font-size:10.0pt;color:black;mso-themecolor:text=
1;
     mso-ansi-language:EN-US'>Fake News Detection and Fact Checking in X po=
sts
     from Ecuador Chequea and Ecuador Verifica using Spanish Language Model=
s. </span><i><span
     lang=3DES-EC style=3D'font-size:10.0pt;color:black;mso-themecolor:text=
1'>Revista
     TecnolÃ³gica - Espol, 36(2), 158-173.</span></i><span lang=3DES-EC
     style=3D'font-size:10.0pt;color:black;mso-themecolor:text1'> </span><s=
pan
     lang=3DES-EC><a
     href=3D"https://rte.espol.edu.ec/index.php/tecnologica/article/view/12=
19"><span
     style=3D'font-size:10.0pt;color:windowtext;text-decoration:none;text-u=
nderline:
     none'>https://rte.espol.edu.ec/index.php/tecnologica/article/view/1219=
</span></a></span><span
     lang=3DES-EC style=3D'font-size:10.0pt;color:black;mso-themecolor:text=
1'><o:p></o:p></span></p>
     </div>
     <![if !mso]></td>
    </tr>
   </table>
   <![endif]></v:textbox>
  <w:wrap type=3D"topAndBottom" anchorx=3D"margin" anchory=3D"margin"/>
 </v:shape></o:wrapblock><br style=3D'mso-ignore:vglayout' clear=3DALL>
<span lang=3DEN-US style=3D'mso-bidi-font-size:14.0pt;mso-ansi-language:EN-=
US'><o:p></o:p></span></p>

<p class=3DMsoNormal style=3D'text-indent:0cm'><a name=3D"_Hlk42284450"><b>=
<i><span
lang=3DEN-US style=3D'color:black;mso-ansi-language:EN-US;mso-fareast-langu=
age:
ES-MX'>Keywords: </span></i></b></a><span style=3D'mso-bookmark:_Hlk4228445=
0'></span><span
lang=3DEN-US style=3D'mso-ansi-language:EN-US;mso-fareast-language:ZH-TW'>F=
act-checking
grading system, fake news, fact-checker, Spanish Language Models, Text
Classification.<o:p></o:p></span></p>

<p class=3DMsoNormal style=3D'text-indent:0cm'><span lang=3DEN-US style=3D'=
mso-ansi-language:
EN-US;mso-fareast-language:ZH-TW'><o:p>&nbsp;</o:p></span></p>

<p class=3DNivel1><span class=3Dnormaltextrun><span style=3D'mso-ansi-langu=
age:ES-MX'>Resumen</span></span><span
class=3Dnormaltextrun><span style=3D'color:black;background:white;mso-ansi-=
language:
ES-MX;font-weight:normal'><o:p></o:p></span></span></p>

<p class=3DMsoNormal style=3D'text-indent:0cm;mso-pagination:none;text-auto=
space:
none'><span style=3D'mso-bidi-font-size:14.0pt;mso-ansi-language:ES-MX;
mso-fareast-language:EN-US;mso-no-proof:yes'>En el contexto actual, validar=
 el
contenido de las noticias previo a su publicaciÃ³n representa un desafÃ­o
significativo debido a la inmediatez con que se difunden y la sencillez con=
 la
que pueden replicarse, condiciones que favorecen a la propagaciÃ³n de notic=
ias
falsas. Proyectos colaborativos como Duke Reporters'Lab y la International
Fact-Checking Network IFCN han surgido para promover la veracidad en la
verificaciÃ³n de hechos con el fin de combatir diversas manifestaciones de
desinformaciÃ³n. En el Ecuador, los medios de verificaciÃ³n de hechos acred=
itados
son Ecuador Chequea y Ecuador Verifica.<o:p></o:p></span></p>

<p class=3DMsoNormal style=3D'text-indent:0cm;mso-pagination:none;text-auto=
space:
none'><span style=3D'mso-bidi-font-size:14.0pt;mso-ansi-language:ES-MX;
mso-fareast-language:EN-US;mso-no-proof:yes'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'text-indent:0cm;mso-pagination:none;text-auto=
space:
none'><span style=3D'mso-bidi-font-size:14.0pt;mso-ansi-language:ES-MX;
mso-fareast-language:EN-US;mso-no-proof:yes'>Este artÃ­culo presenta los
resultados de cinco modelos basados en transformadores como BETO, MarIA,
RoBERTuito, BERTuit y BERTin, para la clasificaciÃ³n de noticias falsas en
idioma espaÃ±ol. El sistema de calificaciÃ³n de Ecuador Chequea y Ecuador
Verifica se utilizaron para verificar las noticias que se extrajeron de las
cuentas de estos medios en X y contenÃ­an los tuits creados entre Enero-202=
0 y
Marzo-2024. Los hallazgos muestran que en tÃ©rminos de exactitud, recuperac=
iÃ³n,
precisiÃ³n y puntuaciÃ³n F1, el modelo de lenguaje MarIA tiene un mejor des=
empeÃ±o
que los modelos basados en el idioma espaÃ±ol como BERTin, RoBERTuito, BETO=
 y
BERTuit.<o:p></o:p></span></p>

<p class=3DMsoNormal style=3D'text-indent:0cm;mso-pagination:none;text-auto=
space:
none'><span style=3D'mso-ansi-language:ES-MX'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'margin-right:-.65pt;text-indent:0cm'><b><i><s=
pan
style=3D'color:black;mso-ansi-language:ES-MX;mso-fareast-language:ES-MX'>Pa=
labras
clave: </span></i></b><span style=3D'color:black;mso-ansi-language:ES-MX;
mso-fareast-language:ES-MX'>Sistema de CalificaciÃ³n para verificaciÃ³n de
hechos, Noticias Falsas, Verificador de hechos, Modelos de lenguaje en espa=
Ã±ol,
ClasificaciÃ³n de Texto.</span><span style=3D'mso-bidi-font-size:11.0pt;
color:black;mso-ansi-language:ES-MX;mso-fareast-language:ES-MX'><o:p></o:p>=
</span></p>

<p class=3DMsoNormal align=3Dleft style=3D'text-align:left;text-indent:0cm;
mso-pagination:none;text-autospace:none'><span style=3D'color:black;mso-ans=
i-language:
ES-MX;mso-fareast-language:ES-MX'><o:p>&nbsp;</o:p></span></p>

<p class=3DNivel1><span class=3Dnormaltextrun><span lang=3DEN-US style=3D'm=
so-ansi-language:
EN-US'>Introduction</span></span><span class=3Dnormaltextrun><span lang=3DE=
N-US
style=3D'color:black;background:white;mso-ansi-language:EN-US;font-weight:n=
ormal'><o:p></o:p></span></span></p>

<p class=3DMsoNormal align=3Dleft style=3D'margin-left:5.0pt;text-align:lef=
t;
text-indent:35.35pt;mso-pagination:none;text-autospace:none'><span lang=3DE=
N-US
style=3D'mso-ansi-language:EN-US;mso-fareast-language:EN-US'>Over<span
style=3D'letter-spacing:-.15pt'> </span>the<span style=3D'letter-spacing:-.=
15pt'> </span>last<span
style=3D'letter-spacing:-.15pt'> </span>decade,<span style=3D'letter-spacin=
g:-.15pt'>
</span>the phenomenon<span style=3D'letter-spacing:-.15pt'> </span>of<span
style=3D'letter-spacing:-.15pt'> </span>&quot;fake<span style=3D'letter-spa=
cing:
-.2pt'> </span>news&quot;<a style=3D'mso-footnote-id:ftn1' href=3D"#_ftn1"
name=3D"_ftnref1" title=3D""><span class=3DMsoFootnoteReference><span
style=3D'letter-spacing:2.0pt'><span style=3D'mso-special-character:footnot=
e'><![if !supportFootnotes]><span
class=3DMsoFootnoteReference><span lang=3DEN-US style=3D'font-size:12.0pt;f=
ont-family:
"Times New Roman",serif;mso-fareast-font-family:"Times New Roman";letter-sp=
acing:
2.0pt;mso-ansi-language:EN-US;mso-fareast-language:EN-US;mso-bidi-language:
AR-SA'>[1]</span></span><![endif]></span></span></span></a><span
style=3D'letter-spacing:2.0pt'> </span>has<span style=3D'letter-spacing:-.1=
5pt'> </span>underscored<span
style=3D'letter-spacing:-.05pt'> </span>the<span style=3D'letter-spacing:-.=
1pt'> </span>increasing
global need for data verification, also known as Fact-Checking (Ireton &amp;
Posetti, 2020).<o:p></o:p></span></p>

<p class=3DMsoNormal align=3Dleft style=3D'margin-left:5.0pt;text-align:lef=
t;
text-indent:35.35pt;mso-pagination:none;text-autospace:none'><span lang=3DE=
N-US
style=3D'mso-ansi-language:EN-US;mso-fareast-language:EN-US'><o:p>&nbsp;</o=
:p></span></p>

<p class=3DNivel2><span lang=3DEN-US style=3D'mso-bidi-font-size:12.0pt;mso=
-ansi-language:
EN-US;mso-fareast-language:EN-US'>Fact-Checking<span style=3D'letter-spacin=
g:
-.15pt'> </span><span style=3D'letter-spacing:-.1pt'>Organizations</span><o=
:p></o:p></span></p>

<p class=3DMsoNormal style=3D'margin-top:0cm;margin-right:5.95pt;margin-bot=
tom:
0cm;margin-left:5.0pt;margin-bottom:.0001pt;text-indent:35.95pt;mso-paginat=
ion:
none;text-autospace:none'><span lang=3DEN-US style=3D'mso-ansi-language:EN-=
US;
mso-fareast-language:EN-US'>To<span style=3D'letter-spacing:-.6pt'> </span>=
support<span
style=3D'letter-spacing:-.6pt'> </span>Fact-Checking<span style=3D'letter-s=
pacing:
-.55pt'> </span>initiatives,<span style=3D'letter-spacing:-.55pt'> </span>t=
he<span
style=3D'letter-spacing:-.6pt'> </span>Poynter<span style=3D'letter-spacing=
:-.5pt'>
</span>Institute<span style=3D'letter-spacing:-.65pt'> </span>established<s=
pan
style=3D'letter-spacing:-.6pt'> </span>the<span style=3D'letter-spacing:-.5=
pt'> </span>International
Fact-Checking<span style=3D'letter-spacing:-.75pt'> </span>Network<span
style=3D'letter-spacing:-.75pt'> </span>(IFCN)<a style=3D'mso-footnote-id:f=
tn2'
href=3D"#_ftn2" name=3D"_ftnref2" title=3D""><span class=3DMsoFootnoteRefer=
ence><span
style=3D'mso-special-character:footnote'><![if !supportFootnotes]><span
class=3DMsoFootnoteReference><span lang=3DEN-US style=3D'font-size:12.0pt;f=
ont-family:
"Times New Roman",serif;mso-fareast-font-family:"Times New Roman";mso-ansi-=
language:
EN-US;mso-fareast-language:EN-US;mso-bidi-language:AR-SA'>[2]</span></span>=
<![endif]></span></span></a><span
style=3D'letter-spacing:.7pt'> </span>in<span style=3D'letter-spacing:-.75p=
t'> </span>2015,<span
style=3D'letter-spacing:-.75pt'> </span>which<span style=3D'letter-spacing:=
-.75pt'>
</span>adheres<span style=3D'letter-spacing:-.75pt'> </span>to<span
style=3D'letter-spacing:-.7pt'> </span>the<span style=3D'letter-spacing:-.7=
5pt'> </span>Code<span
style=3D'letter-spacing:-.75pt'> </span>of<span style=3D'letter-spacing:-.7=
5pt'> </span>Principles<span
style=3D'letter-spacing:-.75pt'> </span>(IFCN<span style=3D'letter-spacing:=
-.75pt'>
</span>Code of Principles, 2024a,b)<a style=3D'mso-footnote-id:ftn3' href=
=3D"#_ftn3"
name=3D"_ftnref3" title=3D""><span class=3DMsoFootnoteReference><span
style=3D'mso-special-character:footnote'><![if !supportFootnotes]><span
class=3DMsoFootnoteReference><span lang=3DEN-US style=3D'font-size:12.0pt;f=
ont-family:
"Times New Roman",serif;mso-fareast-font-family:"Times New Roman";mso-ansi-=
language:
EN-US;mso-fareast-language:EN-US;mso-bidi-language:AR-SA'>[3]</span></span>=
<![endif]></span></span></a>.<o:p></o:p></span></p>

<p class=3DMsoNormal style=3D'margin-top:0cm;margin-right:5.95pt;margin-bot=
tom:
0cm;margin-left:5.0pt;margin-bottom:.0001pt;text-indent:35.95pt;mso-paginat=
ion:
none;text-autospace:none'><span lang=3DEN-US style=3D'mso-ansi-language:EN-=
US;
mso-fareast-language:EN-US'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US;ms=
o-fareast-language:
EN-US'>On the other hand, the Duke Reportersâ€™ Lab<a style=3D'mso-footnote=
-id:
ftn4' href=3D"#_ftn4" name=3D"_ftnref4" title=3D""><span class=3DMsoFootnot=
eReference><span
style=3D'mso-special-character:footnote'><![if !supportFootnotes]><span
class=3DMsoFootnoteReference><span lang=3DEN-US style=3D'font-size:12.0pt;f=
ont-family:
"Times New Roman",serif;mso-fareast-font-family:"Times New Roman";mso-ansi-=
language:
EN-US;mso-fareast-language:EN-US;mso-bidi-language:AR-SA'>[4]</span></span>=
<![endif]></span></span></a>
was founded in 2011 (Duke Reporters' Lab, 2024), and both organizations off=
er a
verification map<a style=3D'mso-footnote-id:ftn5' href=3D"#_ftn5" name=3D"_=
ftnref5"
title=3D""><span class=3DMsoFootnoteReference><span style=3D'mso-special-ch=
aracter:
footnote'><![if !supportFootnotes]><span class=3DMsoFootnoteReference><span
lang=3DEN-US style=3D'font-size:12.0pt;font-family:"Times New Roman",serif;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:EN-US;mso-farea=
st-language:
EN-US;mso-bidi-language:AR-SA'>[5]</span></span><![endif]></span></span></a=
>,
that facilitates the identification of fact-checkers globally, thus providi=
ng a
valuable resource for consultation</span><span lang=3DEN-US style=3D'mso-an=
si-language:
EN-US'>.<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DNivel2><span lang=3DEN-US style=3D'mso-ansi-language:EN-US;mso-f=
areast-language:
EN-US'>Fact-Checking<span style=3D'letter-spacing:-.2pt'> </span>in <span
style=3D'letter-spacing:-.1pt'>Ecuador</span><o:p></o:p></span></p>

<p class=3DMsoNoSpacing><span lang=3DEN-US style=3D'mso-ansi-language:EN-US=
'>Ecuador<span
style=3D'letter-spacing:-.1pt'> Chequea</span><o:p></o:p></span></p>

<p class=3DMsoNormal style=3D'mso-pagination:none;text-autospace:none'><span
lang=3DEN-US style=3D'mso-ansi-language:EN-US;mso-fareast-language:EN-US'>I=
n<span
style=3D'letter-spacing:-.35pt'> </span>October<span style=3D'letter-spacin=
g:-.4pt'>
</span>2016,<span style=3D'letter-spacing:-.35pt'> </span>Ecuador<span
style=3D'letter-spacing:-.4pt'> </span>Chequea<span style=3D'letter-spacing=
:-.4pt'>
</span>was<span style=3D'letter-spacing:-.35pt'> </span>founded,<span
style=3D'letter-spacing:-.25pt'> </span>becoming<span style=3D'letter-spaci=
ng:-.35pt'>
</span>the<span style=3D'letter-spacing:-.35pt'> </span>first<span
style=3D'letter-spacing:-.3pt'> </span>Ecuadorian<span style=3D'letter-spac=
ing:
-.35pt'> </span>media dedicated exclusively to verifying public discourse a=
nd
deceptive content circulating on the Internet. This portal is part of a glo=
bal
data verification network that includes, among others, Chequeado from
Argentina, a pioneering project in Latin America that has provided training=
 to<span
style=3D'letter-spacing:-.6pt'> </span>the<span style=3D'letter-spacing:-.6=
5pt'> </span>Ecuador<span
style=3D'letter-spacing:-.65pt'> </span>Chequea<span style=3D'letter-spacin=
g:-.55pt'>
</span>team.<span style=3D'letter-spacing:-.6pt'> </span>Additionally,<span
style=3D'letter-spacing:-.6pt'> </span>it<span style=3D'letter-spacing:-.55=
pt'> </span>is<span
style=3D'letter-spacing:-.55pt'> </span>a<span style=3D'letter-spacing:-.45=
pt'> </span>member<span
style=3D'letter-spacing:-.65pt'> </span>of<span style=3D'letter-spacing:-.5=
5pt'> </span>Latam<span
style=3D'letter-spacing:-.5pt'> </span>Chequea<span style=3D'letter-spacing=
:-.55pt'>
</span>and<span style=3D'letter-spacing:-.6pt'> </span>has<span style=3D'le=
tter-spacing:
-.5pt'> </span>obtained certification<span style=3D'letter-spacing:-.3pt'> =
</span>from<span
style=3D'letter-spacing:-.2pt'> </span>the<span style=3D'letter-spacing:-.1=
pt'> </span>International<span
style=3D'letter-spacing:-.2pt'> </span>Fact-Checking<span style=3D'letter-s=
pacing:
-.15pt'> </span>Network<span style=3D'letter-spacing:-.3pt'> </span>(IFCN)<=
span
style=3D'letter-spacing:-.3pt'> </span>(Ecuador<span style=3D'letter-spacin=
g:-.3pt'>
</span>Chequea,<span style=3D'letter-spacing:-.25pt'> </span><span
style=3D'letter-spacing:-.1pt'>2024a,b).<o:p></o:p></span></span></p>

<p class=3DMsoNormal style=3D'mso-pagination:none;text-autospace:none'><span
lang=3DEN-US style=3D'mso-ansi-language:EN-US;mso-fareast-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNoSpacing><span lang=3DEN-US style=3D'mso-ansi-language:EN-US=
'>Ecuador
Verifica<o:p></o:p></span></p>

<p class=3DMsoNormal style=3D'mso-pagination:none;text-autospace:none'><span
lang=3DEN-US style=3D'mso-ansi-language:EN-US;mso-fareast-language:EN-US'>I=
t is an
initiative coordinated by Ecuador Chequea that emerged to combat misinforma=
tion
in the 2021 presidential elections.<o:p></o:p></span></p>

<p class=3DMsoNormal style=3D'mso-pagination:none;text-autospace:none'><span
lang=3DEN-US style=3D'mso-ansi-language:EN-US;mso-fareast-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'mso-pagination:none;text-autospace:none'><span
lang=3DEN-US style=3D'mso-ansi-language:EN-US;mso-fareast-language:EN-US'>T=
he
National Democratic Institute (NDI), an organization dedicated to combating
misinformation, supports a coalition that unites media outlets, civil socie=
ty
organizations (CSOs), and universities to verify political discourse and
promote transparency in public institutions<span style=3D'letter-spacing:2.=
0pt'> </span>(Ecuador
Verifica, 2024).<o:p></o:p></span></p>

<p class=3DMsoNormal style=3D'mso-pagination:none;text-autospace:none'><span
lang=3DEN-US style=3D'mso-ansi-language:EN-US;mso-fareast-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DNivel2><span lang=3DEN-US style=3D'mso-ansi-language:EN-US;mso-f=
areast-language:
EN-US'>Fact-Checking<span style=3D'letter-spacing:-.2pt'> </span>Rating<span
style=3D'letter-spacing:-.1pt'> System</span><o:p></o:p></span></p>

<p class=3DMsoNormal style=3D'mso-pagination:none;text-autospace:none'><span
lang=3DEN-US style=3D'mso-ansi-language:EN-US;mso-fareast-language:EN-US'>T=
he
methodology applied by Ecuador Chequea for the verification process is
internationally<span style=3D'letter-spacing:-.4pt'> </span>certified<span
style=3D'letter-spacing:-.3pt'> </span>and<span style=3D'letter-spacing:-.4=
pt'> </span>endorsed<span
style=3D'letter-spacing:-.3pt'> </span>by<span style=3D'letter-spacing:-.4p=
t'> </span>the<span
style=3D'letter-spacing:-.35pt'> </span>International<span style=3D'letter-=
spacing:
-.4pt'> </span>Fact-Checking<span style=3D'letter-spacing:-.4pt'> </span>Ne=
twork<span
style=3D'letter-spacing:-.45pt'> </span>(IFCN).<span style=3D'letter-spacin=
g:-.45pt'>
</span>As of July 19, 2021, Ecuador Verifica adopts the same methodology as
Ecuador Chequea, and their websites<a style=3D'mso-footnote-id:ftn6' href=
=3D"#_ftn6"
name=3D"_ftnref6" title=3D""><span class=3DMsoFootnoteReference><span
style=3D'mso-special-character:footnote'><![if !supportFootnotes]><span
class=3DMsoFootnoteReference><span lang=3DEN-US style=3D'font-size:12.0pt;f=
ont-family:
"Times New Roman",serif;mso-fareast-font-family:"Times New Roman";mso-ansi-=
language:
EN-US;mso-fareast-language:EN-US;mso-bidi-language:AR-SA'>[6]</span></span>=
<![endif]></span></span></a>
detail their rating system to verify news as â€œCIERTOâ€, â€œFalsoâ€, â€œ=
ALTERADOâ€,
â€œENGAÃ‘OSOâ€, â€œIMPRECISOâ€, â€œSÃTIRAâ€ and â€œINVERIFICABLEâ€.<o:=
p></o:p></span></p>

<p class=3DMsoNormal style=3D'mso-pagination:none;text-autospace:none'><span
lang=3DEN-US style=3D'mso-ansi-language:EN-US;mso-fareast-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoSubtitle><span lang=3DES-US>Figure </span><!--[if supportFiel=
ds]><span
lang=3DES-US><span style=3D'mso-element:field-begin'></span><span
style=3D'mso-spacerun:yes'>Â </span>SEQ Figure \* ARABIC <span style=3D'mso=
-element:
field-separator'></span></span><![endif]--><span lang=3DES-US><span
style=3D'mso-no-proof:yes'>1</span></span><!--[if supportFields]><span
lang=3DES-US><span style=3D'mso-element:field-end'></span></span><![endif]-=
-><span
lang=3DES style=3D'mso-ansi-language:ES;mso-fareast-language:EN-US'><o:p></=
o:p></span></p>

<p class=3DMsoBodyText><span lang=3DES-US style=3D'mso-fareast-language:EN-=
US'>Ecuador<span
style=3D'letter-spacing:-.1pt'> </span>Chequea<span style=3D'letter-spacing=
:-.1pt'>
</span>and Ecuador Verifica<span style=3D'letter-spacing:-.15pt'> </span>Ra=
ting<span
style=3D'letter-spacing:-.05pt'> </span><span style=3D'letter-spacing:-.1pt=
'>System</span></span><span
style=3D'mso-ansi-language:ES-MX;mso-fareast-language:EN-US'><o:p></o:p></s=
pan></p>

<p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-indent:=
0cm;
mso-pagination:none;text-autospace:none'><span lang=3DES style=3D'font-size=
:11.0pt;
mso-ansi-language:ES;mso-fareast-language:EN-US;mso-no-proof:yes'><v:shapet=
ype
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 <v:stroke joinstyle=3D"miter"/>
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  <v:f eqn=3D"if lineDrawn pixelLineWidth 0"/>
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</v:shapetype><v:shape id=3D"Image_x0020_15" o:spid=3D"_x0000_i1029" type=
=3D"#_x0000_t75"
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quare'>
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</v:shape></span><span style=3D'mso-ansi-language:ES-MX;mso-fareast-languag=
e:
EN-US'><o:p></o:p></span></p>

<p class=3DMsoNormal style=3D'mso-pagination:none;text-autospace:none'><span
style=3D'mso-ansi-language:ES-MX;mso-fareast-language:EN-US'><o:p>&nbsp;</o=
:p></span></p>

<p class=3DNivel2><span lang=3DES-US style=3D'mso-fareast-language:EN-US'>R=
esearch Objectives
and Questions<o:p></o:p></span></p>

<p class=3DMsoListParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
0cm;margin-left:53.85pt;margin-bottom:.0001pt;text-indent:-17.85pt;mso-pagi=
nation:
none;mso-list:l21 level1 lfo58;text-autospace:none'><![if !supportLists]><s=
pan
lang=3DEN-US style=3D'font-family:Symbol;mso-fareast-font-family:Symbol;mso=
-bidi-font-family:
Symbol;mso-ansi-language:EN-US;mso-fareast-language:EN-US'><span
style=3D'mso-list:Ignore'>Â·<span style=3D'font:7.0pt "Times New Roman"'>&n=
bsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DEN-US style=3D'mso-ansi-languag=
e:EN-US;
mso-fareast-language:EN-US'>RO1. To conduct a rigorous and equitable evalua=
tion
of various Spanish language models using a dataset of verified news from
Ecuador Chequea and Ecuador Verifica, to compare their quality and
effectiveness in accurately detecting fake news. RQ1. How can these Spanish
language models be evaluated to determine their performance in detecting fa=
ke
news within the Ecuadorian context?<o:p></o:p></span></p>

