Update README.md

README.md

@@ -57,27 +57,27 @@ The distribution of the entities is as follows:
 </thead>
 <tbody>
     <td><br>train</td>
-    <td><br><b>7,539,692</b></td>
-    <td><br><b>307,144</b></td>
-    <td><br><b>286,746</b></td>
-    <td><br><b>127,089</b></td>
-    <td><br><b>799,494</b></td>  
+    <td><br>7,539,692</td>
+    <td><br>307,144</td>
+    <td><br>286,746</td>
+    <td><br>127,089</td>
+    <td><br>799,494</td>  
   </tr>
   <tr>
     <td><br>validation</td>
-    <td><br><b>544,580</b></td>
-    <td><br><b>24,034</b></td>
-    <td><br><b>21,585</b></td>
-    <td><br><b>5,927</b></td>
-    <td><br><b>18,221</b></td>  
+    <td><br>544,580</td>
+    <td><br>24,034</td>
+    <td><br>21,585</td>
+    <td><br>5,927</td>
+    <td><br>18,221</td>  
   </tr>
   <tr>
     <td><br>test</td>
-    <td><br><b>720,623</b></td>
-    <td><br><b>32,870</b></td>
-    <td><br><b>29,683</b></td>
-    <td><br><b>7,911</b></td>
-    <td><br><b>21,760</b></td>  
+    <td><br>720,623</td>
+    <td><br>32,870</td>
+    <td><br>29,683</td>
+    <td><br>7,911</td>
+    <td><br>21,760</td>  
   </tr>
 </tbody>
 </table>
@@ -216,18 +216,18 @@ For space reasons, we show only the F1 of the different models. You can see the
     <tr>
         <td rowspan="3"><br><a href="https://hf/CATIE-AQ/NERmembert-base-3entities">NERmembert-base-3entities</a></td>
         <td><br>Precision</td>
-        <td><br>A</td>
-        <td><br>B</td>
-        <td><br>C</td>
+        <td><br>0.973</td>
+        <td><br>0.955</td>
+        <td><br>0.886</td>
         <td><br>0</td>
         <td><br>X</td>
         <td><br>X</td>
     </tr>
     <tr>
         <td><br>Recall</td>
-        <td><br>A</td>
-        <td><br>B</td>
-        <td><br>C</td>
+        <td><br>0.983</td>
+        <td><br>0.960</td>
+        <td><br>0.923</td>
         <td><br>0</td>
         <td><br>X</td>
         <td><br>X</td>
@@ -262,12 +262,12 @@ For space reasons, we show only the F1 of the different models. You can see the
     </tr>
     <tr>
         <td>F1</td>
-        <td><br><b>0.978</b></td>
-        <td><br><b>0.958</b></td>
-        <td><br><b>0.903</b></td>
-        <td><br><b>0.814</b></td>
-        <td><br><b>0.993</b></td>
-        <td><br><b>0.984</b></td>
+        <td><br>0.978</td>
+        <td><br>0.958</td>
+        <td><br>0.903</td>
+        <td><br>0.814</td>
+        <td><br>0.993</td>
+        <td><br>0.984</td>
     </tr>
       <tr>
         <td rowspan="3"><br><a href="https://hf/CATIE-AQ/NERmembert-large-4entities">NERmembert-large-4entities</a></td>
@@ -334,17 +334,17 @@ For space reasons, we show only the F1 of the different models. You can see the
     </tr>
     <tr>
         <td rowspan="1"><br><a href="https://hf/CATIE-AQ/NERmembert-base-3entities">NERmembert-base-3entities</a></td>
-        <td><br>A</td>
-        <td><br>B</td>
-        <td><br>C</td>
+        <td><br>0.960</td>
+        <td><br>0.887</td>
+        <td><br>0.877</td>
         <td><br>0</td>
     </tr>
     <tr>
         <td rowspan="1"><br>NERmembert-base-4entities (this model)</td>
-        <td><br><b>0.960</b></td>
-        <td><br><b>0.890</b></td>
-        <td><br><b>0.867</b></td>
-        <td><br><b>0.852</b></td>
+        <td><br>0.960</td>
+        <td><br>0.890</td>
+        <td><br>0.867</td>
