Update README.md

README.md

@@ -15,12 +15,13 @@ pipeline_tag: token-classification
 
 widget:
 
-- text: "El raper nord-americà Travis Scott ha gravat el videoclip de la seva cançó 'Circus Maximus' amb els Castellers de Vilafranca. Segons ha publicat la 'Revista Castells' i ha confirmat l'Agència Catalana de Notícies (ACN), el rodatge es va fer el 2 de juliol a la Tarraco Arena Plaça (TAP) de Tarragona." 
-
 - text: "L'ANC vol que l'11 de setembre al Passeig de Gracia sigui una fita enguany."
 
 - text: "El Martí llegeix el Cavall Fort."
 
+- text: "El raper nord-americà Travis Scott ha gravat el videoclip de la seva cançó 'Circus Maximus' amb els Castellers de Vilafranca. Segons ha publicat la 'Revista Castells' i ha confirmat l'Agència Catalana de Notícies (ACN), el rodatge es va fer el 2 de juliol a la Tarraco Arena Plaça (TAP) de Tarragona." 
+
+
 ---
 
 # Catalan BERTa (RoBERTa-large) finetuned for Named Entity Recognition.
@@ -63,17 +64,11 @@ The **multiner** is a Named Entity Recognition (NER) model for the Catalan langu
 At the time of submission, no measures have been taken to estimate the bias embedded in the model. However, we are well aware that our models may be biased since the corpora have been collected using crawling techniques on multiple web sources. We intend to conduct research in these areas in the future, and if completed, this model card will be updated.
 
 ## Training
-We used the NER dataset in Catalan called [Ancora-ca-ner](https://huggingface.co/datasets/projecte-aina/ancora-ca-ner) for training and evaluation.
+We used the NER dataset in Catalan called [Catalan Entity Identification and Linking](https://huggingface.co/datasets/crodri/ceil) for training and evaluation.
 
 ## Evaluation 
 We evaluated the _roberta-base-ca-cased-ner_ on the Ancora-ca-ner test set against standard multilingual and monolingual baselines:
-
-| Model        | Ancora-ca-ner (F1)| 
-| ------------|:-------------|
-| roberta-base-ca-cased-ner | **88.13** |
-| mBERT       | 86.38 |
-| XLM-RoBERTa | 87.66 | 
-| WikiBERT-ca | 77.66 |
+|
 
 For more details, check the fine-tuning and evaluation scripts in the official [GitHub repository](https://github.com/projecte-aina/club).
 
@@ -96,28 +91,7 @@ This work was funded by the [Departament de la Vicepresidència i de Polítiques
 
 ### Citation information
 
-If you use any of these resources (datasets or models) in your work, please cite our latest paper:
-```bibtex
-@inproceedings{armengol-estape-etal-2021-multilingual,
-    title = "Are Multilingual Models the Best Choice for Moderately Under-resourced Languages? {A} Comprehensive Assessment for {C}atalan",
-    author = "Armengol-Estap{\'e}, Jordi  and
-      Carrino, Casimiro Pio  and
-      Rodriguez-Penagos, Carlos  and
-      de Gibert Bonet, Ona  and
-      Armentano-Oller, Carme  and
-      Gonzalez-Agirre, Aitor  and
-      Melero, Maite  and
-      Villegas, Marta",
-    booktitle = "Findings of the Association for Computational Linguistics: ACL-IJCNLP 2021",
-    month = aug,
-    year = "2021",
-    address = "Online",
-    publisher = "Association for Computational Linguistics",
-    url = "https://aclanthology.org/2021.findings-acl.437",
-    doi = "10.18653/v1/2021.findings-acl.437",
-    pages = "4933--4946",
-}
-```
+
 
 ### Disclaimer