<p class=3DMsoListParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
0cm;margin-left:53.85pt;margin-bottom:.0001pt;text-indent:-17.85pt;mso-pagi=
nation:
none;mso-list:l21 level1 lfo58;text-autospace:none'><![if !supportLists]><s=
pan
lang=3DEN-US style=3D'font-family:Symbol;mso-fareast-font-family:Symbol;mso=
-bidi-font-family:
Symbol;mso-ansi-language:EN-US;mso-fareast-language:EN-US'><span
style=3D'mso-list:Ignore'>Â·<span style=3D'font:7.0pt "Times New Roman"'>&n=
bsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DEN-US style=3D'mso-ansi-languag=
e:EN-US;
mso-fareast-language:EN-US'>RO2. To analyze the performance of these models
through key metrics such as accuracy, recall, precision, and F1 score,
identifying the most effective models in handling Spanish-language social m=
edia
data. RQ2. When analyzed through these metrics, what are the strengths and
limitations of the Spanish language models, and how do they detect fake new=
s in
X posts?<o:p></o:p></span></p>

<p class=3DMsoListParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
0cm;margin-left:53.85pt;margin-bottom:.0001pt;text-indent:-17.85pt;mso-pagi=
nation:
none;mso-list:l21 level1 lfo58;text-autospace:none'><![if !supportLists]><s=
pan
lang=3DEN-US style=3D'font-family:Symbol;mso-fareast-font-family:Symbol;mso=
-bidi-font-family:
Symbol;mso-ansi-language:EN-US;mso-fareast-language:EN-US'><span
style=3D'mso-list:Ignore'>Â·<span style=3D'font:7.0pt "Times New Roman"'>&n=
bsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DEN-US style=3D'mso-ansi-languag=
e:EN-US;
mso-fareast-language:EN-US'>RO3. To ensure that the dataset and code are
accessible for further research, enabling reproducibility and future studie=
s in
this area. RQ3. How can the provision of an accessible dataset and code
facilitate additional investigations and ensure the reproducibility of resu=
lts
in the detection of fake news in Spanish-language contexts?<o:p></o:p></spa=
n></p>

<p class=3DMsoNormal style=3D'mso-pagination:none;text-autospace:none'><span
lang=3DEN-US style=3D'mso-ansi-language:EN-US;mso-fareast-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'mso-pagination:none;text-autospace:none'><span
lang=3DEN-US style=3D'mso-ansi-language:EN-US;mso-fareast-language:EN-US'>T=
hese
objectives and questions aim to rigorously evaluate, compare, and provide
insights into the effectiveness and capabilities of Spanish language models=
 in
detecting fake news, using the fact-checking methodologies employed by â€œE=
cuador
Chequeaâ€ and â€œEcuador Verificaâ€. This research seeks to understand the
performance of these models in accurately identifying misinformation within=
 the
Ecuadorian context and the broader Spanish-speaking communities, ensuring t=
hat
the process aligns with established fact-checking standards.<o:p></o:p></sp=
an></p>

<p class=3DMsoNormal style=3D'mso-pagination:none;text-autospace:none'><span
lang=3DEN-US style=3D'mso-ansi-language:EN-US;mso-fareast-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'mso-pagination:none;text-autospace:none'><span
lang=3DEN-US style=3D'mso-ansi-language:EN-US;mso-fareast-language:EN-US'>T=
he
article is organized as follows: Section 2 provides a comprehensive review =
of
the most significant research conducted with Spanish Language Models. Secti=
on 3
details the dataset used for training, the preprocessing techniques applied=
 to
the X posts and outlines the experimental setup. Section 4 presents the
evaluation results of the language models. Section 5 offers an in-depth
analysis of the model's performance and behavior based on the results. Fina=
lly,
Section 6 concludes with the main findings and suggestions for future resea=
rch
directions.<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DNivel2><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>Rela=
ted Work
of NLP<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>T=
he field
of Natural Language Processing (NLP) has undergone a paradigm shift in rece=
nt
years, rendering techniques previously used in many tasks obsolete. Deep
Learning (DL) techniques are currently being researched to detect and elimi=
nate
the proliferation of fake news (MartÃ­nez-Gallego, Ãlvarez-Ortiz, &amp;
Arias-LondoÃ±o, 2021).<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNoSpacing><span lang=3DEN-US style=3D'mso-ansi-language:EN-US=
'>English
Language Models<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>L=
anguage
models, which require computationally demanding hardware and unsupervised
pre-training methods with large corpora, have become a basic component in t=
he
field of natural language processing. The transformer architecture has been
utilized in a wide range of NLP tasks in recent years (Vaswani et al., 2017=
),
outperforming previous models based on recurrent neural networks.<o:p></o:p=
></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>R=
ecent NLP
innovations have predominantly been driven by large companies, with a
predominant focus on the English language due to the high costs associated =
with
developing and training such models. Many pre-trained models are available =
for
free in English, though there has been a growing effort to apply these
techniques to other languages (GutiÃ©rrez- FandiÃ±o, et al., 2021), (Vaca
Serrano, et al., 2022) and (Agerri &amp; Agirre, 2022).<o:p></o:p></span></=
p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNoSpacing><span lang=3DEN-US style=3D'mso-ansi-language:EN-US=
'>Spanish
Language Models\<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>D=
espite
being the second most spoken language in the world, Spanish lacks significa=
nt
linguistic models. However, more models in this language have been released=
 in
recent years. Unfortunately, they are not as effective as the models in Eng=
lish
due to the lack of Spanish corpora of the same quality and volume used by
English models; they also have significant costs, ranging into the hundreds=
 of
thousands of dollars and are accessible only to large multinational
corporations. <o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>I=
n addition
to language, the task domain is another critical factor that degrades the
performance of these types of models. The more different the target domain
compared to the source domain, the more noticeable the degradation. This is
particularly true for the X domain, where users typically communicate with =
each
other in an informal manner and using social media slang.<o:p></o:p></span>=
</p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>M=
any models
on X have been trained in various languages for user-generated text. Howeve=
r,
pre-trained models for user-generated text in Spanish are either not availa=
ble
or hard to find in popular model repositories, such as Hugging Face's model=
 hub
(PÃ©rez et al., 2022).<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DNivel2><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>Span=
ish
pre-trained model<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>T=
he use of
pre-trained models for Spanish text has seen significant advancements in the
last years.<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNoSpacing><span lang=3DEN-US style=3D'mso-ansi-language:EN-US=
'>BETO<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>I=
t is a
version of BERT trained on an extensive Spanish text corpus, marking the fi=
rst
pre-trained model for the Spanish language (CaÃ±ete, et al., 2023). Created=
 in
late 2019 by researchers from the University of Chile, the model was traine=
d on
a collection of corpora including Wikipedia and the OPUS Spanish corpus
(Tiedemann &amp; Thottingal, 2020), and was later evaluated on the GLUES
dataset, comparing favorably to the multilingual BERT. With approximately 1=
10
million parameters, the model is of similar size to a BERT Base.<o:p></o:p>=
</span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNoSpacing><span lang=3DEN-US style=3D'mso-ansi-language:EN-US=
'>TWil-BERT<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>T=
his
language model, named TWil-BERT, is a specialization of BERT for the Spanish
language and the X domain. This specialization involves training a BERT mod=
el
from scratch to obtain coherent and contextualized embeddings of X posts in
Spanish (GonzÃ¡lez, Hurtado, &amp; Pla, 2021).<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNoSpacing><span lang=3DEN-US style=3D'mso-ansi-language:EN-US=
'>MarIA<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>I=
t is a
family of Spanish language models providing public resources for both the
industry and the scientific community. MarIA currently includes Spanish
language models RoBERTa-base, RoBERTa-large, GPT2, and GPT2-large, which ca=
n be
considered the largest and best models for Spanish. The models were pre-tra=
ined
on a massive 570GB corpus of clean, deduplicated texts, consisting of 135
billion words from the Spanish Web Archive compiled by the National Library=
 of
Spain between 2009 and 2019 (GutiÃ©rrez-FandiÃ±o, et al., 2021).<o:p></o:p>=
</span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNoSpacing><span lang=3DEN-US style=3D'mso-ansi-language:EN-US=
'>RoBERTuito<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>T=
his
language model is a specialization of BERT for both the Spanish language and
the X domain, named TWil-BERT. This specialization consists of training a B=
ERT
model from scratch to obtain coherent and contextualized embeddings of X po=
sts
in Spanish (PÃ©rez, Furman, Alonso Alemany, &amp; Luque, 2021).<o:p></o:p><=
/span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNoSpacing><span lang=3DEN-US style=3D'mso-ansi-language:EN-US=
'>RigoBERTa<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>I=
t is a
state-of-the-art language model for Spanish developed by the Institute of
Knowledge Engineering (IIC) capable of adapting to different language domai=
ns
(legal, health, etc.) to enhance Natural Language Processing (NLP) applicat=
ions
in specific fields. RigoBERTa is trained on a well-curated corpus formed fr=
om
different sub corpora with key characteristics. It follows the DeBERTa
architecture, which has several advantages over other similar-sized
architectures like BERT or RoBERTa. (Vaca Serrano, et al., 2022).<o:p></o:p=
></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNoSpacing><span lang=3DEN-US style=3D'mso-ansi-language:EN-US=
'>BERTuit<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>T=
he largest
transformer proposed to date for the Spanish language, BERTuit, has been
pre-trained on a large dataset of 230 million Spanish X posts using the RoB=
ERTa
optimization. <o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>T=
he
proposed resource enables the identification of fake news propagators on X =
and
the detection of such users. It can be used in applications focused on this
social network that aim to combat the spread of misinformation. (Huertas-Ta=
to,
MartÃ­n, &amp; Camacho, 2022).<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNoSpacing><span lang=3DEN-US style=3D'mso-ansi-language:EN-US=
'>BERTin<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>I=
t is a
model produced during the Flax/Jax Community Week. The BERTIN model is a
RoBERTa-large with 24 layers, 16 heads, 1024 hidden units, and 355M paramet=
ers.
It was trained from scratch on the Spanish portion of the mC4 dataset. (De =
la
Rosa, et al., 2022).<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DNivel2><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>Pret=
rained
Generalist Models vs. Domain-Specific Models<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>D=
omain-specific
models like MarIA and BERTuit offer several key advantages over pretrained
generalist models such as BERT or GPT-3. (Ding et al. 2023; Huertas-Tato,
Martin, y Camacho 2022; Martinez-Rico, Araujo, and Martinez-Romo 2024; Sark=
er
2021, 2022; Sellami, Sadat, and Beluith 2018).<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoListParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
0cm;margin-left:53.85pt;margin-bottom:.0001pt;text-indent:-17.85pt;mso-list:
l44 level1 lfo60'><![if !supportLists]><span lang=3DEN-US style=3D'font-fam=
ily:
Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;mso-ansi-=
language:
EN-US'><span style=3D'mso-list:Ignore'>Â·<span style=3D'font:7.0pt "Times N=
ew Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DEN-US style=3D'mso-ansi-languag=
e:EN-US'>Domain-Specific
Context and Vocabulary. These models capture the nuanced and specialized
vocabulary inherent to a specific domain, enabling them to learn the precise
usage and meaning of terms and phrases. For instance, MarIA is tailored to =
the
Spanish language, having been trained on a wide range of texts including
Spanish Wikipedia, news articles, and diverse documents. At the same time,
BERTuit is specialized in the informal, condensed language typical of Spani=
sh X
posts. In contrast, generalist models often lack this level of detail,
resulting in less accuracy when dealing with domain-specific terminology.<o=
:p></o:p></span></p>

<p class=3DMsoListParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
0cm;margin-left:53.85pt;margin-bottom:.0001pt;text-indent:-17.85pt;mso-list:
l44 level1 lfo60'><![if !supportLists]><span lang=3DEN-US style=3D'font-fam=
ily:
Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;mso-ansi-=
language:
EN-US'><span style=3D'mso-list:Ignore'>Â·<span style=3D'font:7.0pt "Times N=
ew Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DEN-US style=3D'mso-ansi-languag=
e:EN-US'>Enhanced
Semantic Understanding. Domain-specific models demonstrate superior semantic
comprehension, especially when handling ambiguous terms or specialized jarg=
on.
This reduces the likelihood of misinterpretation and increases accuracy when
dealing with polysemous words or technical expressions, making them
particularly effective in contexts such as legal, medical, or technical tex=
ts.<o:p></o:p></span></p>

<p class=3DMsoListParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
0cm;margin-left:53.85pt;margin-bottom:.0001pt;text-indent:-17.85pt;mso-list:
l44 level1 lfo60'><![if !supportLists]><span lang=3DEN-US style=3D'font-fam=
ily:
Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;mso-ansi-=
language:
EN-US'><span style=3D'mso-list:Ignore'>Â·<span style=3D'font:7.0pt "Times N=
ew Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DEN-US style=3D'mso-ansi-languag=
e:EN-US'>Adaptation
to Language Styles and Structures. Models like MarIA and BERTuit are better
equipped to adapt to distinct communication styles and syntactic structures.
For example, BERTuit is adept at understanding the informal, often fragment=
ed
language used on social media platforms, whereas MarIA is more proficient w=
ith
the formal structure found in scientific articles or technical reports.
Generalist models, on the other hand, often struggle with these stylistic
variations, leading to less precise interpretations.<o:p></o:p></span></p>

<p class=3DMsoListParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
0cm;margin-left:53.85pt;margin-bottom:.0001pt;text-indent:-17.85pt;mso-list:
l44 level1 lfo60'><![if !supportLists]><span lang=3DEN-US style=3D'font-fam=
ily:
Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;mso-ansi-=
language:
EN-US'><span style=3D'mso-list:Ignore'>Â·<span style=3D'font:7.0pt "Times N=
ew Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DEN-US style=3D'mso-ansi-languag=
e:EN-US'>Noise
Reduction in Learning. By focusing exclusively on texts relevant to their
domain, these models avoid learning unnecessary patterns, resulting in more
efficient and targeted learning. This minimizes the noise often encountered=
 in
training generalist models, which are exposed to a wider range of irrelevant
data, thereby enhancing the overall performance and accuracy of domain-spec=
ific
models.<o:p></o:p></span></p>

<p class=3DMsoListParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
0cm;margin-left:53.85pt;margin-bottom:.0001pt;text-indent:-17.85pt;mso-list:
l44 level1 lfo60'><![if !supportLists]><span lang=3DEN-US style=3D'font-fam=
ily:
Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;mso-ansi-=
language:
EN-US'><span style=3D'mso-list:Ignore'>Â·<span style=3D'font:7.0pt "Times N=
ew Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DEN-US style=3D'mso-ansi-languag=
e:EN-US'>Effective
Knowledge Transfer within the Domain. Domain-specific models effectively
leverage and transfer knowledge across the primary domain and its sub- doma=
ins.
For example, a model trained on medical language can quickly adapt to
specialized fields like cardiology or neurology, utilizing the foundational
knowledge to enhance its performance in these subdomains.<o:p></o:p></span>=
</p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>D=
omain-specific
models such as MarIA and BERTuit are highly advantageous in scenarios that
require nuanced understanding and precision, particularly in tasks such as
sentiment analysis, fact-checking, or the detection of fake news. They
outperform generalist models by delivering more accurate and contextually
relevant results in applications that demand a deep understanding of langua=
ge
within specific domains. <o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DNivel2><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>Size=
 and
Specificity of the Training Corpus in Domain-Specific Models<o:p></o:p></sp=
an></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>T=
he size
and specificity of the training corpus are crucial factors that impact the
effectiveness of Spanish NLP models like MarIA and BERTuit in detecting fake
news.<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal><i><span lang=3DEN-US style=3D'mso-ansi-language:EN-US=
'>Larger
training corpora</span></i><span lang=3DEN-US style=3D'mso-ansi-language:EN=
-US'>.
Allow models to capture a wider range of linguistic patterns, improving the=
ir
ability to generalize and accurately detect fake news, especially on dynamic
platforms like X.<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal><i><span lang=3DEN-US style=3D'mso-ansi-language:EN-US=
'>Domain-specific
corpora</span></i><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>. En=
hance
precision by training models on the particular vocabulary, context, and
patterns of a specific domain (e.g., politics or health), making them more
effective in identifying misinformation in those areas.<o:p></o:p></span></=
p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>R=
esearch
supports that models trained on large, domain-specific data achieve superior
performance in fake news detection (PeÃ±a et al. 2023). This approach maxim=
izes
accuracy and allows models to handle diverse misinformation more effectivel=
y.
(Garrido-MuÃ±oz, MartÃ­nez- Santiago, and Montejo-RÃ¡ez 2023)<o:p></o:p></s=
pan></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DNivel2><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>Adva=
ntages and
Disadvantages of Preprocessing and Fine-Tuning in NLP for Social Media Anal=
ysis<o:p></o:p></span></p>

<p class=3DMsoNoSpacing><span lang=3DEN-US style=3D'mso-ansi-language:EN-US=
'>Advantages<o:p></o:p></span></p>

<p class=3DMsoListParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
0cm;margin-left:53.85pt;margin-bottom:.0001pt;text-indent:-17.85pt;mso-list:
l27 level1 lfo62'><![if !supportLists]><span lang=3DEN-US style=3D'font-fam=
ily:
Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;mso-ansi-=
language:
EN-US'><span style=3D'mso-list:Ignore'>Â·<span style=3D'font:7.0pt "Times N=
ew Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DEN-US style=3D'mso-ansi-languag=
e:EN-US'>Better
Handling of Informal Language: Fine-tuning models like BERTuit allows them =
to
capture the nuances of social media language, improving accuracy in text
analysis. (PeÃ±a et al. 2023)<o:p></o:p></span></p>

<p class=3DMsoListParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
0cm;margin-left:53.85pt;margin-bottom:.0001pt;text-indent:-17.85pt;mso-list:
l27 level1 lfo62'><![if !supportLists]><span lang=3DEN-US style=3D'font-fam=
ily:
Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;mso-ansi-=
language:
EN-US'><span style=3D'mso-list:Ignore'>Â·<span style=3D'font:7.0pt "Times N=
ew Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DEN-US style=3D'mso-ansi-languag=
e:EN-US'>Adaptation
to Specific Domains: Models like MarIA perform better when fine-tuned with
domain-specific data, making them more effective in detecting fake news in
targeted contexts. (PeÃ±a et al. 2023)<o:p></o:p></span></p>

<p class=3DMsoListParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
0cm;margin-left:53.85pt;margin-bottom:.0001pt;text-indent:-17.85pt;mso-list:
l27 level1 lfo62'><![if !supportLists]><span lang=3DEN-US style=3D'font-fam=
ily:
Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;mso-ansi-=
language:
EN-US'><span style=3D'mso-list:Ignore'>Â·<span style=3D'font:7.0pt "Times N=
ew Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DEN-US style=3D'mso-ansi-languag=
e:EN-US'>Efficiency:
Preprocessing reduces noise and saves computational resources, enhancing the
training process for large datasets. (Garrido-MuÃ±oz, MartÃ­nez- Santiago, =
and
Montejo-RÃ¡ez 2023)<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNoSpacing><span lang=3DEN-US style=3D'mso-ansi-language:EN-US=
'>Disadvantages<o:p></o:p></span></p>

<p class=3DMsoListParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
0cm;margin-left:53.85pt;margin-bottom:.0001pt;text-indent:-17.85pt;mso-list:
l5 level1 lfo64'><![if !supportLists]><span lang=3DEN-US style=3D'font-fami=
ly:Symbol;
mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;mso-ansi-languag=
e:
EN-US'><span style=3D'mso-list:Ignore'>Â·<span style=3D'font:7.0pt "Times N=
ew Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DEN-US style=3D'mso-ansi-languag=
e:EN-US'>Loss
of Important Information: Overly aggressive preprocessing can remove crucial
context, such as emojis, affecting sentiment analysis. (Garrido-MuÃ±oz,
MartÃ­nez- Santiago, and Montejo-RÃ¡ez 2023)<o:p></o:p></span></p>

<p class=3DMsoListParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
0cm;margin-left:53.85pt;margin-bottom:.0001pt;text-indent:-17.85pt;mso-list:
l5 level1 lfo64'><![if !supportLists]><span lang=3DEN-US style=3D'font-fami=
ly:Symbol;
mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;mso-ansi-languag=
e:
EN-US'><span style=3D'mso-list:Ignore'>Â·<span style=3D'font:7.0pt "Times N=
ew Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DEN-US style=3D'mso-ansi-languag=
e:EN-US'>Risk
of Bias: Fine-tuning can amplify biases present in the training data, leadi=
ng
to skewed results. (Garrido-MuÃ±oz, MartÃ­nez-Santiago, and Montejo-RÃ¡ez 2=
023)<o:p></o:p></span></p>

<p class=3DMsoListParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
0cm;margin-left:53.85pt;margin-bottom:.0001pt;text-indent:-17.85pt;mso-list:
l5 level1 lfo64'><![if !supportLists]><span lang=3DEN-US style=3D'font-fami=
ly:Symbol;
mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;mso-ansi-languag=
e:
EN-US'><span style=3D'mso-list:Ignore'>Â·<span style=3D'font:7.0pt "Times N=
ew Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DEN-US style=3D'mso-ansi-languag=
e:EN-US'>Complexity:
Fine-tuning requires high-quality data and expertise, making it more
challenging to implement.<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>P=
reprocessing
and fine-tuning techniques offer clear advantages in adapting NLP models to=
 the
unique and often complex language used on social media, making them
particularly effective for tasks such as fake news detection in Spanish. Mo=
dels
like MarIA and BERTuit benefit from these techniques by achieving greater
accuracy and domain-specific understanding. However, these methods carry the
risk of amplifying biases, losing important contextual information, and
requiring significant expertise and computational resources to implement
effectively. Striking the right balance between thorough preprocessing and
maintaining linguistic nuances is essential for ensuring that these models
remain both accurate and unbiased, providing reliable results in dynamic en=
vironments
like X.<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DNivel1><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>Mate=
rials and
Methods<o:p></o:p></span></p>

<p class=3DNivel2><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>Data=
set<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
span
style=3D'mso-spacerun:yes'>Â </span>The dataset comprises posts on X that w=
ere
verified by Ecuador Chequea @ECUADORCHEQUEA and Ecuador Verifica
@ecuadorverifica between January 1, 2020, and March 25, 2024.<o:p></o:p></s=
pan></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>T=
he Apify
platform, which extracts data from websites, is used to collect data from p=
osts
on X. Tasks are created with the required filters for execution. The
information from the X posts is downloaded in CSV format after completing t=
he
task.<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DNivel2><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>Clea=
ning and
Preprocessing<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>T=
he
cleaning and preprocessing process for the news from the @ECUADORCHEQUEA and
@ecuadorverifica accounts begins once the dataset is loaded.<o:p></o:p></sp=
an></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>T=
he
preprocessing aims to make the data easier for the algorithm to process and=
 is
an important step involving data manipulation before execution to increase
efficiency. Performance may decrease if the target domain is very different
from the domain used in pre- training.<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>T=
his is the
case with X, where users communicate informally, using typical social media
slang expressions, often with lexical-syntactic errors or adding special to=
kens
like hashtags, user mentions, and emojis. Additionally, some of the most us=
ed
NLP techniques such as Stop Words, Stemming, Tokenization, and Padding are
included.<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNoSpacing><span lang=3DEN-US style=3D'mso-ansi-language:EN-US=
'>Data
Cleaning<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>T=
he data
standardization process known as Text Normalization removed irrelevant
elements, such as links, mentions, hashtags, emojis, and punctuation marks,=
 in
addition to using a series of regular expressions to preprocess the text.<o=
:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>F=
or data
cleaning, the X posts-preprocessor library is used instead of writing the X
post- cleaning logic. The clean method performs X post cleaning by removing
URLs, mentions, reserved words (RT, FAV), hashtags, emojis, smileys, and
numbers by default unless you specify only some of the options.<o:p></o:p><=
/span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>C=
ontinuing
with the cleaning process, the text is converted to lowercase, punctuation
marks and extra spaces are removed.<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNoSpacing><span lang=3DEN-US style=3D'mso-ansi-language:EN-US=
'>Preprocessing<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>N=
ext, the
preprocessing process is carried out.<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoListParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
0cm;margin-left:53.85pt;margin-bottom:.0001pt;text-indent:-17.85pt;mso-list:
l11 level1 lfo66'><![if !supportLists]><span lang=3DEN-US style=3D'font-fam=
ily:
Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;mso-ansi-=
language:
EN-US'><span style=3D'mso-list:Ignore'>Â·<span style=3D'font:7.0pt "Times N=
ew Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DEN-US style=3D'mso-ansi-languag=
e:EN-US'>Tokenization
begins using TweetTokenizer, which is a specialized tokenizer designed to
handle X posts and other social media texts.<o:p></o:p></span></p>

<p class=3DMsoListParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
0cm;margin-left:53.85pt;margin-bottom:.0001pt;text-indent:-17.85pt;mso-list:
l11 level1 lfo66'><![if !supportLists]><span lang=3DEN-US style=3D'font-fam=
ily:
Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;mso-ansi-=
language:
EN-US'><span style=3D'mso-list:Ignore'>Â·<span style=3D'font:7.0pt "Times N=
ew Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DEN-US style=3D'mso-ansi-languag=
e:EN-US'>Stopwords
uses the NLTK library to remove empty words using the Spanish corpus.<o:p><=
/o:p></span></p>

<p class=3DMsoListParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
0cm;margin-left:53.85pt;margin-bottom:.0001pt;text-indent:-17.85pt;mso-list:
l11 level1 lfo66'><![if !supportLists]><span lang=3DEN-US style=3D'font-fam=
ily:
Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;mso-ansi-=
language:
EN-US'><span style=3D'mso-list:Ignore'>Â·<span style=3D'font:7.0pt "Times N=
ew Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DEN-US style=3D'mso-ansi-languag=
e:EN-US'>Lemmatization
uses the STANZA library. This text normalization technique aims to reduce w=
ords
to their root (lemma).<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DNivel2><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>Expe=
riments
design<o:p></o:p></span></p>

