Update README.md

README.md

@@ -23,8 +23,6 @@ Following the FLAIR guidelines for training a NER model, we trained a model on t
 
 This model was developed by [{ collective.ai }](https://collectiveai.io) as part of the [AymurAI](https://www.aymurai.info) project by [DataGenero](https://www.datagenero.org).
 
-
-
 # About AymurAI, its uses and limitations
 AymurAI is intended to be used as a tool to address the lack of available data in the judicial system on gender-based violence (GBV) rulings in Latin America. The goal is to increase report levels, build trust in the justice system, and improve access to justice for women and LGBTIQ+ people. AymurAI will generate and maintain anonymized datasets from legal rulings to understand GBV and support policy making, and also contribute to feminist collectives' campaigns.
 
@@ -64,10 +62,11 @@ for entity in sentence.get_spans('ner'):
 
 This yields the following output:
 ```
-# TODO complete this section
+Span[22:25]: "EZEQUIEL CAMILO MARCONNI" → PER (0.9541)
+Span[27:28]: "11.222.333" → DNI (1.0)
 ```
 
-## Using the model in aymurai platform
+## Using the model in AymurAI platform
 Please refeer to [aymurai.info](https://www.aymurai.info) for more information of the full platform.
 
 You can also check the development repository [here](https://github.com/aymurai/dev).
@@ -86,14 +85,36 @@ Due to the nature of the data (personal data, complaint characteristics and vict
 
 ## Metrics
 
-| label                                               | precision | recall | f1-score |
-|-----------------------------------------------------|-----------|--------|----------|
-```
-# TODO complete this section
-```
+| label            | precision | recall   | f1-score |
+|------------------|-----------|----------|----------|
+|             BANCO|       1.00|      0.90|      0.95|
+|               CBU|       0.92|      0.92|      0.92|
+|CORREO_ELECTRONICO|       1.00|      1.00|      1.00|
+|              CUIJ|       1.00|      1.00|      1.00|
+|         CUIT_CUIL|       1.00|      1.00|      1.00|
+|         DIRECCION|       0.97|      0.85|      0.91|
+|               DNI|       0.96|      1.00|      0.98|
+|              EDAD|       1.00|      0.95|      0.97|
+|          ESTUDIOS|       1.00|      1.00|      1.00|
+|             FECHA|       1.00|      0.99|      1.00|
+|              LINK|       1.00|      0.94|      0.97|
+|               LOC|       0.99|      0.72|      0.83|
+|   MARCA_AUTOMOVIL|       0.95|      1.00|      0.97|
+|      NACIONALIDAD|       1.00|      0.94|      0.97|
+|     NUM_ACTUACION|       0.84|      0.96|      0.90|
+|   NUM_CAJA_AHORRO|       0.00|      0.00|      0.00|
+|    NUM_EXPEDIENTE|       0.98|      0.92|      0.95|
+|     NUM_MATRICULA|       0.33|      0.50|      0.40|
+|                 O|       0.99|      1.00|      1.00|
+|   PATENTE_DOMINIO|       1.00|      1.00|      1.00|
+|               PER|       0.98|      0.97|      0.98|
+|          TELEFONO|       0.97|      1.00|      0.99|
+|  TEXTO_ANONIMIZAR|       0.98|      0.61|      0.75|
+|                  |           |          |          |
+|         macro avg|       0.91|      0.88|      0.89|
 
 ## GitHub
-You can see our open-source development [here](https://github.com/AymurAI/)
+You can see our open-source development [here](https://github.com/AymurAI/).
 
 ## Citation
 Please cite [the following paper](https://drive.google.com/file/d/1P-hW0JKXWZ44Fn94fDVIxQRTExkK6m4Y/view) when using AymurAI: