Update README.md

README.md

@@ -51,6 +51,9 @@ widget:
 # Catalan BERTa (RoBERTa-base) finetuned for Named Entity Recognition.
 
 ## Table of Contents
+<details>
+<summary>Click to expand</summary>
+
 - [Model Description](#model-description)
 - [Intended Uses and Limitations](#intended-uses-and-limitations)
 - [How to Use](#how-to-use)
@@ -60,20 +63,33 @@ widget:
 - [Evaluation](#evaluation)
    - [Variable and Metrics](#variable-and-metrics)
    - [Evaluation Results](#evaluation-results)
-- [Licensing Information](#licensing-information)
-- [Citation Information](#citation-information)
-- [Funding](#funding)
-- [Contributions](#contributions)
-- [Disclaimer](#disclaimer)
+  - [Author](#author)
+  - [Contact information](#contact-information)
+  - [Copyright](#copyright)
+  - [Licensing information](#licensing-information)
+  - [Funding](#funding)
+  - [Citing information](#citing-information)
+  - [Disclaimer](#disclaimer))
+</details>
+
 
 ## Model description
 
 The **roberta-base-ca-cased-ner** is a Named Entity Recognition (NER) model for the Catalan language fine-tuned from the [BERTa](https://huggingface.co/PlanTL-GOB-ES/roberta-base-ca) model, a [RoBERTa](https://arxiv.org/abs/1907.11692) base model pre-trained on a medium-size corpus collected from publicly available corpora and crawlers (check the BERTa model card for more details).
 
-## Datasets
+## Intended uses and limitations
+
+
+## How to use
+
+
+## Limitations and bias
+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.
 
-## Evaluation and results
+## 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)| 
@@ -85,7 +101,25 @@ We evaluated the _roberta-base-ca-cased-ner_ on the Ancora-ca-ner test set again
 
 For more details, check the fine-tuning and evaluation scripts in the official [GitHub repository](https://github.com/projecte-aina/club).
 
-## Citing 
+## Additional information
+
+### Author
+Text Mining Unit (TeMU) at the Barcelona Supercomputing Center ([email protected])
+
+### Contact information
+For further information, send an email to [email protected]
+
+### Copyright
+Copyright (c) 2021 Text Mining Unit at Barcelona Supercomputing Center 
+
+### Licensing Information
+[Apache License, Version 2.0](https://www.apache.org/licenses/LICENSE-2.0)
+
+### Funding
+This work was funded by the [Departament de la Vicepresidència i de Polítiques Digitals i Territori de la Generalitat de Catalunya](https://politiquesdigitals.gencat.cat/ca/inici/index.html#googtrans(ca|en) within the framework of [Projecte AINA](https://politiquesdigitals.gencat.cat/ca/economia/catalonia-ai/aina).
+
+### 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,
@@ -109,21 +143,7 @@ If you use any of these resources (datasets or models) in your work, please cite
 }
 ```
 
-## Licensing Information
-
-[Apache License, Version 2.0](https://www.apache.org/licenses/LICENSE-2.0)
-
-## Citation Information 
-
-
-### Funding
-This work was funded by the [Departament de la Vicepresidència i de Polítiques Digitals i Territori de la Generalitat de Catalunya](https://politiquesdigitals.gencat.cat/ca/inici/index.html#googtrans(ca|en) within the framework of [Projecte AINA](https://politiquesdigitals.gencat.cat/ca/economia/catalonia-ai/aina).
-
-## Contributions
-
-[N/A]
-
-## Disclaimer
+### Disclaimer
 
 <details>
 <summary>Click to expand</summary>