<p class=3DMsoNoSpacing><span lang=3DEN-US style=3D'mso-ansi-language:EN-US=
'>Dataset<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>T=
he Spanish
news corpus contains 1340 news items in Spanish, consisting of 580 â€œFALSO=
â€, 314
â€œCIERTOâ€, 221 â€œENGAÃ‘OSOâ€, 149 â€œIMPRECISOâ€, 26 â€œSI PEROâ€, 2=
6 â€œINVERIFICABLEâ€, 15
â€œSÃTIRAâ€ y 9 â€œINSOSTENIBLEâ€. Figure 2 shows through a chart the co=
rresponding
distribution for each news.<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoSubtitle><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'=
>Figure </span><!--[if supportFields]><span
lang=3DES-US><span style=3D'mso-element:field-begin'></span></span><span
lang=3DEN-US style=3D'mso-ansi-language:EN-US'><span
style=3D'mso-spacerun:yes'>Â </span>SEQ Figure \* ARABIC </span><span lang=
=3DES-US><span
style=3D'mso-element:field-separator'></span></span><![endif]--><span lang=
=3DEN-US
style=3D'mso-ansi-language:EN-US;mso-no-proof:yes'>2</span><!--[if supportF=
ields]><span
lang=3DES-US><span style=3D'mso-element:field-end'></span></span><![endif]-=
-><span
lang=3DEN-US style=3D'mso-ansi-language:EN-US'><o:p></o:p></span></p>

<p class=3DMsoBodyText><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'=
>Sample
distribution for Ecuador Chequea and Ecuador Verifica news classification<o=
:p></o:p></span></p>

<p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-indent:=
0cm'><span
lang=3DEN-US style=3D'mso-ansi-language:EN-US;mso-no-proof:yes'><v:shape id=
=3D"Imagen_x0020_15"
 o:spid=3D"_x0000_i1028" type=3D"#_x0000_t75" style=3D'width:274.5pt;height=
:165pt;
 visibility:visible;mso-wrap-style:square'>
 <v:imagedata src=3D"1219-RTE-36-2_archivos/image002.png" o:title=3D""/>
</v:shape></span><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><o:p>=
</o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
span
style=3D'mso-spacerun:yes'>Â </span><o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>T=
he split
of the dataset was set to a ratio of train: 80% / test: 20%. Based on the
outcomes of the initial analysis, among the techniques for balancing the
dataset, oversampling of the minority classes was chosen, which led to the =
use
of SMOTE (Synthetic Minority Over- sampling Technique). </span><!--[if supp=
ortFields]><span
lang=3DEN-US style=3D'mso-ansi-language:EN-US'><span style=3D'mso-element:f=
ield-begin'></span><span
style=3D'mso-spacerun:yes'>Â </span>REF _Ref185618076 \h <span style=3D'mso=
-element:
field-separator'></span></span><![endif]--><span lang=3DEN-US style=3D'mso-=
ansi-language:
EN-US'>Table <span style=3D'mso-no-proof:yes'>1</span><!--[if gte mso 9]><x=
ml>
 <w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F005200=
650066003100380035003600310038003000370036000000</w:data>
</xml><![endif]--></span><!--[if supportFields]><span lang=3DEN-US
style=3D'mso-ansi-language:EN-US'><span style=3D'mso-element:field-end'></s=
pan></span><![endif]--><span
lang=3DEN-US style=3D'mso-ansi-language:EN-US'> shows the values after bala=
ncing
the dataset.<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoSubtitle><a name=3D"_Ref185618076"><span lang=3DEN-US style=
=3D'mso-ansi-language:
EN-US'>Table </span></a><!--[if supportFields]><span style=3D'mso-bookmark:=
_Ref185618076'></span><span
style=3D'mso-element:field-begin'></span><span style=3D'mso-bookmark:_Ref18=
5618076'><span
lang=3DEN-US style=3D'mso-ansi-language:EN-US'><span
style=3D'mso-spacerun:yes'>Â </span>SEQ Table \* ARABIC </span><span lang=
=3DES-US><span
style=3D'mso-element:field-separator'></span></span></span><![endif]--><span
style=3D'mso-bookmark:_Ref185618076'></span><span style=3D'mso-bookmark:_Re=
f185618076'><span
lang=3DEN-US style=3D'mso-ansi-language:EN-US;mso-no-proof:yes'>1</span></s=
pan><!--[if supportFields]><span
style=3D'mso-bookmark:_Ref185618076'></span><span style=3D'mso-element:fiel=
d-end'></span><![endif]--><span
style=3D'mso-bookmark:_Ref185618076'></span><span style=3D'mso-bookmark:_Re=
f185618076'></span><span
lang=3DEN-US style=3D'mso-ansi-language:EN-US'><o:p></o:p></span></p>

<p class=3DMsoBodyText><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'=
>Training
arguments for transformers-based models<o:p></o:p></span></p>

<table class=3DMsoNormalTable border=3D1 cellspacing=3D0 cellpadding=3D0
 style=3D'margin-left:134.05pt;border-collapse:collapse;border:none;mso-bor=
der-alt:
 solid black .5pt;mso-yfti-tbllook:480;mso-padding-alt:0cm 0cm 0cm 0cm;
 mso-border-insideh:.5pt solid black;mso-border-insidev:.5pt solid black'>
 <tr style=3D'mso-yfti-irow:0;mso-yfti-firstrow:yes;height:14.95pt'>
  <td width=3D151 style=3D'width:4.0cm;border:solid black 1.0pt;mso-border-=
alt:
  solid black .5pt;padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><b style=3D'mso-bidi-font-weight=
:normal'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;mso-ansi-lan=
guage:
  ES;mso-fareast-language:EN-US'>Classification<span style=3D'letter-spacin=
g:
  -.5pt'> </span><span style=3D'letter-spacing:-.2pt'>News</span><o:p></o:p=
></span></b></p>
  </td>
  <td width=3D107 style=3D'width:80.15pt;border:solid black 1.0pt;border-le=
ft:none;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><b style=3D'mso-bidi-font-weight=
:normal'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;mso-ansi-lan=
guage:
  ES;mso-fareast-language:EN-US'>Number<span style=3D'letter-spacing:-.2pt'=
> </span>of<span
  style=3D'letter-spacing:-.1pt'> </span><span style=3D'letter-spacing:-.2p=
t'>News</span><o:p></o:p></span></b></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:1;height:15.1pt'>
  <td width=3D151 style=3D'width:4.0cm;border:solid black 1.0pt;border-top:=
none;
  mso-border-top-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.1pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span lang=3DES style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>FALSO</span><span lang=3DES style=3D'font-siz=
e:8.0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></p>
  </td>
  <td width=3D107 style=3D'width:80.15pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.1pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span lang=3DES style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.25pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>580</span><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:2;height:14.95pt'>
  <td width=3D151 style=3D'width:4.0cm;border:solid black 1.0pt;border-top:=
none;
  mso-border-top-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span lang=3DES style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>CIERTO</span><span lang=3DES style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></p>
  </td>
  <td width=3D107 style=3D'width:80.15pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span lang=3DES style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.25pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>580</span><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:3;height:14.95pt'>
  <td width=3D151 style=3D'width:4.0cm;border:solid black 1.0pt;border-top:=
none;
  mso-border-top-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span lang=3DES style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>ENGAÃ‘OSO</span><span lang=3DES style=3D'font=
-size:
  8.0pt;mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:
  EN-US'><o:p></o:p></span></p>
  </td>
  <td width=3D107 style=3D'width:80.15pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span lang=3DES style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.25pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>580</span><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:4;height:14.95pt'>
  <td width=3D151 style=3D'width:4.0cm;border:solid black 1.0pt;border-top:=
none;
  mso-border-top-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span lang=3DES style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>IMPRECISO</span><span lang=3DES style=3D'font=
-size:
  8.0pt;mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:
  EN-US'><o:p></o:p></span></p>
  </td>
  <td width=3D107 style=3D'width:80.15pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span lang=3DES style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.25pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>580</span><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:5;height:14.95pt'>
  <td width=3D151 style=3D'width:4.0cm;border:solid black 1.0pt;border-top:=
none;
  mso-border-top-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span lang=3DES style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'>SI<span
  style=3D'letter-spacing:-.2pt'> PERO</span><o:p></o:p></span></p>
  </td>
  <td width=3D107 style=3D'width:80.15pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span lang=3DES style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.25pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>580</span><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:6;height:14.95pt'>
  <td width=3D151 style=3D'width:4.0cm;border:solid black 1.0pt;border-top:=
none;
  mso-border-top-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span lang=3DES style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>INVERIFICABLE</span><span lang=3DES
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'><o:p></o:p></span></p>
  </td>
  <td width=3D107 style=3D'width:80.15pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span lang=3DES style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.25pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>580</span><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:7;height:15.1pt'>
  <td width=3D151 style=3D'width:4.0cm;border:solid black 1.0pt;border-top:=
none;
  mso-border-top-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.1pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span lang=3DES style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>SÃTIRA</span><span lang=3DES style=3D'font-s=
ize:8.0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></p>
  </td>
  <td width=3D107 style=3D'width:80.15pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.1pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span lang=3DES style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.25pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>580</span><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:8;height:14.95pt'>
  <td width=3D151 style=3D'width:4.0cm;border:solid black 1.0pt;border-top:=
none;
  mso-border-top-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span lang=3DES style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>INSOSTENIBLE</span><span lang=3DES
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'><o:p></o:p></span></p>
  </td>
  <td width=3D107 style=3D'width:80.15pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span lang=3DES style=3D'font-si=
ze:8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.25pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>580</span><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:9;mso-yfti-lastrow:yes;height:14.95pt'>
  <td width=3D151 style=3D'width:4.0cm;border:solid black 1.0pt;border-top:=
none;
  mso-border-top-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><b style=3D'mso-bidi-font-weight=
:normal'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>Total</span></b><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></b></p>
  </td>
  <td width=3D107 style=3D'width:80.15pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><b style=3D'mso-bidi-font-weight=
:normal'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.2pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>4640</span></b><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></b></p>
  </td>
 </tr>
</table>

<p class=3DMsoNoSpacing><span style=3D'mso-ansi-language:ES-MX'>Experiment =
setup<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>F=
ine-tuning
a pre-trained model and adjusting TrainingArguments are crucial steps in a
machine learning project, especially when you are working with language mod=
els
like BERT, GPT, or RoBERTa.<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>T=
rainingArguments
is a class provided by the Hugging Face's transformers library, offering a
comprehensive set of parameters for configuring the training process of mac=
hine
learning models, particularly those related to natural language processing
(NLP). The most frequent values are explained below:<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoListParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
0cm;margin-left:53.85pt;margin-bottom:.0001pt;text-indent:-17.85pt;mso-list:
l3 level1 lfo67'><![if !supportLists]><span lang=3DEN-US style=3D'font-fami=
ly:Symbol;
mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;mso-ansi-languag=
e:
EN-US'><span style=3D'mso-list:Ignore'>Â·<span style=3D'font:7.0pt "Times N=
ew Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DEN-US style=3D'mso-ansi-languag=
e:EN-US'>output_dir:
Specifies the directory where the model checkpoints and training outputs wi=
ll
be saved. This is essential for model persistence and later evaluation or u=
se.<o:p></o:p></span></p>

<p class=3DMsoListParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
0cm;margin-left:53.85pt;margin-bottom:.0001pt;text-indent:-17.85pt;mso-list:
l3 level1 lfo67'><![if !supportLists]><span lang=3DEN-US style=3D'font-fami=
ly:Symbol;
mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;mso-ansi-languag=
e:
EN-US'><span style=3D'mso-list:Ignore'>Â·<span style=3D'font:7.0pt "Times N=
ew Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DEN-US style=3D'mso-ansi-languag=
e:EN-US'>per_device_train_batch_size:
Determines the batch size for training on each device (GPU/CPU). Smaller ba=
tch
sizes require less memory but can lead to longer training times and potenti=
ally
more noise during the training process.<o:p></o:p></span></p>

<p class=3DMsoListParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
0cm;margin-left:53.85pt;margin-bottom:.0001pt;text-indent:-17.85pt;mso-list:
l3 level1 lfo67'><![if !supportLists]><span lang=3DEN-US style=3D'font-fami=
ly:Symbol;
mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;mso-ansi-languag=
e:
EN-US'><span style=3D'mso-list:Ignore'>Â·<span style=3D'font:7.0pt "Times N=
ew Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DEN-US style=3D'mso-ansi-languag=
e:EN-US'>per_device_eval_batch_size:
Sets the batch size for evaluation on each device. This is similar to
per_device_train_batch_size but used during the model evaluation phase.<o:p=
></o:p></span></p>

<p class=3DMsoListParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
0cm;margin-left:53.85pt;margin-bottom:.0001pt;text-indent:-17.85pt;mso-list:
l3 level1 lfo67'><![if !supportLists]><span lang=3DEN-US style=3D'font-fami=
ly:Symbol;
mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;mso-ansi-languag=
e:
EN-US'><span style=3D'mso-list:Ignore'>Â·<span style=3D'font:7.0pt "Times N=
ew Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DEN-US style=3D'mso-ansi-languag=
e:EN-US'>num_train_epochs:
Defines the total number of training epochs. An epoch represents one comple=
te
pass through the entire training dataset. Adjusting the number of epochs can
affect the model's performance and training time.<o:p></o:p></span></p>

<p class=3DMsoListParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
0cm;margin-left:53.85pt;margin-bottom:.0001pt;text-indent:-17.85pt;mso-list:
l3 level1 lfo67'><![if !supportLists]><span lang=3DEN-US style=3D'font-fami=
ly:Symbol;
mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;mso-ansi-languag=
e:
EN-US'><span style=3D'mso-list:Ignore'>Â·<span style=3D'font:7.0pt "Times N=
ew Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DEN-US style=3D'mso-ansi-languag=
e:EN-US'>warmup_steps:
The number of steps to increase the learning rate from 0 to the initial
learning rate set via learning_rate. This can help improve model performance
and stability in the initial phase of training.<o:p></o:p></span></p>

<p class=3DMsoListParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
0cm;margin-left:53.85pt;margin-bottom:.0001pt;text-indent:-17.85pt;mso-list:
l3 level1 lfo67'><![if !supportLists]><span lang=3DEN-US style=3D'font-fami=
ly:Symbol;
mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;mso-ansi-languag=
e:
EN-US'><span style=3D'mso-list:Ignore'>Â·<span style=3D'font:7.0pt "Times N=
ew Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DEN-US style=3D'mso-ansi-languag=
e:EN-US'>weight_decay:
A regularization parameter to prevent overfitting by applying penalties on
large weights during optimization. Adjusting this can help improve the
generalization of the model.<o:p></o:p></span></p>

<p class=3DMsoListParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
0cm;margin-left:53.85pt;margin-bottom:.0001pt;text-indent:-17.85pt;mso-list:
l3 level1 lfo67'><![if !supportLists]><span lang=3DEN-US style=3D'font-fami=
ly:Symbol;
mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;mso-ansi-languag=
e:
EN-US'><span style=3D'mso-list:Ignore'>Â·<span style=3D'font:7.0pt "Times N=
ew Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DEN-US style=3D'mso-ansi-languag=
e:EN-US'>learning_rate:
The initial learning rate for the optimizer. The choice of learning rate can
significantly impact model performance and convergence speed.<o:p></o:p></s=
pan></p>

<p class=3DMsoListParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
0cm;margin-left:53.85pt;margin-bottom:.0001pt;text-indent:-17.85pt;mso-list:
l3 level1 lfo67'><![if !supportLists]><span lang=3DEN-US style=3D'font-fami=
ly:Symbol;
mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;mso-ansi-languag=
e:
EN-US'><span style=3D'mso-list:Ignore'>Â·<span style=3D'font:7.0pt "Times N=
ew Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DEN-US style=3D'mso-ansi-languag=
e:EN-US'>evaluation
strategy: Determines when the model evaluation should occur. Options include
&quot;no&quot; (no evaluation), &quot;steps&quot; (after a set number of
training steps), and &quot;epoch&quot; (after each training epoch).<o:p></o=
:p></span></p>

<p class=3DMsoListParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
0cm;margin-left:53.85pt;margin-bottom:.0001pt;text-indent:-17.85pt;mso-list:
l3 level1 lfo67'><![if !supportLists]><span lang=3DEN-US style=3D'font-fami=
ly:Symbol;
mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;mso-ansi-languag=
e:
EN-US'><span style=3D'mso-list:Ignore'>Â·<span style=3D'font:7.0pt "Times N=
ew Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DEN-US style=3D'mso-ansi-languag=
e:EN-US'>save_strategy:
Similar to evaluation_strategy, but for saving model checkpoints. This can =
be
set to &quot;no&quot;, &quot;steps&quot;, or &quot;epoch&quot;.<o:p></o:p><=
/span></p>

<p class=3DMsoListParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
0cm;margin-left:53.85pt;margin-bottom:.0001pt;text-indent:-17.85pt;mso-list:
l3 level1 lfo67'><![if !supportLists]><span lang=3DEN-US style=3D'font-fami=
ly:Symbol;
mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;mso-ansi-languag=
e:
EN-US'><span style=3D'mso-list:Ignore'>Â·<span style=3D'font:7.0pt "Times N=
ew Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DEN-US style=3D'mso-ansi-languag=
e:EN-US'>logging_dir:
Directory where the training logs will be stored. Useful for monitoring the
training process through tools like TensorBoard.<o:p></o:p></span></p>

<p class=3DMsoListParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
0cm;margin-left:53.85pt;margin-bottom:.0001pt;text-indent:-17.85pt;mso-list:
l3 level1 lfo67'><![if !supportLists]><span lang=3DEN-US style=3D'font-fami=
ly:Symbol;
mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;mso-ansi-languag=
e:
EN-US'><span style=3D'mso-list:Ignore'>Â·<span style=3D'font:7.0pt "Times N=
ew Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DEN-US style=3D'mso-ansi-languag=
e:EN-US'>logging_steps
is a parameter within TrainingArguments that specifies the frequency at whi=
ch
training, and evaluation metrics are logged. This parameter is particularly
useful for monitoring the model's performance and the training process in
real-time or through logging frameworks like TensorBoard.<o:p></o:p></span>=
</p>

<p class=3DMsoListParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
0cm;margin-left:53.85pt;margin-bottom:.0001pt;text-indent:-17.85pt;mso-list:
l3 level1 lfo67'><![if !supportLists]><span lang=3DEN-US style=3D'font-fami=
ly:Symbol;
mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;mso-ansi-languag=
e:
EN-US'><span style=3D'mso-list:Ignore'>Â·<span style=3D'font:7.0pt "Times N=
ew Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DEN-US style=3D'mso-ansi-languag=
e:EN-US'>load_best_model_at_end:
Whether to load the model checkpoint with the highest evaluation metric or =
the
final model at the end of training. Useful for automatically selecting the =
best
model.<o:p></o:p></span></p>

<p class=3DMsoListParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
0cm;margin-left:53.85pt;margin-bottom:.0001pt;text-indent:-17.85pt;mso-list:
l3 level1 lfo67'><![if !supportLists]><span lang=3DEN-US style=3D'font-fami=
ly:Symbol;
mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;mso-ansi-languag=
e:
EN-US'><span style=3D'mso-list:Ignore'>Â·<span style=3D'font:7.0pt "Times N=
ew Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DEN-US style=3D'mso-ansi-languag=
e:EN-US'>metric_for_best_model:
Specifies the metric to use when load_best_model_at_end is True. The model =
with
the best value of this metric will be loaded at the end.<o:p></o:p></span><=
/p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>T=
he </span><!--[if supportFields]><span
lang=3DEN-US style=3D'mso-ansi-language:EN-US'><span style=3D'mso-element:f=
ield-begin'></span><span
style=3D'mso-spacerun:yes'>Â </span>REF _Ref185618323 \h <span style=3D'mso=
-element:
field-separator'></span></span><![endif]--><span lang=3DEN-US style=3D'mso-=
ansi-language:
EN-US'>Table <span style=3D'mso-no-proof:yes'>2</span><!--[if gte mso 9]><x=
ml>
 <w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F005200=
650066003100380035003600310038003300320033000000</w:data>
</xml><![endif]--></span><!--[if supportFields]><span lang=3DEN-US
style=3D'mso-ansi-language:EN-US'><span style=3D'mso-element:field-end'></s=
pan></span><![endif]--><span
lang=3DEN-US style=3D'mso-ansi-language:EN-US'> shows the parameterized val=
ues in
TrainingArguments for Fine-tuning a pre-trained model.<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DMsoSubtitle><a name=3D"_Ref185618323"><span lang=3DEN-US style=
=3D'mso-ansi-language:
EN-US'>Table </span></a><!--[if supportFields]><span style=3D'mso-bookmark:=
_Ref185618323'></span><span
style=3D'mso-element:field-begin'></span><span style=3D'mso-bookmark:_Ref18=
5618323'><span
lang=3DEN-US style=3D'mso-ansi-language:EN-US'><span
style=3D'mso-spacerun:yes'>Â </span>SEQ Table \* ARABIC </span><span lang=
=3DES-US><span
style=3D'mso-element:field-separator'></span></span></span><![endif]--><span
style=3D'mso-bookmark:_Ref185618323'></span><span style=3D'mso-bookmark:_Re=
f185618323'><span
lang=3DEN-US style=3D'mso-ansi-language:EN-US;mso-no-proof:yes'>2</span></s=
pan><!--[if supportFields]><span
style=3D'mso-bookmark:_Ref185618323'></span><span style=3D'mso-element:fiel=
d-end'></span><![endif]--><span
style=3D'mso-bookmark:_Ref185618323'></span><span style=3D'mso-bookmark:_Re=
f185618323'></span><span
lang=3DEN-US style=3D'mso-ansi-language:EN-US'><o:p></o:p></span></p>

<p class=3DMsoBodyText><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'=
>Training
arguments for transformers-based models<o:p></o:p></span></p>