+        <td><br>0.852</td>
     </tr>
       <tr>
         <td rowspan="1"><br><a href="https://hf/CATIE-AQ/NERmembert-large-4entities">NERmembert-large-4entities</a></td>
@@ -431,27 +431,27 @@ For space reasons, we show only the F1 of the different models. You can see the
     <tr>
         <td rowspan="3"><br><a href="https://hf/CATIE-AQ/NERmembert-base-3entities">NERmembert-base-3entities</a></td>
         <td><br>Precision</td>
-        <td><br>A</td>
-        <td><br>B</td>
-        <td><br>C</td>
+        <td><br>0.957</td>
+        <td><br>0.894</td>
+        <td><br>0.876</td>
         <td><br>0</td>
         <td><br>X</td>
         <td><br>X</td>
     </tr>
     <tr>
         <td><br>Recall</td>
-        <td><br>A</td>
-        <td><br>B</td>
-        <td><br>C</td>
+        <td><br>0.962</td>
+        <td><br>0.880</td>
+        <td><br>0.878</td>
         <td><br>0</td>
         <td><br>X</td>
         <td><br>X</td>
     </tr>
     <tr>
         <td>F1</td>
-        <td><br>A</td>
-        <td><br>B</td>
-        <td><br>C</td>
+        <td><br>0.960</td>
+        <td><br>0.887</td>
+        <td><br>0.877</td>
         <td><br>0</td>
         <td><br>X</td>
         <td><br>X</td>
@@ -548,17 +548,17 @@ For space reasons, we show only the F1 of the different models. You can see the
     </tr>
     <tr>
         <td rowspan="1"><br><a href="https://hf/CATIE-AQ/NERmembert-base-3entities">NERmembert-base-3entities</a></td>
-        <td><br>A</td>
-        <td><br>B</td>
-        <td><br>C</td>
+        <td><br>0.985</td>
+        <td><br>0.973</td>
+        <td><br>0.938</td>
         <td><br>0</td>
     </tr>
     <tr>
         <td rowspan="1"><br>NERmembert-base-4entities (this model)</td>
-        <td><br><b>0.985</b></td>
-        <td><br><b>0.973</b></td>
-        <td><br><b>0.938</b></td>
-        <td><br><b>0.770</b></td>
+        <td><br>0.985</td>
+        <td><br>0.973</td>
+        <td><br>0.938</td>
+        <td><br>0.770</td>
     </tr>
       <tr>
         <td rowspan="1"><br><a href="https://hf/CATIE-AQ/NERmembert-large-4entities">NERmembert-large-4entities</a></td>
@@ -645,27 +645,27 @@ For space reasons, we show only the F1 of the different models. You can see the
     <tr>
         <td rowspan="3"><br><a href="https://hf/CATIE-AQ/NERmembert-base-3entities">NERmembert-base-3entities</a></td>
         <td><br>Precision</td>
-        <td><br>A</td>
-        <td><br>B</td>
-        <td><br>C</td>
+        <td><br>0.974</td>
+        <td><br>0.965</td>
+        <td><br>0.910</td>
         <td><br>0</td>
         <td><br>X</td>
         <td><br>X</td>
     </tr>
     <tr>
         <td><br>Recall</td>
-        <td><br>A</td>
-        <td><br>B</td>
-        <td><br>C</td>
+        <td><br>0.995</td>
+        <td><br>0.981</td>
+        <td><br>0.968</td>
         <td><br>0</td>
         <td><br>X</td>
         <td><br>X</td>
     </tr>
     <tr>
         <td>F1</td>
-        <td><br>A</td>
-        <td><br>B</td>
-        <td><br>C</td>
+        <td><br>0.985</td>
+        <td><br>0.973</td>
+        <td><br>0.938</td>
         <td><br>0</td>
         <td><br>X</td>
         <td><br>X</td>
@@ -691,12 +691,12 @@ For space reasons, we show only the F1 of the different models. You can see the
     </tr>
     <tr>
         <td>F1</td>