<div align=3Dcenter>

<table class=3DMsoNormalTable border=3D1 cellspacing=3D0 cellpadding=3D0
 style=3D'border-collapse:collapse;border:none;mso-border-alt:solid black .=
5pt;
 mso-yfti-tbllook:480;mso-padding-alt:0cm 0cm 0cm 0cm;mso-border-insideh:.5=
pt solid black;
 mso-border-insidev:.5pt solid black'>
 <tr style=3D'mso-yfti-irow:0;mso-yfti-firstrow:yes;height:1.0cm'>
  <td width=3D88 style=3D'width:66.05pt;border:solid black 1.0pt;mso-border=
-alt:
  solid black .5pt;padding:0cm 0cm 0cm 0cm;height:1.0cm'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span lang=3DES style=3D'font-si=
ze:8.0pt;
  letter-spacing:-.2pt;mso-ansi-language:ES;mso-fareast-language:EN-US'>Mod=
el</span><span
  lang=3DES style=3D'font-size:8.0pt;mso-ansi-language:ES;mso-fareast-langu=
age:
  EN-US'><o:p></o:p></span></p>
  </td>
  <td width=3D404 style=3D'width:303.2pt;border:solid black 1.0pt;border-le=
ft:none;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:1.0cm'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span lang=3DES style=3D'font-si=
ze:8.0pt;
  letter-spacing:-.1pt;mso-ansi-language:ES;mso-fareast-language:EN-US'>Tra=
ining<o:p></o:p></span></p>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span lang=3DES style=3D'font-si=
ze:8.0pt;
  letter-spacing:-.1pt;mso-ansi-language:ES;mso-fareast-language:EN-US'>arg=
uments</span><span
  lang=3DES style=3D'font-size:8.0pt;mso-ansi-language:ES;mso-fareast-langu=
age:
  EN-US'><o:p></o:p></span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:1;height:53.85pt'>
  <td width=3D88 style=3D'width:66.05pt;border:solid black 1.0pt;border-top=
:none;
  mso-border-top-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:53.85pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span lang=3DES style=3D'font-si=
ze:8.0pt;
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O<a
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""><span
  class=3DMsoFootnoteReference><span style=3D'mso-special-character:footnot=
e'><![if !supportFootnotes]><span
  class=3DMsoFootnoteReference><span lang=3DES style=3D'font-size:8.0pt;fon=
t-family:
  "Times New Roman",serif;mso-fareast-font-family:"Times New Roman";letter-=
spacing:
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  lang=3DES style=3D'font-size:8.0pt;mso-ansi-language:ES;mso-fareast-langu=
age:
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  </td>
  <td width=3D404 style=3D'width:303.2pt;border-top:none;border-left:none;
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-top-alt:
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d black .5pt;
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t:0cm;
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-size:
  8.0pt;mso-ansi-language:EN-US;mso-fareast-language:EN-US'>output_dir=3D'.=
/results',
  per_device_train_batch_size=3D16, per_device_eval_batch_size=3D64,
  num_train_epochs=3D4, warmup_steps=3D500,<span style=3D'letter-spacing:-.=
65pt'> </span>weight_decay=3D0.01,<span
  style=3D'letter-spacing:-.6pt'> </span>learning_rate=3D1e-5,
  evaluation_strategy=3D&quot;epoch&quot;, save_strategy=3D'epoch',<o:p></o=
:p></span></p>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span lang=3DEN-US style=3D'font=
-size:
  8.0pt;mso-ansi-language:EN-US;mso-fareast-language:EN-US'>logging_dir=3D'=
./logs',
  logging_steps=3D100, load_best_model_at_end=3DTrue,<span style=3D'letter-=
spacing:
  -.65pt'> </span>metric_for_best_model=3D&quot;accuracy&quot;<o:p></o:p></=
span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:2;height:53.85pt'>
  <td width=3D88 style=3D'width:66.05pt;border:solid black 1.0pt;border-top=
:none;
  mso-border-top-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:53.85pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span lang=3DES style=3D'font-si=
ze:8.0pt;
  letter-spacing:-.1pt;mso-ansi-language:ES;mso-fareast-language:EN-US'>Mar=
IA<a
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""><span
  class=3DMsoFootnoteReference><span style=3D'mso-special-character:footnot=
e'><![if !supportFootnotes]><span
  class=3DMsoFootnoteReference><span lang=3DES style=3D'font-size:8.0pt;fon=
t-family:
  "Times New Roman",serif;mso-fareast-font-family:"Times New Roman";letter-=
spacing:
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  lang=3DES style=3D'font-size:8.0pt;mso-ansi-language:ES;mso-fareast-langu=
age:
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  </td>
  <td width=3D404 style=3D'width:303.2pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
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d black .5pt;
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  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
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-size:
  8.0pt;mso-ansi-language:EN-US;mso-fareast-language:EN-US'>output_dir=3D'.=
/results',
  per_device_train_batch_size=3D16, per_device_eval_batch_size=3D16,
  num_train_epochs=3D3, warmup_steps=3D500,<span style=3D'letter-spacing:-.=
65pt'> </span>weight_decay=3D0.01,<span
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:p></span></p>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span lang=3DEN-US style=3D'font=
-size:
  8.0pt;mso-ansi-language:EN-US;mso-fareast-language:EN-US'>logging_dir=3D'=
./logs',
  logging_steps=3D100, load_best_model_at_end=3DTrue,<span style=3D'letter-=
spacing:
  -.65pt'> </span>metric_for_best_model=3D&quot;accuracy&quot;<o:p></o:p></=
span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:3;height:53.85pt'>
  <td width=3D88 style=3D'width:66.05pt;border:solid black 1.0pt;border-top=
:none;
  mso-border-top-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:53.85pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span lang=3DES style=3D'font-si=
ze:8.0pt;
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ERTuito<a
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""><span
  class=3DMsoFootnoteReference><span style=3D'mso-special-character:footnot=
e'><![if !supportFootnotes]><span
  class=3DMsoFootnoteReference><span lang=3DES style=3D'font-size:8.0pt;fon=
t-family:
  "Times New Roman",serif;mso-fareast-font-family:"Times New Roman";letter-=
spacing:
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  lang=3DES style=3D'font-size:8.0pt;mso-ansi-language:ES;mso-fareast-langu=
age:
  EN-US'><o:p></o:p></span></p>
  </td>
  <td width=3D404 style=3D'width:303.2pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
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d black .5pt;
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t:0cm;
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-size:
  8.0pt;mso-ansi-language:EN-US;mso-fareast-language:EN-US'>output_dir=3D'.=
/results',
  per_device_train_batch_size=3D8, per_device_eval_batch_size=3D8,
  num_train_epochs=3D3, warmup_steps=3D500,<span style=3D'letter-spacing:-.=
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  evaluation_strategy=3D&quot;epoch&quot;, save_strategy=3D'epoch',<o:p></o=
:p></span></p>
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t:0cm;
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-size:
  8.0pt;mso-ansi-language:EN-US;mso-fareast-language:EN-US'>logging_dir=3D'=
./logs',
  logging_steps=3D100, load_best_model_at_end=3DTrue,<span style=3D'letter-=
spacing:
  -.65pt'> </span>metric_for_best_model=3D&quot;accuracy&quot;<o:p></o:p></=
span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:4;height:45.35pt'>
  <td width=3D88 style=3D'width:66.05pt;border:solid black 1.0pt;border-top=
:none;
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  padding:0cm 0cm 0cm 0cm;height:45.35pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
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ze:8.0pt;
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Tuit<a
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=3D""><span
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e'><![if !supportFootnotes]><span
  class=3DMsoFootnoteReference><span lang=3DES style=3D'font-size:8.0pt;fon=
t-family:
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spacing:
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  lang=3DES style=3D'font-size:8.0pt;mso-ansi-language:ES;mso-fareast-langu=
age:
  EN-US'><o:p></o:p></span></p>
  </td>
  <td width=3D404 style=3D'width:303.2pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
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d black .5pt;
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t:0cm;
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-size:
  8.0pt;mso-ansi-language:EN-US;mso-fareast-language:EN-US'>output_dir=3D'.=
/results',
  per_device_train_batch_size=3D8, per_device_eval_batch_size=3D8,
  warmup_steps=3D500, weight_decay=3D0.01,<span style=3D'letter-spacing:-.6=
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quot;,
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t;<o:p></o:p></span></p>
  </td>
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 <tr style=3D'mso-yfti-irow:5;mso-yfti-lastrow:yes;height:45.35pt'>
  <td width=3D88 style=3D'width:66.05pt;border:solid black 1.0pt;border-top=
:none;
  mso-border-top-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:45.35pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span lang=3DES style=3D'font-si=
ze:8.0pt;
  letter-spacing:-.1pt;mso-ansi-language:ES;mso-fareast-language:EN-US'>BER=
Tin<a
  style=3D'mso-footnote-id:ftn11' href=3D"#_ftn11" name=3D"_ftnref11" title=
=3D""><span
  class=3DMsoFootnoteReference><span style=3D'mso-special-character:footnot=
e'><![if !supportFootnotes]><span
  class=3DMsoFootnoteReference><span lang=3DES style=3D'font-size:8.0pt;fon=
t-family:
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spacing:
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  lang=3DES style=3D'font-size:8.0pt;mso-ansi-language:ES;mso-fareast-langu=
age:
  EN-US'><o:p></o:p></span></p>
  </td>
  <td width=3D404 style=3D'width:303.2pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
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d black .5pt;
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  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span lang=3DEN-US style=3D'font=
-size:
  8.0pt;mso-ansi-language:EN-US;mso-fareast-language:EN-US'>output_dir=3D'.=
/results',<span
  style=3D'letter-spacing:-.65pt'> </span>per_device_train_batch_size=3D8, =
<span
  style=3D'letter-spacing:-.1pt'>per_device_eval_batch_size=3D8,</span><o:p=
></o:p></span></p>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span lang=3DEN-US style=3D'font=
-size:
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s=3D3,
  warmup_steps=3D500, weight_decay=3D0.01, learning_rate=3D1e-5,<span
  style=3D'letter-spacing:-.65pt'> </span>evaluation_strategy=3D&quot;epoch=
&quot;,<span
  style=3D'letter-spacing:-.6pt'> </span>save_strategy=3D'epoch',
  logging_dir=3D'./logs', logging_steps=3D100,<o:p></o:p></span></p>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span lang=3DEN-US style=3D'font=
-size:
  8.0pt;letter-spacing:-.1pt;mso-ansi-language:EN-US;mso-fareast-language:E=
N-US'>load_best_model_at_end=3DTrue,</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;letter-spacing:1.7pt;mso-ansi-langu=
age:
  EN-US;mso-fareast-language:EN-US'> </span><span lang=3DEN-US style=3D'fon=
t-size:
  8.0pt;letter-spacing:-.1pt;mso-ansi-language:EN-US;mso-fareast-language:E=
N-US'>metric_for_best_model=3D&quot;accuracy&quot;</span><span
  lang=3DEN-US style=3D'font-size:8.0pt;mso-ansi-language:EN-US;mso-fareast=
-language:
  EN-US'><o:p></o:p></span></p>
  </td>
 </tr>
</table>

</div>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DNivel1><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>Resu=
lts<o:p></o:p></span></p>

<p class=3DNivel2><a name=3D"_Toc38966068"><span lang=3DEN-US style=3D'mso-=
ansi-language:
EN-US'>Model fine-tuned<o:p></o:p></span></a></p>

<p class=3DMsoNormal><span style=3D'mso-bookmark:_Toc38966068'><span lang=
=3DEN-US
style=3D'mso-ansi-language:EN-US'>According to the results, the MarIA model
outperformed the other models, achieving an Accuracy of 0.9601, indicating =
its
high efficiency in correctly classifying fake news, as shown in </span></sp=
an><!--[if supportFields]><span
style=3D'mso-bookmark:_Toc38966068'></span><span style=3D'mso-element:field=
-begin'></span><span
style=3D'mso-bookmark:_Toc38966068'><span lang=3DEN-US style=3D'mso-ansi-la=
nguage:
EN-US'><span style=3D'mso-spacerun:yes'>Â </span>REF _Ref185620200 \h <span
style=3D'mso-element:field-separator'></span></span></span><![endif]--><span
style=3D'mso-bookmark:_Toc38966068'><span lang=3DEN-US style=3D'mso-ansi-la=
nguage:
EN-US'>Table <span style=3D'mso-no-proof:yes'>7</span><!--[if gte mso 9]><x=
ml>
 <w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F005200=
650066003100380035003600320030003200300030000000</w:data>
</xml><![endif]--></span></span><!--[if supportFields]><span style=3D'mso-b=
ookmark:
_Toc38966068'></span><span style=3D'mso-element:field-end'></span><![endif]=
--><span
style=3D'mso-bookmark:_Toc38966068'><span lang=3DEN-US style=3D'mso-ansi-la=
nguage:
EN-US'>. Additionally, the metrics obtained during the training of the
remaining models are detailed in </span></span><!--[if supportFields]><span
style=3D'mso-bookmark:_Toc38966068'></span><span style=3D'mso-element:field=
-begin'></span><span
style=3D'mso-bookmark:_Toc38966068'><span lang=3DEN-US style=3D'mso-ansi-la=
nguage:
EN-US'><span style=3D'mso-spacerun:yes'>Â </span>REF _Ref185619647 \h <span
style=3D'mso-element:field-separator'></span></span></span><![endif]--><span
style=3D'mso-bookmark:_Toc38966068'><span lang=3DEN-US style=3D'mso-ansi-la=
nguage:
EN-US'>Table <span style=3D'mso-no-proof:yes'>3</span><!--[if gte mso 9]><x=
ml>
 <w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F005200=
650066003100380035003600310039003600340037000000</w:data>
</xml><![endif]--></span></span><!--[if supportFields]><span style=3D'mso-b=
ookmark:
_Toc38966068'></span><span style=3D'mso-element:field-end'></span><![endif]=
--><span
style=3D'mso-bookmark:_Toc38966068'><span lang=3DEN-US style=3D'mso-ansi-la=
nguage:
EN-US'>, </span></span><!--[if supportFields]><span style=3D'mso-bookmark:_=
Toc38966068'></span><span
style=3D'mso-element:field-begin'></span><span style=3D'mso-bookmark:_Toc38=
966068'><span
lang=3DEN-US style=3D'mso-ansi-language:EN-US'><span
style=3D'mso-spacerun:yes'>Â </span>REF _Ref185619956 \h <span style=3D'mso=
-element:
field-separator'></span></span></span><![endif]--><span style=3D'mso-bookma=
rk:
_Toc38966068'><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><span
style=3D'mso-no-proof:yes'>4</span><!--[if gte mso 9]><xml>
 <w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F005200=
650066003100380035003600310039003900350036000000</w:data>
</xml><![endif]--></span></span><!--[if supportFields]><span style=3D'mso-b=
ookmark:
_Toc38966068'></span><span style=3D'mso-element:field-end'></span><![endif]=
--><span
style=3D'mso-bookmark:_Toc38966068'><span lang=3DEN-US style=3D'mso-ansi-la=
nguage:
EN-US'>, </span></span><!--[if supportFields]><span style=3D'mso-bookmark:_=
Toc38966068'></span><span
style=3D'mso-element:field-begin'></span><span style=3D'mso-bookmark:_Toc38=
966068'><span
lang=3DEN-US style=3D'mso-ansi-language:EN-US'><span
style=3D'mso-spacerun:yes'>Â </span>REF _Ref185620039 \h <span style=3D'mso=
-element:
field-separator'></span></span></span><![endif]--><span style=3D'mso-bookma=
rk:
_Toc38966068'><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><span
style=3D'mso-no-proof:yes'>5</span><!--[if gte mso 9]><xml>
 <w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F005200=
650066003100380035003600320030003000330039000000</w:data>
</xml><![endif]--></span></span><!--[if supportFields]><span style=3D'mso-b=
ookmark:
_Toc38966068'></span><span style=3D'mso-element:field-end'></span><![endif]=
--><span
style=3D'mso-bookmark:_Toc38966068'><span lang=3DEN-US style=3D'mso-ansi-la=
nguage:
EN-US'>, </span></span><!--[if supportFields]><span style=3D'mso-bookmark:_=
Toc38966068'></span><span
style=3D'mso-element:field-begin'></span><span style=3D'mso-bookmark:_Toc38=
966068'><span
lang=3DEN-US style=3D'mso-ansi-language:EN-US'><span
style=3D'mso-spacerun:yes'>Â </span>REF _Ref185620106 \h <span style=3D'mso=
-element:
field-separator'></span></span></span><![endif]--><span style=3D'mso-bookma=
rk:
_Toc38966068'><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><span
style=3D'mso-no-proof:yes'>6</span><!--[if gte mso 9]><xml>
 <w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F005200=
650066003100380035003600320030003100300036000000</w:data>
</xml><![endif]--></span></span><!--[if supportFields]><span style=3D'mso-b=
ookmark:
_Toc38966068'></span><span style=3D'mso-element:field-end'></span><![endif]=
--><span
style=3D'mso-bookmark:_Toc38966068'><span lang=3DEN-US style=3D'mso-ansi-la=
nguage:
EN-US'>, </span></span><!--[if supportFields]><span style=3D'mso-bookmark:_=
Toc38966068'></span><span
style=3D'mso-element:field-begin'></span><span style=3D'mso-bookmark:_Toc38=
966068'><span
lang=3DEN-US style=3D'mso-ansi-language:EN-US'><span
style=3D'mso-spacerun:yes'>Â </span>REF _Ref185620200 \h <span style=3D'mso=
-element:
field-separator'></span></span></span><![endif]--><span style=3D'mso-bookma=
rk:
_Toc38966068'><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><span
style=3D'mso-no-proof:yes'>7</span><!--[if gte mso 9]><xml>
 <w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F005200=
650066003100380035003600320030003200300030000000</w:data>
</xml><![endif]--></span></span><!--[if supportFields]><span style=3D'mso-b=
ookmark:
_Toc38966068'></span><span style=3D'mso-element:field-end'></span><![endif]=
--><span
style=3D'mso-bookmark:_Toc38966068'><span lang=3DEN-US style=3D'mso-ansi-la=
nguage:
EN-US'> and </span></span><!--[if supportFields]><span style=3D'mso-bookmar=
k:
_Toc38966068'></span><span style=3D'mso-element:field-begin'></span><span
style=3D'mso-bookmark:_Toc38966068'><span lang=3DEN-US style=3D'mso-ansi-la=
nguage:
EN-US'><span style=3D'mso-spacerun:yes'>Â </span>REF _Ref185620284 \h <span
style=3D'mso-element:field-separator'></span></span></span><![endif]--><span
style=3D'mso-bookmark:_Toc38966068'><span lang=3DEN-US style=3D'mso-ansi-la=
nguage:
EN-US'><span style=3D'mso-no-proof:yes'>8</span><!--[if gte mso 9]><xml>
 <w:data>08D0C9EA79F9BACE118C8200AA004BA90B02000000080000000E0000005F005200=
650066003100380035003600320030003200380034000000</w:data>
</xml><![endif]--></span></span><!--[if supportFields]><span style=3D'mso-b=
ookmark:
_Toc38966068'></span><span style=3D'mso-element:field-end'></span><![endif]=
--><span
style=3D'mso-bookmark:_Toc38966068'><span lang=3DEN-US style=3D'mso-ansi-la=
nguage:
EN-US'>, providing a comprehensive comparison of their performance.<o:p></o=
:p></span></span></p>

<p class=3DMsoNormal><span style=3D'mso-bookmark:_Toc38966068'><span lang=
=3DEN-US
style=3D'mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></span></p>

<p class=3DMsoSubtitle><span style=3D'mso-bookmark:_Toc38966068'><a
name=3D"_Ref185619647"><span lang=3DES-US>Table </span></a></span><!--[if s=
upportFields]><span
style=3D'mso-bookmark:_Toc38966068'><span style=3D'mso-bookmark:_Ref1856196=
47'></span></span><span
style=3D'mso-element:field-begin'></span><span style=3D'mso-bookmark:_Toc38=
966068'><span
style=3D'mso-bookmark:_Ref185619647'><span lang=3DES-US><span
style=3D'mso-spacerun:yes'>Â </span>SEQ Table \* ARABIC <span style=3D'mso-=
element:
field-separator'></span></span></span></span><![endif]--><span
style=3D'mso-bookmark:_Toc38966068'><span style=3D'mso-bookmark:_Ref1856196=
47'><span
lang=3DES-US><span style=3D'mso-no-proof:yes'>3</span></span></span></span>=
<!--[if supportFields]><span
style=3D'mso-bookmark:_Toc38966068'><span style=3D'mso-bookmark:_Ref1856196=
47'></span></span><span
style=3D'mso-element:field-end'></span><![endif]--><span style=3D'mso-bookm=
ark:
_Toc38966068'><span style=3D'mso-bookmark:_Ref185619647'></span></span><span
style=3D'mso-bookmark:_Ref185619647'></span><span style=3D'mso-bookmark:_To=
c38966068'><span
lang=3DEN-US style=3D'mso-ansi-language:EN-US'><o:p></o:p></span></span></p>

<p class=3DMsoBodyText><span style=3D'mso-bookmark:_Toc38966068'><span lang=
=3DES-US>Train
Output BETO Model</span></span></p>

<div align=3Dcenter>

<table class=3DMsoNormalTable border=3D1 cellspacing=3D0 cellpadding=3D0
 style=3D'border-collapse:collapse;border:none;mso-border-alt:solid black .=
5pt;
 mso-yfti-tbllook:480;mso-padding-alt:0cm 0cm 0cm 0cm;mso-border-insideh:.5=
pt solid black;
 mso-border-insidev:.5pt solid black'>
 <tr style=3D'mso-yfti-irow:0;mso-yfti-firstrow:yes;height:14.95pt'>
  <td width=3D43 style=3D'width:31.9pt;border:solid black 1.0pt;mso-border-=
alt:
  solid black .5pt;padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>Epoch</span></b></span><span style=3D'mso-boo=
kmark:
  _Toc38966068'><b style=3D'mso-bidi-font-weight:normal'><span lang=3DES
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D80 style=3D'width:60.0pt;border:solid black 1.0pt;border-left=
:none;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'>Training<span
  style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.2p=
t'>Loss</span><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D95 style=3D'width:71.15pt;border:solid black 1.0pt;border-lef=
t:none;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>Validation</span></b></span><span
  style=3D'mso-bookmark:_Toc38966068'><b style=3D'mso-bidi-font-weight:norm=
al'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:.35pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'> </span></b></span><span
  style=3D'mso-bookmark:_Toc38966068'><b style=3D'mso-bidi-font-weight:norm=
al'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.2pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>Loss</span></b></span><s=
pan
  style=3D'mso-bookmark:_Toc38966068'><b style=3D'mso-bidi-font-weight:norm=
al'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;mso-ansi-lan=
guage:
  ES;mso-fareast-language:EN-US'><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D65 style=3D'width:48.8pt;border:solid black 1.0pt;border-left=
:none;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>Accuracy</span></b></span><span style=3D'mso-=
bookmark:
  _Toc38966068'><b style=3D'mso-bidi-font-weight:normal'><span lang=3DES
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D67 style=3D'width:50.0pt;border:solid black 1.0pt;border-left=
:none;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>Precision</span></b></span><span
  style=3D'mso-bookmark:_Toc38966068'><b style=3D'mso-bidi-font-weight:norm=
al'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;mso-ansi-lan=
guage:
  ES;mso-fareast-language:EN-US'><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D66 style=3D'width:49.65pt;border:solid black 1.0pt;border-lef=
t:none;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>Recall</span></b></span><span style=3D'mso-bo=
okmark:
  _Toc38966068'><b style=3D'mso-bidi-font-weight:normal'><span lang=3DES
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D75 style=3D'width:56.6pt;border:solid black 1.0pt;border-left=
:none;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'>F1<span
  style=3D'letter-spacing:.1pt'> </span><span style=3D'letter-spacing:-.1pt=
'>Score</span><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
 </tr>
 <tr style=3D'mso-yfti-irow:1;height:15.1pt'>
  <td width=3D43 style=3D'width:31.9pt;border:solid black 1.0pt;border-top:=
none;
  mso-border-top-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.1pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.5pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>1</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D80 style=3D'width:60.0pt;border-top:none;border-left:none;bor=
der-bottom:
  solid black 1.0pt;border-right:solid black 1.0pt;mso-border-top-alt:solid=
 black .5pt;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.1pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>1.9099</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
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0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
 </tr>
 <tr style=3D'mso-yfti-irow:4;mso-yfti-lastrow:yes;height:14.95pt'>
  <td width=3D43 style=3D'width:31.9pt;border:solid black 1.0pt;border-top:=
none;
  mso-border-top-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.5pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>4</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D80 style=3D'width:60.0pt;border-top:none;border-left:none;bor=
der-bottom:
  solid black 1.0pt;border-right:solid black 1.0pt;mso-border-top-alt:solid=
 black .5pt;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.2155</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D95 style=3D'width:71.15pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.22554</span></span><sp=
an
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D65 style=3D'width:48.8pt;border-top:none;border-left:none;bor=
der-bottom:
  solid black 1.0pt;border-right:solid black 1.0pt;mso-border-top-alt:solid=
 black .5pt;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.935345</span></span><s=
pan
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D67 style=3D'width:50.0pt;border-top:none;border-left:none;bor=
der-bottom:
  solid black 1.0pt;border-right:solid black 1.0pt;mso-border-top-alt:solid=
 black .5pt;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.934864</span></span><s=
pan
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D66 style=3D'width:49.65pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.935345</span></span><s=
pan
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D75 style=3D'width:56.6pt;border-top:none;border-left:none;bor=
der-bottom:
  solid black 1.0pt;border-right:solid black 1.0pt;mso-border-top-alt:solid=
 black .5pt;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.934516</span></span><s=
pan
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
 </tr>
</table>

</div>

<p class=3DMsoNormal><span style=3D'mso-bookmark:_Toc38966068'><span lang=
=3DEN-US
style=3D'mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></span></p>

<p class=3DMsoNormal><span style=3D'mso-bookmark:_Toc38966068'><span lang=
=3DEN-US
style=3D'mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></span></p>

<p class=3DMsoNormal><span style=3D'mso-bookmark:_Toc38966068'><span lang=
=3DEN-US
style=3D'mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></span></p>

<p class=3DMsoNormal><span style=3D'mso-bookmark:_Toc38966068'><span lang=
=3DEN-US
style=3D'mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></span></p>

<p class=3DMsoSubtitle><span style=3D'mso-bookmark:_Toc38966068'><a
name=3D"_Ref185619956"><span lang=3DES-US>Table </span></a></span><!--[if s=
upportFields]><span
style=3D'mso-bookmark:_Toc38966068'><span style=3D'mso-bookmark:_Ref1856199=
56'></span></span><span
style=3D'mso-element:field-begin'></span><span style=3D'mso-bookmark:_Toc38=
966068'><span
style=3D'mso-bookmark:_Ref185619956'><span lang=3DES-US><span
style=3D'mso-spacerun:yes'>Â </span>SEQ Table \* ARABIC <span style=3D'mso-=
element:
field-separator'></span></span></span></span><![endif]--><span
style=3D'mso-bookmark:_Toc38966068'><span style=3D'mso-bookmark:_Ref1856199=
56'><span
lang=3DES-US><span style=3D'mso-no-proof:yes'>4</span></span></span></span>=
<!--[if supportFields]><span
style=3D'mso-bookmark:_Toc38966068'><span style=3D'mso-bookmark:_Ref1856199=
56'></span></span><span
style=3D'mso-element:field-end'></span><![endif]--><span style=3D'mso-bookm=
ark:
_Toc38966068'><span style=3D'mso-bookmark:_Ref185619956'></span></span><span
style=3D'mso-bookmark:_Ref185619956'></span><span style=3D'mso-bookmark:_To=
c38966068'><span
lang=3DES style=3D'mso-ansi-language:ES;mso-fareast-language:EN-US'><o:p></=
o:p></span></span></p>

<p class=3DMsoBodyText><span style=3D'mso-bookmark:_Toc38966068'><span lang=
=3DES-US
style=3D'mso-fareast-language:EN-US'>Train<span style=3D'letter-spacing:-.0=
5pt'> </span>Output
MarIA <span style=3D'letter-spacing:-.1pt'>Model</span><o:p></o:p></span></=
span></p>

<p class=3DMsoNormal align=3Dleft style=3D'text-align:left;text-indent:0cm;
mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc38=
966068'><i
style=3D'mso-bidi-font-style:normal'><span lang=3DES style=3D'font-size:6.0=
pt;
mso-bidi-font-size:12.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US'>=
<o:p>&nbsp;</o:p></span></i></span></p>

<div align=3Dcenter>

<table class=3DMsoNormalTable border=3D1 cellspacing=3D0 cellpadding=3D0
 style=3D'border-collapse:collapse;border:none;mso-border-alt:solid black .=
5pt;
 mso-yfti-tbllook:480;mso-padding-alt:0cm 0cm 0cm 0cm;mso-border-insideh:.5=
pt solid black;
 mso-border-insidev:.5pt solid black'>
 <tr style=3D'mso-yfti-irow:0;mso-yfti-firstrow:yes;height:14.95pt'>
  <td width=3D43 style=3D'width:31.9pt;border:solid black 1.0pt;mso-border-=
alt:
  solid black .5pt;padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>Epoch</span></b></span><span style=3D'mso-boo=
kmark:
  _Toc38966068'><b style=3D'mso-bidi-font-weight:normal'><span lang=3DES
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D80 style=3D'width:60.0pt;border:solid black 1.0pt;border-left=
:none;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'>Training<span
  style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.2p=
t'>Loss</span><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D95 style=3D'width:71.15pt;border:solid black 1.0pt;border-lef=
t:none;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>Validation</span></b></span><span
  style=3D'mso-bookmark:_Toc38966068'><b style=3D'mso-bidi-font-weight:norm=
al'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:.35pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'> </span></b></span><span
  style=3D'mso-bookmark:_Toc38966068'><b style=3D'mso-bidi-font-weight:norm=
al'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.2pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>Loss</span></b></span><s=
pan
  style=3D'mso-bookmark:_Toc38966068'><b style=3D'mso-bidi-font-weight:norm=
al'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;mso-ansi-lan=
guage:
  ES;mso-fareast-language:EN-US'><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D65 style=3D'width:48.8pt;border:solid black 1.0pt;border-left=
:none;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>Accuracy</span></b></span><span style=3D'mso-=
bookmark:
  _Toc38966068'><b style=3D'mso-bidi-font-weight:normal'><span lang=3DES
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D67 style=3D'width:50.0pt;border:solid black 1.0pt;border-left=
:none;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>Precision</span></b></span><span
  style=3D'mso-bookmark:_Toc38966068'><b style=3D'mso-bidi-font-weight:norm=
al'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;mso-ansi-lan=
guage:
  ES;mso-fareast-language:EN-US'><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D66 style=3D'width:49.65pt;border:solid black 1.0pt;border-lef=
t:none;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>Recall</span></b></span><span style=3D'mso-bo=
okmark:
  _Toc38966068'><b style=3D'mso-bidi-font-weight:normal'><span lang=3DES
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D75 style=3D'width:56.6pt;border:solid black 1.0pt;border-left=
:none;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'>F1<span
  style=3D'letter-spacing:.1pt'> </span><span style=3D'letter-spacing:-.1pt=
'>Score</span><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
 </tr>
 <tr style=3D'mso-yfti-irow:1;height:15.05pt'>
  <td width=3D43 style=3D'width:31.9pt;border:solid black 1.0pt;border-top:=
none;
  mso-border-top-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.05pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.5pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>1</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D80 style=3D'width:60.0pt;border-top:none;border-left:none;bor=
der-bottom:
  solid black 1.0pt;border-right:solid black 1.0pt;mso-border-top-alt:solid=
 black .5pt;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.05pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
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  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.959735</span></span><s=
pan
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
 </tr>
</table>

</div>

<p class=3DMsoNormal style=3D'margin-left:36.0pt;text-indent:0cm'><span
style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'mso-ansi-langu=
age:ES;
mso-fareast-language:EN-US'><o:p>&nbsp;</o:p></span></span></p>

<p class=3DMsoSubtitle style=3D'margin-top:12.0pt'><span style=3D'mso-bookm=
ark:_Toc38966068'><a
name=3D"_Ref185620039"><span lang=3DES-US>Table </span></a></span><!--[if s=
upportFields]><span
style=3D'mso-bookmark:_Toc38966068'><span style=3D'mso-bookmark:_Ref1856200=
39'></span></span><span
style=3D'mso-element:field-begin'></span><span style=3D'mso-bookmark:_Toc38=
966068'><span
style=3D'mso-bookmark:_Ref185620039'><span lang=3DES-US><span
style=3D'mso-spacerun:yes'>Â </span>SEQ Table \* ARABIC <span style=3D'mso-=
element:
field-separator'></span></span></span></span><![endif]--><span
style=3D'mso-bookmark:_Toc38966068'><span style=3D'mso-bookmark:_Ref1856200=
39'><span
lang=3DES-US><span style=3D'mso-no-proof:yes'>5</span></span></span></span>=
<!--[if supportFields]><span
style=3D'mso-bookmark:_Toc38966068'><span style=3D'mso-bookmark:_Ref1856200=
39'></span></span><span
style=3D'mso-element:field-end'></span><![endif]--><span style=3D'mso-bookm=
ark:
_Toc38966068'><span style=3D'mso-bookmark:_Ref185620039'></span></span><span
style=3D'mso-bookmark:_Ref185620039'></span><span style=3D'mso-bookmark:_To=
c38966068'><span
lang=3DES style=3D'mso-ansi-language:ES;mso-fareast-language:EN-US'><o:p></=
o:p></span></span></p>

<p class=3DMsoBodyText><span style=3D'mso-bookmark:_Toc38966068'><span lang=
=3DES-US
style=3D'mso-fareast-language:EN-US'>Train<span style=3D'letter-spacing:-.0=
5pt'> </span>Output<span
style=3D'letter-spacing:-.05pt'> </span>RoBERTuito <span style=3D'letter-sp=
acing:
-.2pt'>Model</span><o:p></o:p></span></span></p>

<p class=3DMsoNormal align=3Dleft style=3D'text-align:left;text-indent:0cm;
mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc38=
966068'><i
style=3D'mso-bidi-font-style:normal'><span lang=3DES style=3D'font-size:6.0=
pt;
mso-bidi-font-size:12.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US'>=
<o:p>&nbsp;</o:p></span></i></span></p>

<div align=3Dcenter>

<table class=3DMsoNormalTable border=3D1 cellspacing=3D0 cellpadding=3D0
 style=3D'border-collapse:collapse;border:none;mso-border-alt:solid black .=
5pt;
 mso-yfti-tbllook:480;mso-padding-alt:0cm 0cm 0cm 0cm;mso-border-insideh:.5=
pt solid black;
 mso-border-insidev:.5pt solid black'>
 <tr style=3D'mso-yfti-irow:0;mso-yfti-firstrow:yes;height:14.95pt'>
  <td width=3D43 style=3D'width:31.9pt;border:solid black 1.0pt;mso-border-=
alt:
  solid black .5pt;padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>Epoch</span></b></span><span style=3D'mso-boo=
kmark:
  _Toc38966068'><b style=3D'mso-bidi-font-weight:normal'><span lang=3DES
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D80 style=3D'width:60.0pt;border:solid black 1.0pt;border-left=
:none;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'>Training<span
  style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.2p=
t'>Loss</span><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D95 style=3D'width:71.15pt;border:solid black 1.0pt;border-lef=
t:none;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>Validation</span></b></span><span
  style=3D'mso-bookmark:_Toc38966068'><b style=3D'mso-bidi-font-weight:norm=
al'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:.35pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'> </span></b></span><span
  style=3D'mso-bookmark:_Toc38966068'><b style=3D'mso-bidi-font-weight:norm=
al'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.2pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>Loss</span></b></span><s=
pan
  style=3D'mso-bookmark:_Toc38966068'><b style=3D'mso-bidi-font-weight:norm=
al'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;mso-ansi-lan=
guage:
  ES;mso-fareast-language:EN-US'><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D65 style=3D'width:48.8pt;border:solid black 1.0pt;border-left=
:none;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>Accuracy</span></b></span><span style=3D'mso-=
bookmark:
  _Toc38966068'><b style=3D'mso-bidi-font-weight:normal'><span lang=3DES
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D67 style=3D'width:50.0pt;border:solid black 1.0pt;border-left=
:none;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>Precision</span></b></span><span
  style=3D'mso-bookmark:_Toc38966068'><b style=3D'mso-bidi-font-weight:norm=
al'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;mso-ansi-lan=
guage:
  ES;mso-fareast-language:EN-US'><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D66 style=3D'width:49.65pt;border:solid black 1.0pt;border-lef=
t:none;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>Recall</span></b></span><span style=3D'mso-bo=
okmark:
  _Toc38966068'><b style=3D'mso-bidi-font-weight:normal'><span lang=3DES
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D75 style=3D'width:56.6pt;border:solid black 1.0pt;border-left=
:none;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'>F1<span
  style=3D'letter-spacing:.1pt'> </span><span style=3D'letter-spacing:-.1pt=
'>Score</span><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
 </tr>
 <tr style=3D'mso-yfti-irow:1;height:14.95pt'>
  <td width=3D43 style=3D'width:31.9pt;border:solid black 1.0pt;border-top:=
none;
  mso-border-top-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.5pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>1</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D80 style=3D'width:60.0pt;border-top:none;border-left:none;bor=
der-bottom:
  solid black 1.0pt;border-right:solid black 1.0pt;mso-border-top-alt:solid=
 black .5pt;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.8486</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D95 style=3D'width:71.15pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.59158</span></span><sp=
an
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D65 style=3D'width:48.8pt;border-top:none;border-left:none;bor=
der-bottom:
  solid black 1.0pt;border-right:solid black 1.0pt;mso-border-top-alt:solid=
 black .5pt;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.782328</span></span><s=
pan
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D67 style=3D'width:50.0pt;border-top:none;border-left:none;bor=
der-bottom:
  solid black 1.0pt;border-right:solid black 1.0pt;mso-border-top-alt:solid=
 black .5pt;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.827286</span></span><s=
pan
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D66 style=3D'width:49.65pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.782328</span></span><s=
pan
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D75 style=3D'width:56.6pt;border-top:none;border-left:none;bor=
der-bottom:
  solid black 1.0pt;border-right:solid black 1.0pt;mso-border-top-alt:solid=
 black .5pt;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.772328</span></span><s=
pan
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
 </tr>
 <tr style=3D'mso-yfti-irow:2;height:15.1pt'>
  <td width=3D43 style=3D'width:31.9pt;border:solid black 1.0pt;border-top:=
none;
  mso-border-top-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.1pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.5pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>2</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D80 style=3D'width:60.0pt;border-top:none;border-left:none;bor=
der-bottom:
  solid black 1.0pt;border-right:solid black 1.0pt;mso-border-top-alt:solid=
 black .5pt;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.1pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.2734</span></span><span
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0pt;
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'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D95 style=3D'width:71.15pt;border-top:none;border-left:none;
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-top-alt:
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d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.1pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
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ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.257701</span></span><s=
pan
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0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D65 style=3D'width:48.8pt;border-top:none;border-left:none;bor=
der-bottom:
  solid black 1.0pt;border-right:solid black 1.0pt;mso-border-top-alt:solid=
 black .5pt;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.1pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.90625</span></span><sp=
an
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0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D67 style=3D'width:50.0pt;border-top:none;border-left:none;bor=
der-bottom:
  solid black 1.0pt;border-right:solid black 1.0pt;mso-border-top-alt:solid=
 black .5pt;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.1pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.908591</span></span><s=
pan
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
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'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D66 style=3D'width:49.65pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.1pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.90625</span></span><sp=
an
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0pt;
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'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D75 style=3D'width:56.6pt;border-top:none;border-left:none;bor=
der-bottom:
  solid black 1.0pt;border-right:solid black 1.0pt;mso-border-top-alt:solid=
 black .5pt;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.1pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
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ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.901669</span></span><s=
pan
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
 </tr>
 <tr style=3D'mso-yfti-irow:3;mso-yfti-lastrow:yes;height:14.95pt'>
  <td width=3D43 style=3D'width:31.9pt;border:solid black 1.0pt;border-top:=
none;
  mso-border-top-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.5pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>3</span></span><span
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0pt;
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'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D80 style=3D'width:60.0pt;border-top:none;border-left:none;bor=
der-bottom:
  solid black 1.0pt;border-right:solid black 1.0pt;mso-border-top-alt:solid=
 black .5pt;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.1322</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D95 style=3D'width:71.15pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.211828</span></span><s=
pan
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D65 style=3D'width:48.8pt;border-top:none;border-left:none;bor=
der-bottom:
  solid black 1.0pt;border-right:solid black 1.0pt;mso-border-top-alt:solid=
 black .5pt;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
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38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.935345</span></span><s=
pan
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
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'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D67 style=3D'width:50.0pt;border-top:none;border-left:none;bor=
der-bottom:
  solid black 1.0pt;border-right:solid black 1.0pt;mso-border-top-alt:solid=
 black .5pt;
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  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.935905</span></span><s=
pan
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D66 style=3D'width:49.65pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.935345</span></span><s=
pan
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D75 style=3D'width:56.6pt;border-top:none;border-left:none;bor=
der-bottom:
  solid black 1.0pt;border-right:solid black 1.0pt;mso-border-top-alt:solid=
 black .5pt;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.933532</span></span><s=
pan
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
 </tr>
</table>

</div>

<p class=3DMsoNormal style=3D'margin-left:36.0pt;text-indent:0cm'><span
style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'mso-ansi-langu=
age:ES;
mso-fareast-language:EN-US'><o:p>&nbsp;</o:p></span></span></p>

<p class=3DMsoSubtitle style=3D'margin-top:12.0pt'><span style=3D'mso-bookm=
ark:_Toc38966068'><a
name=3D"_Ref185620106"><span lang=3DES-US>Table </span></a></span><!--[if s=
upportFields]><span
style=3D'mso-bookmark:_Toc38966068'><span style=3D'mso-bookmark:_Ref1856201=
06'></span></span><span
style=3D'mso-element:field-begin'></span><span style=3D'mso-bookmark:_Toc38=
966068'><span
style=3D'mso-bookmark:_Ref185620106'><span lang=3DES-US><span
style=3D'mso-spacerun:yes'>Â </span>SEQ Table \* ARABIC <span style=3D'mso-=
element:
field-separator'></span></span></span></span><![endif]--><span
style=3D'mso-bookmark:_Toc38966068'><span style=3D'mso-bookmark:_Ref1856201=
06'><span
lang=3DES-US><span style=3D'mso-no-proof:yes'>6</span></span></span></span>=
<!--[if supportFields]><span
style=3D'mso-bookmark:_Toc38966068'><span style=3D'mso-bookmark:_Ref1856201=
06'></span></span><span
style=3D'mso-element:field-end'></span><![endif]--><span style=3D'mso-bookm=
ark:
_Toc38966068'><span style=3D'mso-bookmark:_Ref185620106'></span></span><span
style=3D'mso-bookmark:_Ref185620106'></span><span style=3D'mso-bookmark:_To=
c38966068'><span
lang=3DES style=3D'mso-ansi-language:ES;mso-fareast-language:EN-US'><o:p></=
o:p></span></span></p>

<p class=3DMsoBodyText><span style=3D'mso-bookmark:_Toc38966068'><span lang=
=3DES-US
style=3D'mso-fareast-language:EN-US'>Train Output BERTuit <span style=3D'le=
tter-spacing:
-.2pt'>Model</span><o:p></o:p></span></span></p>

<p class=3DMsoNormal align=3Dleft style=3D'margin-top:.1pt;text-align:left;
text-indent:0cm;mso-pagination:none;text-autospace:none'><span
style=3D'mso-bookmark:_Toc38966068'><i style=3D'mso-bidi-font-style:normal'=
><span
lang=3DES style=3D'font-size:6.0pt;mso-bidi-font-size:12.0pt;mso-ansi-langu=
age:
ES;mso-fareast-language:EN-US'><o:p>&nbsp;</o:p></span></i></span></p>

<div align=3Dcenter>

<table class=3DMsoNormalTable border=3D1 cellspacing=3D0 cellpadding=3D0
 style=3D'border-collapse:collapse;border:none;mso-border-alt:solid black .=
5pt;
 mso-yfti-tbllook:480;mso-padding-alt:0cm 0cm 0cm 0cm;mso-border-insideh:.5=
pt solid black;
 mso-border-insidev:.5pt solid black'>
 <tr style=3D'mso-yfti-irow:0;mso-yfti-firstrow:yes;height:14.95pt'>
  <td width=3D43 style=3D'width:31.9pt;border:solid black 1.0pt;mso-border-=
alt:
  solid black .5pt;padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>Epoch</span></b></span><span style=3D'mso-boo=
kmark:
  _Toc38966068'><b style=3D'mso-bidi-font-weight:normal'><span lang=3DES
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D80 style=3D'width:60.0pt;border:solid black 1.0pt;border-left=
:none;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'>Training<span
  style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.2p=
t'>Loss</span><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D95 style=3D'width:71.15pt;border:solid black 1.0pt;border-lef=
t:none;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>Validation</span></b></span><span
  style=3D'mso-bookmark:_Toc38966068'><b style=3D'mso-bidi-font-weight:norm=
al'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:.35pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'> </span></b></span><span
  style=3D'mso-bookmark:_Toc38966068'><b style=3D'mso-bidi-font-weight:norm=
al'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.2pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>Loss</span></b></span><s=
pan
  style=3D'mso-bookmark:_Toc38966068'><b style=3D'mso-bidi-font-weight:norm=
al'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;mso-ansi-lan=
guage:
  ES;mso-fareast-language:EN-US'><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D65 style=3D'width:48.8pt;border:solid black 1.0pt;border-left=
:none;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>Accuracy</span></b></span><span style=3D'mso-=
bookmark:
  _Toc38966068'><b style=3D'mso-bidi-font-weight:normal'><span lang=3DES
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D67 style=3D'width:50.0pt;border:solid black 1.0pt;border-left=
:none;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>Precision</span></b></span><span
  style=3D'mso-bookmark:_Toc38966068'><b style=3D'mso-bidi-font-weight:norm=
al'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;mso-ansi-lan=
guage:
  ES;mso-fareast-language:EN-US'><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D66 style=3D'width:49.65pt;border:solid black 1.0pt;border-lef=
t:none;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>Recall</span></b></span><span style=3D'mso-bo=
okmark:
  _Toc38966068'><b style=3D'mso-bidi-font-weight:normal'><span lang=3DES
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D75 style=3D'width:56.6pt;border:solid black 1.0pt;border-left=
:none;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'>F1<span
  style=3D'letter-spacing:.1pt'> </span><span style=3D'letter-spacing:-.1pt=
'>Score</span><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
 </tr>
 <tr style=3D'mso-yfti-irow:1;height:14.95pt'>
  <td width=3D43 style=3D'width:31.9pt;border:solid black 1.0pt;border-top:=
none;
  mso-border-top-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.5pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>1</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D80 style=3D'width:60.0pt;border-top:none;border-left:none;bor=
der-bottom:
  solid black 1.0pt;border-right:solid black 1.0pt;mso-border-top-alt:solid=
 black .5pt;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.3602</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D95 style=3D'width:71.15pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.348519</span></span><s=
pan
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D65 style=3D'width:48.8pt;border-top:none;border-left:none;bor=
der-bottom:
  solid black 1.0pt;border-right:solid black 1.0pt;mso-border-top-alt:solid=
 black .5pt;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.881466</span></span><s=
pan
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D67 style=3D'width:50.0pt;border-top:none;border-left:none;bor=
der-bottom:
  solid black 1.0pt;border-right:solid black 1.0pt;mso-border-top-alt:solid=
 black .5pt;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.887611</span></span><s=
pan
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D66 style=3D'width:49.65pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.881466</span></span><s=
pan
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D75 style=3D'width:56.6pt;border-top:none;border-left:none;bor=
der-bottom:
  solid black 1.0pt;border-right:solid black 1.0pt;mso-border-top-alt:solid=
 black .5pt;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.872059</span></span><s=
pan
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
 </tr>
 <tr style=3D'mso-yfti-irow:2;height:15.0pt'>
  <td width=3D43 style=3D'width:31.9pt;border:solid black 1.0pt;border-top:=
none;
  mso-border-top-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.0pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.5pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>2</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D80 style=3D'width:60.0pt;border-top:none;border-left:none;bor=
der-bottom:
  solid black 1.0pt;border-right:solid black 1.0pt;mso-border-top-alt:solid=
 black .5pt;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.0pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.1818</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D95 style=3D'width:71.15pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.0pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.259604</span></span><s=
pan
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D65 style=3D'width:48.8pt;border-top:none;border-left:none;bor=
der-bottom:
  solid black 1.0pt;border-right:solid black 1.0pt;mso-border-top-alt:solid=
 black .5pt;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.0pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.923491</span></span><s=
pan
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D67 style=3D'width:50.0pt;border-top:none;border-left:none;bor=
der-bottom:
  solid black 1.0pt;border-right:solid black 1.0pt;mso-border-top-alt:solid=
 black .5pt;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.0pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.924281</span></span><s=
pan
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D66 style=3D'width:49.65pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.0pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.923491</span></span><s=
pan
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D75 style=3D'width:56.6pt;border-top:none;border-left:none;bor=
der-bottom:
  solid black 1.0pt;border-right:solid black 1.0pt;mso-border-top-alt:solid=
 black .5pt;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.0pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.92049</span></span><sp=
an
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
 </tr>
 <tr style=3D'mso-yfti-irow:3;mso-yfti-lastrow:yes;height:15.1pt'>
  <td width=3D43 style=3D'width:31.9pt;border:solid black 1.0pt;border-top:=
none;
  mso-border-top-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.1pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.5pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>3</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D80 style=3D'width:60.0pt;border-top:none;border-left:none;bor=
der-bottom:
  solid black 1.0pt;border-right:solid black 1.0pt;mso-border-top-alt:solid=
 black .5pt;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.1pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.1032</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D95 style=3D'width:71.15pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.1pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.254212</span></span><s=
pan
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D65 style=3D'width:48.8pt;border-top:none;border-left:none;bor=
der-bottom:
  solid black 1.0pt;border-right:solid black 1.0pt;mso-border-top-alt:solid=
 black .5pt;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.1pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.934267</span></span><s=
pan
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D67 style=3D'width:50.0pt;border-top:none;border-left:none;bor=
der-bottom:
  solid black 1.0pt;border-right:solid black 1.0pt;mso-border-top-alt:solid=
 black .5pt;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.1pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.933133</span></span><s=
pan
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D66 style=3D'width:49.65pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.1pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.934267</span></span><s=
pan
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D75 style=3D'width:56.6pt;border-top:none;border-left:none;bor=
der-bottom:
  solid black 1.0pt;border-right:solid black 1.0pt;mso-border-top-alt:solid=
 black .5pt;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.1pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.932568</span></span><s=
pan
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
 </tr>
</table>

</div>

<p class=3DMsoNormal style=3D'margin-left:36.0pt;text-indent:0cm'><span
style=3D'mso-bookmark:_Toc38966068'><span lang=3DES-EC><o:p>&nbsp;</o:p></s=
pan></span></p>

<p class=3DMsoSubtitle style=3D'margin-top:12.0pt'><span style=3D'mso-bookm=
ark:_Toc38966068'><a
name=3D"_Ref185620200"><span lang=3DES-US>Table </span></a></span><!--[if s=
upportFields]><span
style=3D'mso-bookmark:_Toc38966068'><span style=3D'mso-bookmark:_Ref1856202=
00'></span></span><span
style=3D'mso-element:field-begin'></span><span style=3D'mso-bookmark:_Toc38=
966068'><span
style=3D'mso-bookmark:_Ref185620200'><span lang=3DES-US><span
style=3D'mso-spacerun:yes'>Â </span>SEQ Table \* ARABIC <span style=3D'mso-=
element:
field-separator'></span></span></span></span><![endif]--><span
style=3D'mso-bookmark:_Toc38966068'><span style=3D'mso-bookmark:_Ref1856202=
00'><span
lang=3DES-US><span style=3D'mso-no-proof:yes'>7</span></span></span></span>=
<!--[if supportFields]><span
style=3D'mso-bookmark:_Toc38966068'><span style=3D'mso-bookmark:_Ref1856202=
00'></span></span><span
style=3D'mso-element:field-end'></span><![endif]--><span style=3D'mso-bookm=
ark:
_Toc38966068'><span style=3D'mso-bookmark:_Ref185620200'></span></span><span
style=3D'mso-bookmark:_Ref185620200'></span><span style=3D'mso-bookmark:_To=
c38966068'><span
lang=3DES style=3D'mso-ansi-language:ES;mso-fareast-language:EN-US'><o:p></=
o:p></span></span></p>

<p class=3DMsoBodyText><span style=3D'mso-bookmark:_Toc38966068'><span lang=
=3DES-US
style=3D'mso-fareast-language:EN-US'>Train Output<span style=3D'letter-spac=
ing:
.05pt'> </span>BERTin <span style=3D'letter-spacing:-.1pt'>Model</span><o:p=
></o:p></span></span></p>

<p class=3DMsoNormal align=3Dleft style=3D'margin-top:.1pt;margin-right:0cm;
margin-bottom:.05pt;margin-left:0cm;text-align:left;text-indent:0cm;mso-pag=
ination:
none;text-autospace:none'><span style=3D'mso-bookmark:_Toc38966068'><i
style=3D'mso-bidi-font-style:normal'><span lang=3DES style=3D'font-size:6.0=
pt;
mso-bidi-font-size:12.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US'>=
<o:p>&nbsp;</o:p></span></i></span></p>