-        <td><br><b>0.985</b></td>
-        <td><br><b>0.973</b></td>
-        <td><br><b>0.938</b></td>
-        <td><br><b>0.770</b></td>
-        <td><br><b>0.992</b></td>
-        <td><br><b>0.983</b></td>
+        <td><br>0.985</td>
+        <td><br>0.973</td>
+        <td><br>0.938</td>
+        <td><br>0.770</td>
+        <td><br>0.992</td>
+        <td><br>0.983</td>
     </tr>
         <tr>
         <td rowspan="3"><br><a href="https://hf/CATIE-AQ/NERmembert-large-4entities">NERmembert-large-4entities</a></td>
@@ -747,10 +747,10 @@ For space reasons, we show only the F1 of the different models. You can see the
 <tbody>
     <tr>
         <td rowspan="1"><br><a href="https://hf.co/Jean-Baptiste/camembert-ner">Jean-Baptiste/camembert-ner</a></td>
-        <td><br><b>0.986</b></td>
-        <td><br><b>0.966</b></td>
-        <td><br><b>0.938</b></td>
-        <td><br><b>0.938</b></td>
+        <td><br>0.986</td>
+        <td><br>0.966</td>
+        <td><br>0.938</td>
+        <td><br>0.938</td>
     </tr>
       <tr>
         <td rowspan="1"><br><a href="https://hf/cmarkea/distilcamembert-base-ner">cmarkea/distilcamembert-base-ner</a></td>
@@ -761,9 +761,9 @@ For space reasons, we show only the F1 of the different models. You can see the
     </tr>
     <tr>
         <td rowspan="1"><br><a href="https://hf/CATIE-AQ/NERmembert-base-3entities">NERmembert-base-3entities</a></td>
-        <td><br>A</td>
-        <td><br>B</td>
-        <td><br>C</td>
+        <td><br>0.970</td>
+        <td><br>0.945</td>
+        <td><br>0.878</td>
         <td><br>0</td>
     </tr>
     <tr>
@@ -820,12 +820,12 @@ For space reasons, we show only the F1 of the different models. You can see the
     </tr>
     <tr>
         <td>F1</td>
-        <td><br><b>0.986</b></td>
-        <td><br><b>0.966</b></td>
-        <td><br><b>0.938</b></td>
-        <td><br><b>0.938</b></td>
-        <td><br><b>0.998</b></td>
-        <td><br><b>0.992</b></td>
+        <td><br>0.986</td>
+        <td><br>0.966</td>
+        <td><br>0.938</td>
+        <td><br>0.938</td>
+        <td><br>0.998</td>
+        <td><br>0.992</td>
     </tr>
       <tr>
         <td rowspan="3"><br><a href="https://hf/cmarkea/distilcamembert-base-ner">cmarkea/distilcamembert-base-ner</a></td>
@@ -858,27 +858,27 @@ For space reasons, we show only the F1 of the different models. You can see the
     <tr>
         <td rowspan="3"><br><a href="https://hf/CATIE-AQ/NERmembert-base-3entities">NERmembert-base-3entities</a></td>
         <td><br>Precision</td>
-        <td><br>A</td>
-        <td><br>B</td>
-        <td><br>C</td>
+        <td><br>0.971</td>
+        <td><br>0.947</td>
+        <td><br>0.866</td>
         <td><br>0</td>
         <td><br>X</td>
         <td><br>X</td>
     </tr>
     <tr>
         <td><br>Recall</td>
-        <td><br>A</td>
-        <td><br>B</td>
-        <td><br>C</td>
+        <td><br>0.969</td>
+        <td><br>0.943</td>
+        <td><br>0.891</td>
         <td><br>0</td>
         <td><br>X</td>
         <td><br>X</td>
     </tr>
     <tr>
         <td>F1</td>
-        <td><br>A</td>
-        <td><br>B</td>
-        <td><br>C</td>
+        <td><br>0.970</td>
+        <td><br>0.945</td>
+        <td><br>0.878</td>
         <td><br>0</td>
         <td><br>X</td>
         <td><br>X</td>