<div align=3Dcenter>

<table class=3DMsoNormalTable border=3D1 cellspacing=3D0 cellpadding=3D0
 style=3D'border-collapse:collapse;border:none;mso-border-alt:solid black .=
5pt;
 mso-yfti-tbllook:480;mso-padding-alt:0cm 0cm 0cm 0cm;mso-border-insideh:.5=
pt solid black;
 mso-border-insidev:.5pt solid black'>
 <tr style=3D'mso-yfti-irow:0;mso-yfti-firstrow:yes;height:14.95pt'>
  <td width=3D43 style=3D'width:31.9pt;border:solid black 1.0pt;mso-border-=
alt:
  solid black .5pt;padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>Epoch</span></b></span><span style=3D'mso-boo=
kmark:
  _Toc38966068'><b style=3D'mso-bidi-font-weight:normal'><span lang=3DES
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D80 style=3D'width:60.0pt;border:solid black 1.0pt;border-left=
:none;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'>Training<span
  style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.2p=
t'>Loss</span><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D95 style=3D'width:71.15pt;border:solid black 1.0pt;border-lef=
t:none;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>Validation</span></b></span><span
  style=3D'mso-bookmark:_Toc38966068'><b style=3D'mso-bidi-font-weight:norm=
al'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:.35pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'> </span></b></span><span
  style=3D'mso-bookmark:_Toc38966068'><b style=3D'mso-bidi-font-weight:norm=
al'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.2pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>Loss</span></b></span><s=
pan
  style=3D'mso-bookmark:_Toc38966068'><b style=3D'mso-bidi-font-weight:norm=
al'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;mso-ansi-lan=
guage:
  ES;mso-fareast-language:EN-US'><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D65 style=3D'width:48.8pt;border:solid black 1.0pt;border-left=
:none;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>Accuracy</span></b></span><span style=3D'mso-=
bookmark:
  _Toc38966068'><b style=3D'mso-bidi-font-weight:normal'><span lang=3DES
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D67 style=3D'width:50.0pt;border:solid black 1.0pt;border-left=
:none;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>Precision</span></b></span><span
  style=3D'mso-bookmark:_Toc38966068'><b style=3D'mso-bidi-font-weight:norm=
al'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;mso-ansi-lan=
guage:
  ES;mso-fareast-language:EN-US'><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D66 style=3D'width:49.65pt;border:solid black 1.0pt;border-lef=
t:none;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>Recall</span></b></span><span style=3D'mso-bo=
okmark:
  _Toc38966068'><b style=3D'mso-bidi-font-weight:normal'><span lang=3DES
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D75 style=3D'width:56.6pt;border:solid black 1.0pt;border-left=
:none;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'>F1<span
  style=3D'letter-spacing:.1pt'> </span><span style=3D'letter-spacing:-.1pt=
'>Score</span><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
 </tr>
 <tr style=3D'mso-yfti-irow:1;height:14.95pt'>
  <td width=3D43 style=3D'width:31.9pt;border:solid black 1.0pt;border-top:=
none;
  mso-border-top-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.5pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>1</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D80 style=3D'width:60.0pt;border-top:none;border-left:none;bor=
der-bottom:
  solid black 1.0pt;border-right:solid black 1.0pt;mso-border-top-alt:solid=
 black .5pt;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>1.1841</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D95 style=3D'width:71.15pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.801565</span></span><s=
pan
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D65 style=3D'width:48.8pt;border-top:none;border-left:none;bor=
der-bottom:
  solid black 1.0pt;border-right:solid black 1.0pt;mso-border-top-alt:solid=
 black .5pt;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
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  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
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ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.693966</span></span><s=
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t:0cm;
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ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.750559</span></span><s=
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0pt;
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  </td>
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  <td width=3D66 style=3D'width:49.65pt;border-top:none;border-left:none;
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d black .5pt;
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t:0cm;
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38966068'><span
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ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.693966</span></span><s=
pan
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0pt;
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  </td>
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t:0cm;
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ng:-.1pt;
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 <tr style=3D'mso-yfti-irow:2;height:14.95pt'>
  <td width=3D43 style=3D'width:31.9pt;border:solid black 1.0pt;border-top:=
none;
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t:0cm;
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ng:-.5pt;
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0pt;
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'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D80 style=3D'width:60.0pt;border-top:none;border-left:none;bor=
der-bottom:
  solid black 1.0pt;border-right:solid black 1.0pt;mso-border-top-alt:solid=
 black .5pt;
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t:0cm;
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ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.2706</span></span><span
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0pt;
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ng:-.1pt;
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0pt;
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der-bottom:
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t:0cm;
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38966068'><span
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ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.9375</span></span><span
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0pt;
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  </td>
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t:0cm;
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38966068'><span
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ng:-.1pt;
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0pt;
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0pt;
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ng:-.1pt;
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0pt;
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  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
 </tr>
 <tr style=3D'mso-yfti-irow:3;mso-yfti-lastrow:yes;height:14.95pt'>
  <td width=3D43 style=3D'width:31.9pt;border:solid black 1.0pt;border-top:=
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ng:-.5pt;
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0pt;
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  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
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t:0cm;
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ng:-.1pt;
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0pt;
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  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D95 style=3D'width:71.15pt;border-top:none;border-left:none;
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d black .5pt;
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ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.150867</span></span><s=
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0pt;
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  </td>
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  <td width=3D65 style=3D'width:48.8pt;border-top:none;border-left:none;bor=
der-bottom:
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ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.954741</span></span><s=
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0pt;
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  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
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ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.954394</span></span><s=
pan
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0pt;
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  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D66 style=3D'width:49.65pt;border-top:none;border-left:none;
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d black .5pt;
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ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.954741</span></span><s=
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0pt;
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  </td>
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ng:-.1pt;
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0pt;
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  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
 </tr>
</table>

</div>

<p class=3DMsoNormal style=3D'margin-left:36.0pt;text-indent:0cm'><span
style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'mso-ansi-langu=
age:ES;
mso-fareast-language:EN-US'><o:p>&nbsp;</o:p></span></span></p>

<p class=3DMsoSubtitle style=3D'margin-top:12.0pt'><span style=3D'mso-bookm=
ark:_Toc38966068'><a
name=3D"_Ref185620284"><span lang=3DES-US>Table </span></a></span><!--[if s=
upportFields]><span
style=3D'mso-bookmark:_Toc38966068'><span style=3D'mso-bookmark:_Ref1856202=
84'></span></span><span
style=3D'mso-element:field-begin'></span><span style=3D'mso-bookmark:_Toc38=
966068'><span
style=3D'mso-bookmark:_Ref185620284'><span lang=3DES-US><span
style=3D'mso-spacerun:yes'>Â </span>SEQ Table \* ARABIC <span style=3D'mso-=
element:
field-separator'></span></span></span></span><![endif]--><span
style=3D'mso-bookmark:_Toc38966068'><span style=3D'mso-bookmark:_Ref1856202=
84'><span
lang=3DES-US><span style=3D'mso-no-proof:yes'>8</span></span></span></span>=
<!--[if supportFields]><span
style=3D'mso-bookmark:_Toc38966068'><span style=3D'mso-bookmark:_Ref1856202=
84'></span></span><span
style=3D'mso-element:field-end'></span><![endif]--><span style=3D'mso-bookm=
ark:
_Toc38966068'><span style=3D'mso-bookmark:_Ref185620284'></span></span><span
style=3D'mso-bookmark:_Ref185620284'></span><span style=3D'mso-bookmark:_To=
c38966068'><span
lang=3DES style=3D'mso-ansi-language:ES;mso-fareast-language:EN-US'><o:p></=
o:p></span></span></p>

<p class=3DMsoBodyText><span style=3D'mso-bookmark:_Toc38966068'><span lang=
=3DES-US
style=3D'mso-fareast-language:EN-US'>Train Output <span style=3D'letter-spa=
cing:
-.1pt'>Models</span><o:p></o:p></span></span></p>

<p class=3DMsoNormal align=3Dleft style=3D'text-align:left;text-indent:0cm;
mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc38=
966068'><i
style=3D'mso-bidi-font-style:normal'><span lang=3DES style=3D'font-size:6.0=
pt;
mso-bidi-font-size:12.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US'>=
<o:p>&nbsp;</o:p></span></i></span></p>

<div align=3Dcenter>

<table class=3DMsoNormalTable border=3D1 cellspacing=3D0 cellpadding=3D0
 style=3D'border-collapse:collapse;border:none;mso-border-alt:solid black .=
5pt;
 mso-yfti-tbllook:480;mso-padding-alt:0cm 0cm 0cm 0cm;mso-border-insideh:.5=
pt solid black;
 mso-border-insidev:.5pt solid black'>
 <tr style=3D'mso-yfti-irow:0;mso-yfti-firstrow:yes;height:15.05pt'>
  <td width=3D95 style=3D'width:71.2pt;border:solid black 1.0pt;mso-border-=
alt:
  solid black .5pt;padding:0cm 0cm 0cm 0cm;height:15.05pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>Model</span></b></span><span style=3D'mso-boo=
kmark:
  _Toc38966068'><b style=3D'mso-bidi-font-weight:normal'><span lang=3DES
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D65 style=3D'width:48.85pt;border:solid black 1.0pt;border-lef=
t:none;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.05pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>Accuracy</span></b></span><span style=3D'mso-=
bookmark:
  _Toc38966068'><b style=3D'mso-bidi-font-weight:normal'><span lang=3DES
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D67 style=3D'width:50.15pt;border:solid black 1.0pt;border-lef=
t:none;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.05pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>Precision</span></b></span><span
  style=3D'mso-bookmark:_Toc38966068'><b style=3D'mso-bidi-font-weight:norm=
al'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;mso-ansi-lan=
guage:
  ES;mso-fareast-language:EN-US'><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D66 style=3D'width:49.55pt;border:solid black 1.0pt;border-lef=
t:none;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.05pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'>Recall</span></b></span><span style=3D'mso-bo=
okmark:
  _Toc38966068'><b style=3D'mso-bidi-font-weight:normal'><span lang=3DES
  style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;mso-ansi-language:ES;
  mso-fareast-language:EN-US'><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D76 style=3D'width:56.65pt;border:solid black 1.0pt;border-lef=
t:none;
  mso-border-left-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.05pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
8.0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'>F1<span
  style=3D'letter-spacing:.1pt'> </span><span style=3D'letter-spacing:-.1pt=
'>Score</span><o:p></o:p></span></b></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
 </tr>
 <tr style=3D'mso-yfti-irow:1;height:14.95pt'>
  <td width=3D95 style=3D'width:71.2pt;border:solid black 1.0pt;border-top:=
none;
  mso-border-top-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.2pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>BETO</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D65 style=3D'width:48.85pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.9353</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D67 style=3D'width:50.15pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.9349</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D66 style=3D'width:49.55pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.9353</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D76 style=3D'width:56.65pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.9345</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
 </tr>
 <tr style=3D'mso-yfti-irow:2;height:14.95pt'>
  <td width=3D95 style=3D'width:71.2pt;border:solid black 1.0pt;border-top:=
none;
  mso-border-top-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>MarIA</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D65 style=3D'width:48.85pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.9601</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D67 style=3D'width:50.15pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.9599</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D66 style=3D'width:49.55pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.9601</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D76 style=3D'width:56.65pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.9597</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
 </tr>
 <tr style=3D'mso-yfti-irow:3;height:14.95pt'>
  <td width=3D95 style=3D'width:71.2pt;border:solid black 1.0pt;border-top:=
none;
  mso-border-top-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>RoBERTuito</span></span>=
<span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D65 style=3D'width:48.85pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.9353</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D67 style=3D'width:50.15pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.9359</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D66 style=3D'width:49.55pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.9353</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D76 style=3D'width:56.65pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.9335</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
 </tr>
 <tr style=3D'mso-yfti-irow:4;height:14.95pt'>
  <td width=3D95 style=3D'width:71.2pt;border:solid black 1.0pt;border-top:=
none;
  mso-border-top-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>BERTuit</span></span><sp=
an
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D65 style=3D'width:48.85pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.9343</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D67 style=3D'width:50.15pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.9331</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D66 style=3D'width:49.55pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.9343</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D76 style=3D'width:56.65pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:14.95pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.9326</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
 </tr>
 <tr style=3D'mso-yfti-irow:5;mso-yfti-lastrow:yes;height:15.05pt'>
  <td width=3D95 style=3D'width:71.2pt;border:solid black 1.0pt;border-top:=
none;
  mso-border-top-alt:solid black .5pt;mso-border-alt:solid black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.05pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>BERTin</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D65 style=3D'width:48.85pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.05pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.9547</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D67 style=3D'width:50.15pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.05pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.9544</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D66 style=3D'width:49.55pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.05pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.9547</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
  <td width=3D76 style=3D'width:56.65pt;border-top:none;border-left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black .5pt;mso-border-left-alt:solid black .5pt;mso-border-alt:soli=
d black .5pt;
  padding:0cm 0cm 0cm 0cm;height:15.05pt'>
  <p class=3DMsoNormal align=3Dcenter style=3D'text-align:center;text-inden=
t:0cm;
  mso-pagination:none;text-autospace:none'><span style=3D'mso-bookmark:_Toc=
38966068'><span
  lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;letter-spaci=
ng:-.1pt;
  mso-ansi-language:ES;mso-fareast-language:EN-US'>0.9544</span></span><span
  style=3D'mso-bookmark:_Toc38966068'><span lang=3DES style=3D'font-size:8.=
0pt;
  mso-bidi-font-size:11.0pt;mso-ansi-language:ES;mso-fareast-language:EN-US=
'><o:p></o:p></span></span></p>
  </td>
  <span style=3D'mso-bookmark:_Toc38966068'></span>
 </tr>
</table>

</div>

<p class=3DMsoNormal><span style=3D'mso-bookmark:_Toc38966068'><span lang=
=3DEN-US
style=3D'mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></span></p>

<p class=3DMsoNormal><span style=3D'mso-bookmark:_Toc38966068'><span lang=
=3DEN-US
style=3D'mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></span></p>

<p class=3DNivel1><span style=3D'mso-bookmark:_Toc38966068'><span lang=3DEN=
-US
style=3D'mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:m=
inor-fareast;
mso-ansi-language:EN-US'>Discussion<o:p></o:p></span></span></p>

<p class=3DMsoNormal><span style=3D'mso-bookmark:_Toc38966068'><span lang=
=3DEN-US
style=3D'mso-ansi-language:EN-US'>Research involving Spanish language model=
s for
text classification, specifically in the detection of fake news, has achiev=
ed
notable results using datasets drawn from verified X posts by Ecuador Chequ=
ea
and Ecuador Verifica. The experiments were designed to assess how effective=
ly
these models can classify news based solely on text data from X, without
incorporating multimedia elements, following the fact-checking criteria
established by these Ecuadorian verifiers.<o:p></o:p></span></span></p>

<p class=3DMsoNormal><span style=3D'mso-bookmark:_Toc38966068'><span lang=
=3DEN-US
style=3D'mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></span></p>

<p class=3DMsoNormal><span style=3D'mso-bookmark:_Toc38966068'><span lang=
=3DEN-US
style=3D'mso-ansi-language:EN-US'>The study focused on rigorously evaluatin=
g the
models' ability to classify news as â€œCIERTOâ€, â€œFalsoâ€, â€œALTERADOâ=
€, â€œENGAÃ‘OSOâ€,
â€œIMPRECISOâ€, â€œSÃTIRAâ€ and â€œINVERIFICABLEâ€, adhering strictly t=
o the
verification methodologies employed by â€œEcuador Chequeaâ€ and â€œEcuador
Verificaâ€. This process is crucial for understanding the nuances of
misinformation in the Spanish language, especially within the Ecuadorian co=
ntext,
where fake news can impact public discourse.<o:p></o:p></span></span></p>

<p class=3DMsoNormal><span style=3D'mso-bookmark:_Toc38966068'><span lang=
=3DEN-US
style=3D'mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></span></p>

<p class=3DMsoNormal><span style=3D'mso-bookmark:_Toc38966068'><span lang=
=3DEN-US
style=3D'mso-ansi-language:EN-US'>The performance metricsâ€”such as accurac=
y,
precision, recall, and F1 scoreâ€”offer a comprehensive view of how effecti=
vely
the Spanish language models can handle text-based analysis on X. These metr=
ics
not only provide valuable insights into the strengths and potential
improvements of the models when applied to real-world fact-checking and
verification tasks but also highlight their potential as powerful tools in =
the
fight against disinformation. The ability of these models to distinguish
between factual and fabricated content with such high accuracy and precisio=
n is
crucial for automating the detection of fake news, thereby enhancing the
reliability of information disseminated across digital platforms.<o:p></o:p=
></span></span></p>

<p class=3DMsoNormal><span style=3D'mso-bookmark:_Toc38966068'><span lang=
=3DEN-US
style=3D'mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></span></p>

<p class=3DNivel2><span style=3D'mso-bookmark:_Toc38966068'><span lang=3DEN=
-US
style=3D'mso-ansi-language:EN-US'>Accuracy<o:p></o:p></span></span></p>

<p class=3DMsoNormal><span style=3D'mso-bookmark:_Toc38966068'><span lang=
=3DEN-US
style=3D'mso-ansi-language:EN-US'>The model achieved an accuracy rate of 0.=
9601,
demonstrating a high degree of reliability in correctly identifying the
veracity of news across the entire test dataset. This metric reflects the
model's overall effectiveness in accurately classifying both genuine (true)=
 and
misleading (fake) news, making it a strong candidate for real-world
applications.<o:p></o:p></span></span></p>

<p class=3DMsoNormal><span style=3D'mso-bookmark:_Toc38966068'><span lang=
=3DEN-US
style=3D'mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></span></p>

<p class=3DNivel2><span style=3D'mso-bookmark:_Toc38966068'><span lang=3DEN=
-US
style=3D'mso-ansi-language:EN-US'>Precision<o:p></o:p></span></span></p>

<p class=3DMsoNormal><span style=3D'mso-bookmark:_Toc38966068'><span lang=
=3DEN-US
style=3D'mso-ansi-language:EN-US'>With a precision score of 0.9599, the mod=
el
effectively returns relevant results, indicating that when it classifies ne=
ws
as fake, it is accurate 95.99% of the time. This high precision is essential
for minimizing false positives, ensuring that legitimate news is not
incorrectly flagged as fake, which is critical for maintaining credibility =
in
content moderation.<o:p></o:p></span></span></p>

<p class=3DMsoNormal><span style=3D'mso-bookmark:_Toc38966068'><span lang=
=3DEN-US
style=3D'mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></span></p>

<p class=3DNivel2><span style=3D'mso-bookmark:_Toc38966068'><span lang=3DEN=
-US
style=3D'mso-ansi-language:EN-US'>Recall<o:p></o:p></span></span></p>

<p class=3DMsoNormal><span style=3D'mso-bookmark:_Toc38966068'><span lang=
=3DEN-US
style=3D'mso-ansi-language:EN-US'>The modelâ€™s recall score of 0.9601 indi=
cates
its strong ability to identify nearly all instances of fake news within the
dataset. In practical terms, this means the model successfully captures 96.=
01%
of fake news cases, showcasing its efficiency in detecting a broad spectrum=
 of
misleading content with minimal oversight.<o:p></o:p></span></span></p>

<p class=3DMsoNormal><span style=3D'mso-bookmark:_Toc38966068'><span lang=
=3DEN-US
style=3D'mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></span></p>

<p class=3DNivel2><span style=3D'mso-bookmark:_Toc38966068'><span lang=3DEN=
-US
style=3D'mso-ansi-language:EN-US'>F1 Score<o:p></o:p></span></span></p>

<p class=3DMsoNormal><span style=3D'mso-bookmark:_Toc38966068'><span lang=
=3DEN-US
style=3D'mso-ansi-language:EN-US'>The model achieved an F1 score of 0.9597,=
 which
represents the harmonic mean of precision and recall. This balanced metric
confirms the robustness and overall effectiveness of the model, indicating =
that
it maintains both high precision and recall. An F1 score close to 1 undersc=
ores
the modelâ€™s reliability in distinguishing between truthful and false cont=
ent.<o:p></o:p></span></span></p>

<p class=3DMsoNormal><span style=3D'mso-bookmark:_Toc38966068'><span lang=
=3DEN-US
style=3D'mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></span></p>

<span style=3D'mso-bookmark:_Toc38966068'></span>

<p class=3DNivel1><a name=3D"_Hlk86590003"><span lang=3DEN-US style=3D'mso-=
fareast-font-family:
"Times New Roman";mso-fareast-theme-font:minor-fareast;mso-ansi-language:EN=
-US'>Conclusions
and Further Work<o:p></o:p></span></a></p>

<span style=3D'mso-bookmark:_Hlk86590003'></span>

<p class=3DMsoNormal><span lang=3DEN style=3D'mso-bidi-font-size:11.0pt;mso=
-fareast-font-family:
Calibri;mso-ansi-language:EN;mso-fareast-language:EN-US'>The research
demonstrates that Spanish language models, particularly MarIA and BERTuit,
offer significant advantages in accurately detecting fake news on social me=
dia
platforms like X.These models, trained on large, domain-specific datasetsâ€=
”such
as X posts verified by Ecuador Chequea and Ecuador Verificaâ€”show exceptio=
nal
performance compared to generalist language models, particularly in capturi=
ng
the nuances of the Spanish language and the cultural context of misinformat=
ion.<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN style=3D'mso-bidi-font-size:11.0pt;mso=
-fareast-font-family:
Calibri;mso-ansi-language:EN;mso-fareast-language:EN-US'><o:p>&nbsp;</o:p><=
/span></p>

<p class=3DMsoNormal><span lang=3DEN style=3D'mso-bidi-font-size:11.0pt;mso=
-fareast-font-family:
Calibri;mso-ansi-language:EN;mso-fareast-language:EN-US'>The study's key
findings highlight the importance of domain-specific training and fine- tun=
ing
techniques, which enable the models to adapt effectively to the informal and
diverse language used on social media. The achieved accuracy of 0.9601 by t=
he
MarIA model, demonstrates its effectiveness in identifying false information
within the Spanish-speaking context.<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN style=3D'mso-bidi-font-size:11.0pt;mso=
-fareast-font-family:
Calibri;mso-ansi-language:EN;mso-fareast-language:EN-US'><o:p>&nbsp;</o:p><=
/span></p>

<p class=3DMsoNormal><span lang=3DEN style=3D'mso-bidi-font-size:11.0pt;mso=
-fareast-font-family:
Calibri;mso-ansi-language:EN;mso-fareast-language:EN-US'>However, the
integration of fine-tuning techniques allowed the model to adapt to the
informal language, abbreviations, and slang typical of social media posts,
particularly X posts, further enhancing its ability to detect misleading
content.<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN style=3D'mso-bidi-font-size:11.0pt;mso=
-fareast-font-family:
Calibri;mso-ansi-language:EN;mso-fareast-language:EN-US'><o:p>&nbsp;</o:p><=
/span></p>

<p class=3DMsoNormal><span lang=3DEN style=3D'mso-bidi-font-size:11.0pt;mso=
-fareast-font-family:
Calibri;mso-ansi-language:EN;mso-fareast-language:EN-US'>Overall, this study
confirms the potential of domain-specific models as robust solutions for
automating fake news detection, contributing to enhancing the reliability of
information disseminated across digital platforms in Spanish-speaking conte=
xts.<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN style=3D'mso-bidi-font-size:11.0pt;mso=
-fareast-font-family:
Calibri;mso-ansi-language:EN;mso-fareast-language:EN-US'><o:p>&nbsp;</o:p><=
/span></p>

<p class=3DMsoNormal><span lang=3DEN style=3D'mso-bidi-font-size:11.0pt;mso=
-fareast-font-family:
Calibri;mso-ansi-language:EN;mso-fareast-language:EN-US'>For further work t=
he
following is suggest:<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN style=3D'mso-bidi-font-size:11.0pt;mso=
-fareast-font-family:
Calibri;mso-ansi-language:EN;mso-fareast-language:EN-US'><o:p>&nbsp;</o:p><=
/span></p>

<p class=3DMsoListParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
0cm;margin-left:53.85pt;margin-bottom:.0001pt;text-indent:-17.85pt;mso-list:
l66 level1 lfo56'><![if !supportLists]><span lang=3DEN style=3D'mso-bidi-fo=
nt-size:
11.0pt;font-family:Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-fami=
ly:
Symbol;mso-ansi-language:EN;mso-fareast-language:EN-US'><span style=3D'mso-=
list:
Ignore'>Â·<span style=3D'font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DEN style=3D'mso-bidi-font-size:=
11.0pt;
mso-fareast-font-family:Calibri;mso-ansi-language:EN;mso-fareast-language:E=
N-US'>Expand
the dataset by collecting a broader range of verified X posts from @ECUADOR=
CHEQUEA
and @ecuadorverifica to enhance the robustness of the analysis.<o:p></o:p><=
/span></p>

<p class=3DMsoListParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
0cm;margin-left:53.85pt;margin-bottom:.0001pt;text-indent:-17.85pt;mso-list:
l66 level1 lfo56'><![if !supportLists]><span lang=3DEN style=3D'mso-bidi-fo=
nt-size:
11.0pt;font-family:Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-fami=
ly:
Symbol;mso-ansi-language:EN;mso-fareast-language:EN-US'><span style=3D'mso-=
list:
Ignore'>Â·<span style=3D'font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DEN style=3D'mso-bidi-font-size:=
11.0pt;
mso-fareast-font-family:Calibri;mso-ansi-language:EN;mso-fareast-language:E=
N-US'>Incorporate
additional X post elements that were not covered in this study, such as
metadata or user interaction patterns, to provide a more comprehensive unde=
r-
standing of the context.<o:p></o:p></span></p>

<p class=3DMsoListParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
0cm;margin-left:53.85pt;margin-bottom:.0001pt;text-indent:-17.85pt;mso-list:
l66 level1 lfo56'><![if !supportLists]><span lang=3DEN style=3D'mso-bidi-fo=
nt-size:
11.0pt;font-family:Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-fami=
ly:
Symbol;mso-ansi-language:EN;mso-fareast-language:EN-US'><span style=3D'mso-=
list:
Ignore'>Â·<span style=3D'font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DEN style=3D'mso-bidi-font-size:=
11.0pt;
mso-fareast-font-family:Calibri;mso-ansi-language:EN;mso-fareast-language:E=
N-US'>Develop
a comprehensive labeling guide to standardize the annotation process for the
dataset used in this research, ensuring consistency and reliability in futu=
re
analyses.<o:p></o:p></span></p>

<p class=3DMsoListParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
0cm;margin-left:53.85pt;margin-bottom:.0001pt;text-indent:-17.85pt;mso-list:
l66 level1 lfo56'><![if !supportLists]><span lang=3DEN style=3D'mso-bidi-fo=
nt-size:
11.0pt;font-family:Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-fami=
ly:
Symbol;mso-ansi-language:EN;mso-fareast-language:EN-US'><span style=3D'mso-=
list:
Ignore'>Â·<span style=3D'font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DEN style=3D'mso-bidi-font-size:=
11.0pt;
mso-fareast-font-family:Calibri;mso-ansi-language:EN;mso-fareast-language:E=
N-US'>Integrate
a labeling feature within the Support System for Fact-Checkers, allowing
fact-checkers to directly label X posts. This feature should align with the
rating criteria used by â€œEcuador Chequeaâ€ and â€œEcuador Verificaâ€ to=
 maintain
uniformity<o:p></o:p></span></p>

<p class=3DMsoListParagraph style=3D'margin-top:0cm;margin-right:0cm;margin=
-bottom:
0cm;margin-left:53.85pt;margin-bottom:.0001pt;text-indent:-17.85pt;mso-list:
l66 level1 lfo56'><![if !supportLists]><span lang=3DEN-US style=3D'font-fam=
ily:
Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;mso-ansi-=
language:
EN-US'><span style=3D'mso-list:Ignore'>Â·<span style=3D'font:7.0pt "Times N=
ew Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DEN style=3D'mso-bidi-font-size:=
11.0pt;
mso-fareast-font-family:Calibri;mso-ansi-language:EN;mso-fareast-language:E=
N-US'>Utilize
the trained language models within the proposed Support System, providing
â€œEcuador Chequeaâ€ and â€œEcuador Verificaâ€ with advanced tools for fa=
ct-checking
and enhancing the accuracy of X post verification</span><span lang=3DEN-US
style=3D'mso-ansi-language:EN-US'>.<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><=
o:p>&nbsp;</o:p></span></p>

<p class=3DNivel1><span lang=3DEN-US style=3D'mso-fareast-font-family:"Time=
s New Roman";
mso-fareast-theme-font:minor-fareast;mso-ansi-language:EN-US'>Acknowledgeme=
nts<o:p></o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN style=3D'mso-bidi-font-size:11.0pt;mso=
-fareast-font-family:
Calibri;mso-ansi-language:EN;mso-fareast-language:EN-US'>This research is p=
art
of the proposal presented at the Call for Research Project Proposals of the
Internal Competitive Fund (FCI) 2023, which was approved on February 22, 20=
23,
by the members of the Scientific Council who attended the Ordinary Session =
No.
1-2023 held under a hybrid modality according to the Opinion of the Research
Council of the Faculty of Industrial Engineering and is currently in process
due to the extension of the call according to RESOLUTION NO.
CCIPI-SE-003-08-2022. Also, CONSENSO (PID2021-122263OBC21), MODERATES
(TED2021-130145B-I00), and SocialTOX (PDC2022-133146-C21) funded by<o:p></o=
:p></span></p>

<p class=3DMsoNormal style=3D'text-indent:0cm'><span lang=3DEN style=3D'mso=
-bidi-font-size:
11.0pt;mso-fareast-font-family:Calibri;mso-ansi-language:EN;mso-fareast-lan=
guage:
EN-US'>Plan Nacional I+D+i from the Spanish Government</span><span lang=3DE=
N-US
style=3D'mso-ansi-language:EN-US'>.<o:p></o:p></span></p>

<p class=3DMsoNormal style=3D'margin-left:36.0pt;text-indent:0cm'><span lan=
g=3DEN-US
style=3D'mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>T=
he authors
declare equal contribution and sharing of authorship roles for
this&nbsp;publication.<o:p></o:p></span></p>

<p class=3DTableParagraph style=3D'text-align:justify;text-indent:36.0pt;
line-height:normal'><span lang=3DEN-US style=3D'font-size:12.0pt;mso-ansi-l=
anguage:
EN-US'><o:p>&nbsp;</o:p></span></p>

<p class=3DNivel1><span style=3D'mso-ansi-language:ES-MX'>References<o:p></=
o:p></span></p>

<p class=3DMsoNormal align=3Dleft style=3D'margin-top:0cm;margin-right:0cm;
margin-bottom:12.0pt;margin-left:36.0pt;text-align:left;text-indent:-36.0pt;
mso-pagination:none;text-autospace:none'><span style=3D'font-size:10.0pt;
mso-ansi-language:ES-MX;mso-fareast-language:EN-US'>Agerri,<span
style=3D'letter-spacing:.85pt'> </span>R.,<span style=3D'letter-spacing:.8p=
t'> </span>&amp;<span
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mso-fareast-language:EN-US'>Lessons<span style=3D'letter-spacing:.9pt'> </s=
pan>learned<span
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ing:
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style=3D'letter-spacing:.9pt'> </span>Language<span style=3D'letter-spacing=
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style=3D'letter-spacing:-.1pt'>Models. </span><i style=3D'mso-bidi-font-sty=
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ng:-.05pt'>
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span><span
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lang=3DES-MX style=3D'font-size:10.0pt;color:windowtext;mso-ansi-language:E=
S-MX;
mso-fareast-language:EN-US;text-decoration:none;text-underline:none'>https:=
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style=3D'font-size:10.0pt;mso-ansi-language:ES-MX;mso-fareast-language:EN-U=
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mso-pagination:none;text-autospace:none'><span lang=3DES style=3D'font-size=
:10.0pt;
mso-ansi-language:ES;mso-fareast-language:EN-US'>CaÃ±ete,<span style=3D'let=
ter-spacing:
-.1pt'> </span>J.,<span style=3D'letter-spacing:-.1pt'> </span>Chaperon,<sp=
an
style=3D'letter-spacing:-.1pt'> </span>G.,<span style=3D'letter-spacing:-.1=
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style=3D'letter-spacing:-.1pt'> </span>R.,<span style=3D'letter-spacing:-.1=
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style=3D'letter-spacing:-.25pt'> </span>J.-H.,<span style=3D'letter-spacing=
:-.1pt'>
</span>Kang,<span style=3D'letter-spacing:-.2pt'> </span>H.,<span
style=3D'letter-spacing:-.1pt'> </span>&amp;<span style=3D'letter-spacing:-=
.05pt'> </span>PÃ©rez,<span
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pt'> </span>(2023).
</span><span lang=3DEN-IE style=3D'font-size:10.0pt;mso-ansi-language:EN-IE;
mso-fareast-language:EN-US'>Spanish<span style=3D'letter-spacing:-.2pt'> </=
span>pre-trained<span
style=3D'letter-spacing:-.2pt'> </span>bert model and evaluation data. <i
style=3D'mso-bidi-font-style:normal'>arXiv preprint arXiv:2308.02976</i>. <=
/span><span
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ng=3DES
style=3D'font-size:10.0pt;color:windowtext;mso-ansi-language:ES;mso-fareast=
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EN-US;text-decoration:none;text-underline:none'>https://doi.org/10.48550/ar=
Xiv.2308.02976</span></a></span><span
lang=3DES style=3D'font-size:10.0pt;mso-ansi-language:ES;mso-fareast-langua=
ge:EN-US'><o:p></o:p></span></p>

<p class=3DMsoNormal align=3Dleft style=3D'margin-top:0cm;margin-right:0cm;
margin-bottom:12.0pt;margin-left:36.0pt;text-align:left;text-indent:-36.0pt;
mso-pagination:none;text-autospace:none'><span lang=3DES style=3D'font-size=
:10.0pt;
mso-ansi-language:ES;mso-fareast-language:EN-US'>De<span style=3D'letter-sp=
acing:
-.05pt'> </span>la<span style=3D'letter-spacing:-.05pt'> </span>Rosa,<span
style=3D'letter-spacing:-.05pt'> </span>J.,<span style=3D'letter-spacing:-.=
05pt'> </span>Ponferrada,<span
style=3D'letter-spacing:-.1pt'> </span>E.<span style=3D'letter-spacing:-.05=
pt'> </span>G.,<span
style=3D'letter-spacing:-.05pt'> </span>Villegas,<span style=3D'letter-spac=
ing:
-.05pt'> </span>P.,<span style=3D'letter-spacing:-.05pt'> </span>GonzÃ¡lez<=
span
style=3D'letter-spacing:-.05pt'> </span>de<span style=3D'letter-spacing:-.0=
5pt'> </span>Prado<span
style=3D'letter-spacing:-.05pt'> </span>Salas, P.,<span style=3D'letter-spa=
cing:
-.1pt'> </span>Romero,<span style=3D'letter-spacing:-.05pt'> </span>M.,<span
style=3D'letter-spacing:-.15pt'> </span>&amp;<span style=3D'letter-spacing:=
.05pt'> </span><span
style=3D'letter-spacing:-.1pt'>Grandury,</span><o:p></o:p></span></p>

<p class=3DMsoNormal align=3Dleft style=3D'margin-top:0cm;margin-right:0cm;
margin-bottom:12.0pt;margin-left:36.0pt;text-align:left;text-indent:-36.0pt;
mso-pagination:none;text-autospace:none'><span lang=3DEN-IE style=3D'font-s=
ize:
10.0pt;mso-ansi-language:EN-IE;mso-fareast-language:EN-US'>M. (2022). Berti=
n:
Efficient<span style=3D'letter-spacing:-.05pt'> </span>pre-training of<span
style=3D'letter-spacing:-.1pt'> </span>a spanish<span style=3D'letter-spaci=
ng:-.1pt'>
</span>language<span style=3D'letter-spacing:-.1pt'> </span>model using
perplexity sampling. <i style=3D'mso-bidi-font-style:normal'>arXiv preprint
arXiv:2207.06814</i>. </span><span lang=3DES-EC><a
href=3D"https://doi.org/10.48550/arXiv.2207.06814"><span lang=3DEN-IE
style=3D'font-size:10.0pt;color:windowtext;mso-ansi-language:EN-IE;mso-fare=
ast-language:
EN-US;text-decoration:none;text-underline:none'>https://doi.org/10.48550/ar=
Xiv.2207.06814</span></a></span><span
lang=3DEN-IE style=3D'font-size:10.0pt;mso-ansi-language:EN-IE;mso-fareast-=
language:
EN-US'><o:p></o:p></span></p>

<p class=3DMsoNormal align=3Dleft style=3D'margin-top:0cm;margin-right:0cm;
margin-bottom:12.0pt;margin-left:36.0pt;text-align:left;text-indent:-36.0pt;
mso-pagination:none;text-autospace:none'><span lang=3DEN-IE style=3D'font-s=
ize:
10.0pt;mso-ansi-language:EN-IE;mso-fareast-language:EN-US'>Ding, J., Li, B.,
Xu, C., Qiao, Y., &amp; Zhang, L. (2023). Diagnosing crop diseases based on
domain- adaptive<span style=3D'letter-spacing:-.7pt'> </span>pre-training<s=
pan
style=3D'letter-spacing:-.7pt'> </span>BERT<span style=3D'letter-spacing:-.=
7pt'> </span>of<span
style=3D'letter-spacing:-.65pt'> </span>electronic<span style=3D'letter-spa=
cing:
-.7pt'> </span>medical<span style=3D'letter-spacing:-.7pt'> </span>records.=
<span
style=3D'letter-spacing:-.7pt'> </span><i style=3D'mso-bidi-font-style:norm=
al'>Applied<span
style=3D'letter-spacing:-.65pt'> </span>Intelligence</i>,<span style=3D'let=
ter-spacing:
-.7pt'> </span><i style=3D'mso-bidi-font-style:normal'>53</i>(12), 15979-15=
992. </span><span
lang=3DES-EC><a href=3D"https://doi.org/10.1007/s10489-022-04346-x"><span
lang=3DEN-IE style=3D'font-size:10.0pt;color:windowtext;mso-ansi-language:E=
N-IE;
mso-fareast-language:EN-US;text-decoration:none;text-underline:none'>https:=
//doi.org/10.1007/s10489-022-04346-x</span></a></span><span
lang=3DEN-IE style=3D'font-size:10.0pt;mso-ansi-language:EN-IE;mso-fareast-=
language:
EN-US'><o:p></o:p></span></p>

<p class=3DMsoNormal align=3Dleft style=3D'margin-top:0cm;margin-right:0cm;
margin-bottom:12.0pt;margin-left:36.0pt;text-align:left;text-indent:-36.0pt;
mso-pagination:none;text-autospace:none'><span lang=3DEN-IE style=3D'font-s=
ize:
10.0pt;mso-ansi-language:EN-IE;mso-fareast-language:EN-US'>Duke<span
style=3D'letter-spacing:-.35pt'> </span>Reporters'<span style=3D'letter-spa=
cing:
-.3pt'> </span>Lab.<span style=3D'letter-spacing:-.35pt'> </span>(2024).<sp=
an
style=3D'letter-spacing:-.25pt'> </span><i style=3D'mso-bidi-font-style:nor=
mal'>About<span
style=3D'letter-spacing:-.2pt'> </span>the<span style=3D'letter-spacing:-.2=
5pt'> </span>Lab</i>.<span
style=3D'letter-spacing:-.25pt'> </span></span><span lang=3DES-EC><a
href=3D"https://reporterslab.org/about-the-lab/"><span lang=3DEN-IE
style=3D'font-size:10.0pt;color:windowtext;mso-ansi-language:EN-IE;mso-fare=
ast-language:
EN-US;text-decoration:none;text-underline:none'>https://reporterslab.org/ab=
out-the-<span
style=3D'letter-spacing:-.2pt'>lab/</span></span></a></span><span lang=3DEN=
-IE
style=3D'font-size:10.0pt;mso-ansi-language:EN-IE;mso-fareast-language:EN-U=
S'><o:p></o:p></span></p>

<p class=3DMsoNormal align=3Dleft style=3D'margin-top:0cm;margin-right:0cm;
margin-bottom:12.0pt;margin-left:36.0pt;text-align:left;text-indent:-36.0pt;
mso-pagination:none;text-autospace:none'><span lang=3DEN-IE style=3D'font-s=
ize:
10.0pt;mso-ansi-language:EN-IE;mso-fareast-language:EN-US'>Duke Reporters' =
Lab.
(2024). <i style=3D'mso-bidi-font-style:normal'>Global Fact-Checking sites<=
/i>. </span><span
lang=3DES-EC><a href=3D"https://reporterslab.org/fact-%20checking/"><span
lang=3DES-MX style=3D'font-size:10.0pt;color:windowtext;mso-ansi-language:E=
S-MX;
mso-fareast-language:EN-US;text-decoration:none;text-underline:none'>https:=
//reporterslab.org/fact-
<span style=3D'letter-spacing:-.1pt'>checking/</span></span></a></span><span
style=3D'font-size:10.0pt;letter-spacing:-.1pt;mso-ansi-language:ES-MX;
mso-fareast-language:EN-US'> </span><span style=3D'font-size:10.0pt;mso-ans=
i-language:
ES-MX;mso-fareast-language:EN-US'><o:p></o:p></span></p>

<p class=3DMsoNormal align=3Dleft style=3D'margin-top:0cm;margin-right:0cm;
margin-bottom:12.0pt;margin-left:36.0pt;text-align:left;text-indent:-36.0pt;
mso-pagination:none;text-autospace:none'><span lang=3DES style=3D'font-size=
:10.0pt;
mso-ansi-language:ES;mso-fareast-language:EN-US'>Ecuador Chequea. (2024a,
September 3). <i>Metodologia - Ecuador Chequea</i>.
https://ecuadorchequea.com/metodologia/<o:p></o:p></span></p>

<p class=3DMsoNormal align=3Dleft style=3D'margin-top:0cm;margin-right:0cm;
margin-bottom:12.0pt;margin-left:36.0pt;text-align:left;text-indent:-36.0pt;
mso-pagination:none;text-autospace:none'><span lang=3DES style=3D'font-size=
:10.0pt;
mso-ansi-language:ES;mso-fareast-language:EN-US'><span
style=3D'mso-spacerun:yes'>Â </span>Ecuador Chequea. (2024b, September 13).
Nuestra historia - Ecuador Chequea. </span><span lang=3DES-EC><a
href=3D"https://ecuadorchequea.com/historia/"><span lang=3DES style=3D'font=
-size:
10.0pt;color:windowtext;mso-ansi-language:ES;mso-fareast-language:EN-US;
text-decoration:none;text-underline:none'>https://ecuadorchequea.com/histor=
ia/</span></a></span><span
lang=3DES style=3D'font-size:10.0pt;mso-ansi-language:ES;mso-fareast-langua=
ge:EN-US'>
<o:p></o:p></span></p>

<p class=3DMsoNormal align=3Dleft style=3D'margin-top:0cm;margin-right:0cm;
margin-bottom:12.0pt;margin-left:36.0pt;text-align:left;text-indent:-36.0pt;
mso-pagination:none;text-autospace:none'><span lang=3DES style=3D'font-size=
:10.0pt;
mso-ansi-language:ES;mso-fareast-language:EN-US'><span
style=3D'mso-spacerun:yes'>Â </span>Ecuador Verifica. (2024, February 17). =
<i>QUIÃ‰NES
SOMOS - Ecuador verifica</i>. https://ecuadorverifica.org/quienes-somos/<o:=
p></o:p></span></p>

<p class=3DMsoNormal align=3Dleft style=3D'margin-top:0cm;margin-right:0cm;
margin-bottom:12.0pt;margin-left:36.0pt;text-align:left;text-indent:-36.0pt;
mso-pagination:none;text-autospace:none'><span lang=3DES style=3D'font-size=
:10.0pt;
mso-ansi-language:ES;mso-fareast-language:EN-US'>Garrido-MuÃ±oz,<span
style=3D'letter-spacing:.35pt'> </span>I.,<span style=3D'letter-spacing:.4p=
t'> </span>MartÃ­nez-Santiago,<span
style=3D'letter-spacing:.45pt'> </span>F.,<span style=3D'letter-spacing:.4p=
t'> </span>&amp;<span
style=3D'letter-spacing:.4pt'> </span>Montejo-RÃ¡ez,<span style=3D'letter-s=
pacing:
.45pt'> </span>A.<span style=3D'letter-spacing:.4pt'> </span>(2023).<span
style=3D'letter-spacing:.55pt'> </span></span><span lang=3DEN-IE style=3D'f=
ont-size:
10.0pt;mso-ansi-language:EN-IE;mso-fareast-language:EN-US'>MarIA<span
style=3D'letter-spacing:.4pt'> </span>and<span style=3D'letter-spacing:.45p=
t'> </span>BETO<span
style=3D'letter-spacing:.35pt'> </span>are<span style=3D'letter-spacing:.5p=
t'> </span><span
style=3D'letter-spacing:-.1pt'>sexist:</span><o:p></o:p></span></p>

<p class=3DMsoNormal align=3Dleft style=3D'margin-top:0cm;margin-right:0cm;
margin-bottom:12.0pt;margin-left:36.0pt;text-align:left;text-indent:-36.0pt;
mso-pagination:none;text-autospace:none'><span lang=3DEN-IE style=3D'font-s=
ize:
10.0pt;mso-ansi-language:EN-IE;mso-fareast-language:EN-US'>Evaluating<span
style=3D'letter-spacing:-.55pt'> </span>gender<span style=3D'letter-spacing=
:-.45pt'>
</span>bias<span style=3D'letter-spacing:-.5pt'> </span>in<span style=3D'le=
tter-spacing:
-.55pt'> </span>large<span style=3D'letter-spacing:-.5pt'> </span>language<=
span
style=3D'letter-spacing:-.5pt'> </span>models<span style=3D'letter-spacing:=
-.5pt'> </span>for<span
style=3D'letter-spacing:-.5pt'> </span>Spanish.<span style=3D'letter-spacin=
g:-.3pt'>
</span><i style=3D'mso-bidi-font-style:normal'>Language<span style=3D'lette=
r-spacing:
-.5pt'> </span>Resources<span style=3D'letter-spacing:-.5pt'> </span>and
Evaluation 58, </i><span style=3D'mso-bidi-font-style:italic'>1387â€“1417</=
span>. </span><span
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lang=3DEN-IE style=3D'font-size:10.0pt;color:windowtext;mso-ansi-language:E=
N-IE;
mso-fareast-language:EN-US;text-decoration:none;text-underline:none'>https:=
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lang=3DEN-IE style=3D'font-size:10.0pt;mso-ansi-language:EN-IE;mso-fareast-=
language:
EN-US'><o:p></o:p></span></p>

<p class=3DMsoNormal align=3Dleft style=3D'margin-top:0cm;margin-right:0cm;
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&amp; Pla, F. (2021). </span><span lang=3DEN-IE style=3D'font-size:10.0pt;
mso-ansi-language:EN-IE;mso-fareast-language:EN-US'>TWilBert: Pre-trained d=
eep
bidirectional transformers for Spanish. </span><i style=3D'mso-bidi-font-st=
yle:
normal'><span lang=3DES style=3D'font-size:10.0pt;mso-ansi-language:ES;mso-=
fareast-language:
EN-US'>Neurocomputing, 426</span></i><span lang=3DES style=3D'font-size:10.=
0pt;
mso-ansi-language:ES;mso-fareast-language:EN-US'>, 58-69. </span><span
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><span
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mso-fareast-language:EN-US;text-decoration:none;text-underline:none'>https:=
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lang=3DES style=3D'font-size:10.0pt;mso-ansi-language:ES;mso-fareast-langua=
ge:EN-US'>
<o:p></o:p></span></p>

<p class=3DMsoNormal align=3Dleft style=3D'margin-top:0cm;margin-right:0cm;
margin-bottom:12.0pt;margin-left:36.0pt;text-align:left;text-indent:-36.0pt;
mso-pagination:none;text-autospace:none'><span lang=3DES style=3D'font-size=
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Armengol-EstapÃ©, J., PÃ mies, M., Llop-Palao, J., Silveira-Ocampo, J., Pio
Carrino, C., . . . </span><span lang=3DEN-IE style=3D'font-size:10.0pt;mso-=
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EN-IE;mso-fareast-language:EN-US'>Villega, M. (2021). Maria: Spanish langua=
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models. <i style=3D'mso-bidi-font-style:normal'>{arXiv preprint <span
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normal'><span lang=3DEN-IE style=3D'font-size:10.0pt;color:windowtext;lette=
r-spacing:
-.1pt;mso-ansi-language:EN-IE;mso-fareast-language:EN-US;text-decoration:no=
ne;
text-underline:none'><br>
https://doi.org/10.26342/2022-68-3</span></i></a></span><i style=3D'mso-bid=
i-font-style:
normal'><span lang=3DEN-IE style=3D'font-size:10.0pt;letter-spacing:-.1pt;
mso-ansi-language:EN-IE;mso-fareast-language:EN-US'><o:p></o:p></span></i><=
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<p class=3DMsoNormal align=3Dleft style=3D'margin-top:0cm;margin-right:0cm;
margin-bottom:12.0pt;margin-left:36.0pt;text-align:left;text-indent:-36.0pt;
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mso-ansi-language:EN-IE;mso-fareast-language:EN-US'>BERTuit: Understanding
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nt-style:
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style=3D'font-size:10.0pt;color:windowtext;mso-ansi-language:EN-IE;mso-fare=
ast-language:
EN-US;text-decoration:none;text-underline:none'>https://doi.org/10.48550/ar=
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language:
EN-US'><o:p></o:p></span></p>

<p class=3DMsoNormal align=3Dleft style=3D'margin-top:0cm;margin-right:0cm;
margin-bottom:12.0pt;margin-left:36.0pt;text-align:left;text-indent:-36.0pt;
mso-pagination:none;text-autospace:none'><span lang=3DEN-IE style=3D'font-s=
ize:
10.0pt;mso-ansi-language:EN-IE;mso-fareast-language:EN-US'>IFCN Code of
Principles. (2024a). <i style=3D'mso-bidi-font-style:normal'>The commitment=
s of
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href=3D"https://www.ifcncodeofprinciples.poynter.org/"><span lang=3DEN-US
style=3D'font-size:10.0pt;color:windowtext;letter-spacing:-.1pt;mso-ansi-la=
nguage:
EN-US;mso-fareast-language:EN-US;text-decoration:none;text-underline:none'>=
https://www.ifcncodeofprinciples.poynter.org/</span></a></span><span
lang=3DEN-US style=3D'font-size:10.0pt;mso-ansi-language:EN-US;mso-fareast-=
language:
EN-US'><o:p></o:p></span></p>

<p class=3DMsoNormal align=3Dleft style=3D'margin-top:0cm;margin-right:0cm;
margin-bottom:12.0pt;margin-left:36.0pt;text-align:left;text-indent:-36.0pt;
mso-pagination:none;text-autospace:none'><span lang=3DEN-IE style=3D'font-s=
ize:
10.0pt;mso-ansi-language:EN-IE;mso-fareast-language:EN-US'>IFCN Code of
Principles. (2024b). <i style=3D'mso-bidi-font-style:normal'>Verified signa=
tories
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href=3D"https://www.ifcncodeofprinciples.poynter.org/signatories"><span
lang=3DEN-IE style=3D'font-size:10.0pt;color:windowtext;letter-spacing:-.1p=
t;
mso-ansi-language:EN-IE;mso-fareast-language:EN-US;text-decoration:none;
text-underline:none'>https://www.ifcncodeofprinciples.poynter.org/signatori=
es</span></a></span><span
lang=3DEN-IE style=3D'font-size:10.0pt;mso-ansi-language:EN-IE;mso-fareast-=
language:
EN-US'><o:p></o:p></span></p>

<p class=3DMsoNormal align=3Dleft style=3D'margin-top:0cm;margin-right:0cm;
margin-bottom:12.0pt;margin-left:36.0pt;text-align:left;text-indent:-36.0pt;
mso-pagination:none;text-autospace:none'><span lang=3DEN-IE style=3D'font-s=
ize:
10.0pt;mso-ansi-language:EN-IE;mso-fareast-language:EN-US'>Ireton,<span
style=3D'letter-spacing:-.4pt'> </span>C.,<span style=3D'letter-spacing:-.5=
5pt'> </span>&amp;<span
style=3D'letter-spacing:-.35pt'> </span>Posetti,<span style=3D'letter-spaci=
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le:normal'><span
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ge:EN-US'>Periodismo,â€œnoticias<span
style=3D'letter-spacing:-.4pt'> </span>falsasâ€<span style=3D'letter-spaci=
ng:-.4pt'>
</span>&amp;<span style=3D'letter-spacing:-.35pt'> </span>desinformaciÃ³n:<=
span
style=3D'letter-spacing:-.5pt'> </span>Manual<span style=3D'letter-spacing:=
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</span>de<span style=3D'letter-spacing:-.4pt'> </span>EducaciÃ³n y Capacita=
ciÃ³n en
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anguage:
ES;mso-fareast-language:EN-US'>ParÃ­s; Santo Domingo, Francia: OrganizaciÃ³=
n de
las Naciones Unidas para la EducaciÃ³n, la Ciencia y la Cultura UNESCO y el
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style=3D'mso-spacerun:yes'>Â  </span><span style=3D'letter-spacing:-.1pt'>h=
ttps://unesdoc.unesco.org/ark:/48223/pf0000373349</span><o:p></o:p></span><=
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<p class=3DMsoNormal align=3Dleft style=3D'margin-top:0cm;margin-right:0cm;
margin-bottom:12.0pt;margin-left:36.0pt;text-align:left;text-indent:-36.0pt;
mso-pagination:none;text-autospace:none'><span lang=3DES style=3D'font-size=
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News Detection in Spanish Using Deep Learning Techniques. <i style=3D'mso-b=
idi-font-style:
normal'>arXiv preprint </i></span><span lang=3DES-EC><a
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10.0pt;color:windowtext;mso-ansi-language:EN-IE;mso-fareast-language:EN-US;
text-decoration:none;text-underline:none'>arXiv:2110.06461v1</span></a></sp=
an><span
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language:
EN-US'> </span><span lang=3DES-EC><a
href=3D"https://doi.org/10.48550/arXiv.2110.06461"><span lang=3DEN-IE
style=3D'font-size:10.0pt;color:windowtext;mso-ansi-language:EN-IE;mso-fare=
ast-language:
EN-US;text-decoration:none;text-underline:none'><br>
https://doi.org/10.48550/arXiv.2110.06461</span></a></span><span lang=3DEN-=
IE
style=3D'font-size:10.0pt;mso-ansi-language:EN-IE;mso-fareast-language:EN-U=
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<p class=3DMsoNormal align=3Dleft style=3D'margin-top:0cm;margin-right:0cm;
margin-bottom:12.0pt;margin-left:36.0pt;text-align:left;text-indent:-36.0pt;
mso-pagination:none;text-autospace:none'><span lang=3DEN-IE style=3D'font-s=
ize:
10.0pt;mso-ansi-language:EN-US;mso-fareast-language:EN-US'><span
style=3D'mso-spacerun:yes'>Â </span></span><span lang=3DES style=3D'font-si=
ze:10.0pt;
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work
for fake news detection in the health domain. </span><i><span lang=3DES
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ONE, 19</span></i><span lang=3DES style=3D'font-size:10.0pt;mso-ansi-langua=
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</span>Models<span style=3D'letter-spacing:1.5pt'> </span>for Topic<span
style=3D'letter-spacing:1.5pt'> </span>Classification<span style=3D'letter-=
spacing:
1.5pt'> </span>in<span style=3D'letter-spacing:-.1pt'> </span>the<span
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<p class=3DMsoNormal align=3Dleft style=3D'margin-top:0cm;margin-right:0cm;
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an
style=3D'letter-spacing:-.55pt'> </span>A.,<span style=3D'letter-spacing:-.=
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style=3D'mso-bidi-font-style:normal'>Red Internacional de VerificaciÃ³n de =
Datos
(IFCN)</i>. </span><span lang=3DES-EC><a href=3D"https://www.poynter.org/if=
cn/"><span
lang=3DEN-US style=3D'font-size:10.0pt;color:windowtext;letter-spacing:-.1p=
t;
mso-ansi-language:EN-US;mso-fareast-language:EN-US;text-decoration:none;
text-underline:none'>https://www.poynter.org/ifcn/</span></a></span><span
lang=3DEN-US style=3D'font-size:10.0pt;mso-ansi-language:EN-US;mso-fareast-=
language:
EN-US'><o:p></o:p></span></p>

<p class=3DMsoNormal align=3Dleft style=3D'margin-top:0cm;margin-right:0cm;
margin-bottom:12.0pt;margin-left:36.0pt;text-align:left;text-indent:-36.0pt;
mso-pagination:none;text-autospace:none'><span lang=3DEN-IE style=3D'font-s=
ize:
10.0pt;mso-ansi-language:EN-IE;mso-fareast-language:EN-US'>Sarker, I. H.
(2021). Deep Learning: A Comprehensive Overview on Techniques, Taxonomy,
Applications and Research Directions. <i style=3D'mso-bidi-font-style:norma=
l'>SN
Computer Science</i>, <i style=3D'mso-bidi-font-style:normal'>2</i>(6), 420=
. </span><span
lang=3DES-EC><a href=3D"https://doi.org/10.1007/s42979-021-00815-1"><span
lang=3DEN-IE style=3D'font-size:10.0pt;color:windowtext;letter-spacing:-.1p=
t;
mso-ansi-language:EN-IE;mso-fareast-language:EN-US;text-decoration:none;
text-underline:none'>https://doi.org/10.1007/s42979-021-00815-1</span></a><=
/span><span
lang=3DEN-IE style=3D'font-size:10.0pt;mso-ansi-language:EN-IE;mso-fareast-=
language:
EN-US'><o:p></o:p></span></p>

<p class=3DMsoNormal align=3Dleft style=3D'margin-top:0cm;margin-right:0cm;
margin-bottom:12.0pt;margin-left:36.0pt;text-align:left;text-indent:-36.0pt;
mso-pagination:none;text-autospace:none'><span lang=3DEN-IE style=3D'font-s=
ize:
10.0pt;mso-ansi-language:EN-IE;mso-fareast-language:EN-US'>Sarker, I. H.
(2022). AI-Based Modeling: Techniques, Applications and Research Issues Tow=
ards
Automation, Intelligent and Smart Systems. <i style=3D'mso-bidi-font-style:=
normal'>SN
Computer Science</i>, <i style=3D'mso-bidi-font-style:normal'>3</i>(2), 158=
. </span><span
lang=3DES-EC><a href=3D"https://doi.org/10.1007/s42979-022-01043-x"><span
lang=3DEN-IE style=3D'font-size:10.0pt;color:windowtext;letter-spacing:-.1p=
t;
mso-ansi-language:EN-IE;mso-fareast-language:EN-US;text-decoration:none;
text-underline:none'>https://doi.org/10.1007/s42979-022-01043-x</span></a><=
/span><span
lang=3DEN-IE style=3D'font-size:10.0pt;mso-ansi-language:EN-IE;mso-fareast-=
language:
EN-US'><o:p></o:p></span></p>

<p class=3Dparagraph align=3Dleft style=3D'margin-top:0cm;margin-right:0cm;
margin-bottom:12.0pt;margin-left:36.0pt;text-align:left;text-indent:-36.0pt=
'><span
lang=3DEN-IE style=3D'font-size:10.0pt;mso-ansi-language:EN-IE;mso-fareast-=
language:
EN-US'>Sellami, R., Sadat, F.,<span style=3D'letter-spacing:-.1pt'> </span>=
&amp;
Beluith, L.<span style=3D'letter-spacing:-.15pt'> </span>H. (2018). Buildin=
g and
Exploiting Domain-Specific Comparable Corpora for Statistical Machine
Translation. En K. Shaalan, A. E. Hassanien, &amp; F. Tolba (Eds.), <i>Inte=
lligent
Natural Language Processing: Trends and Applications</i> (pp. 659-676).<span
style=3D'letter-spacing:-.7pt'> </span>Springer<span style=3D'letter-spacin=
g:-.7pt'>
</span>International<span style=3D'letter-spacing:-.7pt'> </span>Publishing=
.<span
style=3D'letter-spacing:-.65pt'> </span></span><span lang=3DES-EC><a
href=3D"https://doi.org/10.1007/978-3-319-67056-0_31"><span lang=3DEN-IE
style=3D'font-size:10.0pt;color:windowtext;mso-ansi-language:EN-IE;mso-fare=
ast-language:
EN-US;text-decoration:none;text-underline:none'>https://doi.org/10.1007/978=
-3-319-67056-</span></a></span><span
lang=3DEN-IE style=3D'font-size:10.0pt;mso-ansi-language:EN-IE;mso-fareast-=
language:
EN-US'> </span><span lang=3DES-EC><a
href=3D"https://doi.org/10.1007/978-3-319-67056-0_31"><span lang=3DEN-IE
style=3D'font-size:10.0pt;color:windowtext;letter-spacing:-.2pt;mso-ansi-la=
nguage:
EN-IE;mso-fareast-language:EN-US;text-decoration:none;text-underline:none'>=
0_31</span></a></span><span
style=3D'font-size:10.0pt;mso-ansi-language:ES-MX'><o:p></o:p></span></p>

</div>

<div style=3D'mso-element:footnote-list'><![if !supportFootnotes]><br clear=
=3Dall>

<hr align=3Dleft size=3D1 width=3D"33%">

<![endif]>

<div style=3D'mso-element:footnote' id=3Dftn1>

<p class=3DMsoFootnoteText><a style=3D'mso-footnote-id:ftn1' href=3D"#_ftnr=
ef1"
name=3D"_ftn1" title=3D""><span class=3DMsoFootnoteReference><span lang=3DE=
S-EC><span
style=3D'mso-special-character:footnote'><![if !supportFootnotes]><span
class=3DMsoFootnoteReference><span lang=3DES-EC style=3D'font-size:10.0pt;f=
ont-family:
"Calibri",sans-serif;mso-ascii-theme-font:minor-latin;mso-fareast-font-fami=
ly:
Calibri;mso-fareast-theme-font:minor-latin;mso-hansi-theme-font:minor-latin;
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
mso-ansi-language:ES-EC;mso-fareast-language:EN-US;mso-bidi-language:AR-SA'=
>[1]</span></span><![endif]></span></span></span></a><span
lang=3DES-EC style=3D'mso-ansi-language:EN-US'> </span><span lang=3DEN-US
style=3D'mso-bidi-font-size:11.0pt;font-family:"Times New Roman",serif;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:EN-US'>For the
Collins Dictionary, it is &quot;false information, often sensational,
disseminated under the guise of news,&quot; while the Oxford Dictionary def=
ines
it as &quot;news that conveys or incorporates false, fabricated, or
deliberately misleading information, or that is characterized or accused of
doing so&quot;.</span><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'>=
<o:p></o:p></span></p>

</div>

<div style=3D'mso-element:footnote' id=3Dftn2>

<p class=3DMsoFootnoteText><a style=3D'mso-footnote-id:ftn2' href=3D"#_ftnr=
ef2"
name=3D"_ftn2" title=3D""><span class=3DMsoFootnoteReference><span lang=3DE=
S-EC><span
style=3D'mso-special-character:footnote'><![if !supportFootnotes]><span
class=3DMsoFootnoteReference><span lang=3DES-EC style=3D'font-size:10.0pt;f=
ont-family:
"Calibri",sans-serif;mso-ascii-theme-font:minor-latin;mso-fareast-font-fami=
ly:
Calibri;mso-fareast-theme-font:minor-latin;mso-hansi-theme-font:minor-latin;
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
mso-ansi-language:ES-EC;mso-fareast-language:EN-US;mso-bidi-language:AR-SA'=
>[2]</span></span><![endif]></span></span></span></a><span
lang=3DES-EC style=3D'mso-ansi-language:EN-US'> </span><span lang=3DEN-US
style=3D'mso-bidi-font-size:11.0pt;font-family:"Times New Roman",serif;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:EN-US'>It brings
together a growing community of data verifiers from around the world and
advocates for factual information in the global fight against misinformatio=
n.<span
style=3D'letter-spacing:2.0pt'> </span>(Poynter, 2024).</span><span lang=3D=
EN-US
style=3D'mso-ansi-language:EN-US'><o:p></o:p></span></p>

</div>

<div style=3D'mso-element:footnote' id=3Dftn3>

<p class=3DMsoFootnoteText><a style=3D'mso-footnote-id:ftn3' href=3D"#_ftnr=
ef3"
name=3D"_ftn3" title=3D""><span class=3DMsoFootnoteReference><span lang=3DE=
S-EC><span
style=3D'mso-special-character:footnote'><![if !supportFootnotes]><span
class=3DMsoFootnoteReference><span lang=3DES-EC style=3D'font-size:10.0pt;f=
ont-family:
"Calibri",sans-serif;mso-ascii-theme-font:minor-latin;mso-fareast-font-fami=
ly:
Calibri;mso-fareast-theme-font:minor-latin;mso-hansi-theme-font:minor-latin;
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
mso-ansi-language:ES-EC;mso-fareast-language:EN-US;mso-bidi-language:AR-SA'=
>[3]</span></span><![endif]></span></span></span></a><span
lang=3DES-EC style=3D'mso-ansi-language:EN-US'> </span><span lang=3DEN-US
style=3D'mso-bidi-font-size:11.0pt;font-family:"Times New Roman",serif;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:EN-US'>Comprise=
d<span
style=3D'letter-spacing:-.1pt'> </span>of<span style=3D'letter-spacing:-.15=
pt'> </span>five<span
style=3D'letter-spacing:-.15pt'> </span>guiding<span style=3D'letter-spacin=
g:-.1pt'>
</span>principles<span style=3D'letter-spacing:-.2pt'> </span>that<span
style=3D'letter-spacing:-.15pt'> </span>signatories<span style=3D'letter-sp=
acing:
-.2pt'> </span>of<span style=3D'letter-spacing:-.15pt'> </span>the<span
style=3D'letter-spacing:-.25pt'> </span>IFCN<span style=3D'letter-spacing:-=
.15pt'> </span>commit<span
style=3D'letter-spacing:-.2pt'> </span>to<span style=3D'letter-spacing:-.1p=
t'> </span>uphold:<span
style=3D'letter-spacing:-.3pt'> </span>1)<span style=3D'letter-spacing:-.15=
pt'> </span>a<span
style=3D'letter-spacing:-.25pt'> </span>commitment to independence and
impartiality; 2) transparency of sources; 3) transparency in funding; 4)
transparency with methodology; and 5) a commitment to open and honest
correction. (IFCN Code of Principles, 2024a,b).</span><span lang=3DEN-US
style=3D'mso-ansi-language:EN-US'><o:p></o:p></span></p>

</div>

<div style=3D'mso-element:footnote' id=3Dftn4>

<p class=3DMsoFootnoteText><a style=3D'mso-footnote-id:ftn4' href=3D"#_ftnr=
ef4"
name=3D"_ftn4" title=3D""><span class=3DMsoFootnoteReference><span lang=3DE=
S-EC><span
style=3D'mso-special-character:footnote'><![if !supportFootnotes]><span
class=3DMsoFootnoteReference><span lang=3DES-EC style=3D'font-size:10.0pt;f=
ont-family:
"Calibri",sans-serif;mso-ascii-theme-font:minor-latin;mso-fareast-font-fami=
ly:
Calibri;mso-fareast-theme-font:minor-latin;mso-hansi-theme-font:minor-latin;
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
mso-ansi-language:ES-EC;mso-fareast-language:EN-US;mso-bidi-language:AR-SA'=
>[4]</span></span><![endif]></span></span></span></a><span
lang=3DES-EC style=3D'mso-ansi-language:EN-US'> </span><span lang=3DEN-US
style=3D'mso-bidi-font-size:11.0pt;font-family:"Times New Roman",serif;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:EN-US'>It is<sp=
an
style=3D'letter-spacing:-.05pt'> </span>a journalistic research institute o=
f the
Sanford School of Public Policy at Duke University, whose main projects foc=
us
on fact-checking.<span style=3D'letter-spacing:2.0pt'> </span>(Duke Reporte=
rs'
Lab, 2024).</span><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><o:p=
></o:p></span></p>

</div>

<div style=3D'mso-element:footnote' id=3Dftn5>

<p class=3DMsoFootnoteText><a style=3D'mso-footnote-id:ftn5' href=3D"#_ftnr=
ef5"
name=3D"_ftn5" title=3D""><span class=3DMsoFootnoteReference><span lang=3DE=
S-EC><span
style=3D'mso-special-character:footnote'><![if !supportFootnotes]><span
class=3DMsoFootnoteReference><span lang=3DES-EC style=3D'font-size:10.0pt;f=
ont-family:
"Calibri",sans-serif;mso-ascii-theme-font:minor-latin;mso-fareast-font-fami=
ly:
Calibri;mso-fareast-theme-font:minor-latin;mso-hansi-theme-font:minor-latin;
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
mso-ansi-language:ES-EC;mso-fareast-language:EN-US;mso-bidi-language:AR-SA'=
>[5]</span></span><![endif]></span></span></span></a><span
lang=3DES-EC style=3D'mso-ansi-language:EN-US'> </span><span lang=3DEN-US
style=3D'mso-bidi-font-size:11.0pt;font-family:"Times New Roman",serif;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:EN-US'>It is a
global geographical representation where sites accredited for verification =
by
the IFCN or Duke Reportersâ€™ Lab are registered.<span style=3D'letter-spac=
ing:
2.0pt'> </span></span><span lang=3DES style=3D'mso-bidi-font-size:11.0pt;
font-family:"Times New Roman",serif;mso-fareast-font-family:"Times New Roma=
n";
mso-ansi-language:ES'>(Universidad de Las AmÃ©ricas, 2021).</span><span
style=3D'mso-ansi-language:ES-MX'><o:p></o:p></span></p>

</div>

<div style=3D'mso-element:footnote' id=3Dftn6>

<p class=3DMsoFootnoteText><a style=3D'mso-footnote-id:ftn6' href=3D"#_ftnr=
ef6"
name=3D"_ftn6" title=3D""><span class=3DMsoFootnoteReference><span lang=3DE=
S-EC><span
style=3D'mso-special-character:footnote'><![if !supportFootnotes]><span
class=3DMsoFootnoteReference><span lang=3DES-EC style=3D'font-size:10.0pt;f=
ont-family:
"Calibri",sans-serif;mso-ascii-theme-font:minor-latin;mso-fareast-font-fami=
ly:
Calibri;mso-fareast-theme-font:minor-latin;mso-hansi-theme-font:minor-latin;
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
mso-ansi-language:ES-EC;mso-fareast-language:EN-US;mso-bidi-language:AR-SA'=
>[6]</span></span><![endif]></span></span></span></a><span
lang=3DES-EC style=3D'mso-ansi-language:ES-MX'> </span><span style=3D'mso-b=
idi-font-size:
11.0pt;font-family:"Times New Roman",serif;mso-fareast-font-family:"Times N=
ew Roman";
mso-ansi-language:ES-MX'>Methodology<span style=3D'letter-spacing:2.0pt'> <=
/span>Used<span
style=3D'letter-spacing:2.0pt'> </span>by<span style=3D'letter-spacing:2.0p=
t'> </span>Ecuador<span
style=3D'letter-spacing:2.0pt'> </span>Chequea<span style=3D'letter-spacing=
:2.0pt'>
</span>https://ecuadorchequea.com/metodologia/<span style=3D'letter-spacing=
:2.0pt'>
</span>and<span style=3D'letter-spacing:2.0pt'> </span>Ecuador Verifica
https://ecuadorverifica.org/metodologia/</span><span style=3D'mso-ansi-lang=
uage:
ES-MX'><o:p></o:p></span></p>

</div>

<div style=3D'mso-element:footnote' id=3Dftn7>

<p class=3DMsoFootnoteText><a style=3D'mso-footnote-id:ftn7' href=3D"#_ftnr=
ef7"
name=3D"_ftn7" title=3D""><span class=3DMsoFootnoteReference><span lang=3DE=
S-EC><span
style=3D'mso-special-character:footnote'><![if !supportFootnotes]><span
class=3DMsoFootnoteReference><span lang=3DES-EC style=3D'font-size:10.0pt;f=
ont-family:
"Calibri",sans-serif;mso-ascii-theme-font:minor-latin;mso-fareast-font-fami=
ly:
Calibri;mso-fareast-theme-font:minor-latin;mso-hansi-theme-font:minor-latin;
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
mso-ansi-language:ES-EC;mso-fareast-language:EN-US;mso-bidi-language:AR-SA'=
>[7]</span></span><![endif]></span></span></span></a><span
lang=3DES-EC style=3D'mso-ansi-language:EN-US'> </span><span lang=3DEN-US
style=3D'mso-bidi-font-size:11.0pt;font-family:"Times New Roman",serif;
mso-fareast-font-family:"Times New Roman";letter-spacing:-.1pt;mso-ansi-lan=
guage:
EN-US'>bert-base-spanish-wwm-uncased</span><span lang=3DEN-US style=3D'mso-=
bidi-font-size:
11.0pt;font-family:"Times New Roman",serif;mso-fareast-font-family:"Times N=
ew Roman";
letter-spacing:2.8pt;mso-ansi-language:EN-US'> </span><span lang=3DES-EC><a
href=3D"https://huggingface.co/dccuchile/bert-base-spanish-wwm-uncased"><sp=
an
lang=3DEN-US style=3D'mso-bidi-font-size:11.0pt;font-family:"Times New Roma=
n",serif;
mso-fareast-font-family:"Times New Roman";color:windowtext;letter-spacing:-=
.1pt;
mso-ansi-language:EN-US;text-decoration:none;text-underline:none'>https://h=
uggingface.co/dccuchile/bert-base-spanish-wwm-uncased</span></a></span><span
lang=3DEN-US style=3D'mso-ansi-language:EN-US'><o:p></o:p></span></p>

</div>

<div style=3D'mso-element:footnote' id=3Dftn8>

<p class=3DMsoFootnoteText><a style=3D'mso-footnote-id:ftn8' href=3D"#_ftnr=
ef8"
name=3D"_ftn8" title=3D""><span class=3DMsoFootnoteReference><span lang=3DE=
S-EC><span
style=3D'mso-special-character:footnote'><![if !supportFootnotes]><span
class=3DMsoFootnoteReference><span lang=3DES-EC style=3D'font-size:10.0pt;f=
ont-family:
"Calibri",sans-serif;mso-ascii-theme-font:minor-latin;mso-fareast-font-fami=
ly:
Calibri;mso-fareast-theme-font:minor-latin;mso-hansi-theme-font:minor-latin;
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
mso-ansi-language:ES-EC;mso-fareast-language:EN-US;mso-bidi-language:AR-SA'=
>[8]</span></span><![endif]></span></span></span></a><span
lang=3DES-EC> </span><span lang=3DES style=3D'mso-bidi-font-size:11.0pt;fon=
t-family:
"Times New Roman",serif;mso-fareast-font-family:"Times New Roman";letter-sp=
acing:
-.1pt;mso-ansi-language:ES'>PlanTL-GOB-ES/roberta-base-bne</span><span lang=
=3DES
style=3D'mso-bidi-font-size:11.0pt;font-family:"Times New Roman",serif;
mso-fareast-font-family:"Times New Roman";letter-spacing:2.6pt;mso-ansi-lan=
guage:
ES'> </span><span lang=3DES-EC><a
href=3D"https://huggingface.co/PlanTL-GOB-ES/roberta-base-bne"><span lang=
=3DES
style=3D'mso-bidi-font-size:11.0pt;font-family:"Times New Roman",serif;
mso-fareast-font-family:"Times New Roman";color:windowtext;letter-spacing:-=
.1pt;
mso-ansi-language:ES;text-decoration:none;text-underline:none'>https://hugg=
ingface.co/PlanTL-GOB-ES/roberta-base-</span><span
lang=3DES style=3D'mso-bidi-font-size:11.0pt;font-family:"Times New Roman",=
serif;
mso-fareast-font-family:"Times New Roman";color:windowtext;letter-spacing:-=
.25pt;
mso-ansi-language:ES;text-decoration:none;text-underline:none'>bne</span></=
a></span><span
style=3D'mso-ansi-language:ES-MX'><o:p></o:p></span></p>

</div>

<div style=3D'mso-element:footnote' id=3Dftn9>

<p class=3DMsoFootnoteText><a style=3D'mso-footnote-id:ftn9' href=3D"#_ftnr=
ef9"
name=3D"_ftn9" title=3D""><span class=3DMsoFootnoteReference><span lang=3DE=
S-EC><span
style=3D'mso-special-character:footnote'><![if !supportFootnotes]><span
class=3DMsoFootnoteReference><span lang=3DES-EC style=3D'font-size:10.0pt;f=
ont-family:
"Calibri",sans-serif;mso-ascii-theme-font:minor-latin;mso-fareast-font-fami=
ly:
Calibri;mso-fareast-theme-font:minor-latin;mso-hansi-theme-font:minor-latin;
mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;
mso-ansi-language:ES-EC;mso-fareast-language:EN-US;mso-bidi-language:AR-SA'=
>[9]</span></span><![endif]></span></span></span></a><span
lang=3DES-EC style=3D'mso-ansi-language:EN-US'> </span><span lang=3DEN-US
style=3D'font-family:"Times New Roman",serif;mso-ansi-language:EN-US'>pysen=
timiento/robertuito-base-cased
</span><span lang=3DES-EC><a
href=3D"https://huggingface.co/pysentimiento/robertuito-base-cased"><span
lang=3DEN-US style=3D'font-family:"Times New Roman",serif;color:windowtext;
mso-ansi-language:EN-US;text-decoration:none;text-underline:none'>https://h=
uggingface.co/pysentimiento/robertuito-base-cased</span></a></span><span
lang=3DEN-US style=3D'font-family:"Times New Roman",serif;mso-ansi-language=
:EN-US'>
</span><span lang=3DEN-US style=3D'mso-ansi-language:EN-US'><o:p></o:p></sp=
an></p>

</div>

<div style=3D'mso-element:footnote' id=3Dftn10>

<p class=3DMsoFootnoteText><a style=3D'mso-footnote-id:ftn10' href=3D"#_ftn=
ref10"
name=3D"_ftn10" title=3D""><span class=3DMsoFootnoteReference><span lang=3D=
ES-EC><span
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