Update README.md

README.md

@@ -45,24 +45,26 @@ task_ids:
   - [Licensing Information](#licensing-information)
   - [Citation Information](#citation-information)
   - [Contributions](#contributions)
+  
 ## Dataset Description
 - **Homepage:** https://github.com/projecte-aina
 - **Point of Contact:** [Carlos Rodríguez-Penagos](mailto:carlos.rodriguez1@bsc.es) and [Carme Armentano-Oller](mailto:carme.armentano@bsc.es)
+
 ### Dataset Summary
 
   CatalanQA: 
   
  
-This dataset can be used to build extractive-QA and Language Models. It is an aggregation and balancing of 2 previous datasets: VilaQUAD and ViquiQUAD, which were described in 
-
-[The Catalan Language CLUB] (https://arxiv.org/abs/2112.01894)
+This dataset can be used to build extractive-QA and Language Models. It is an aggregation and balancing of 2 previous datasets: VilaQUAD and ViquiQUAD, which were described in [The Catalan Language CLUB](https://arxiv.org/abs/2112.01894).
 
-Splits have been balanced by kind of question, and unlike other datasets like SQUAD, it only contains, per record, one question and one answer for each context, although the contexts can repeat multiple times.
+Splits have been balanced by kind of question, and unlike other datasets like SQuAD, it only contains, per record, one question and one answer for each context, although the contexts can repeat multiple times.
 
 ### Supported Tasks and Leaderboards
 Extractive-QA, Language Model.
+
 ### Languages
-Catalan (`ca`).
+The dataset is in Catalan (`ca-CA`).
+
 ## Dataset Structure
 ### Data Instances
 ```
@@ -87,47 +89,64 @@ Catalan (`ca`).
       ]
     },
 ```
+
 ### Data Fields
-Follows [Rajpurkar, Pranav et al., 2016](http://arxiv.org/abs/1606.05250) for SQUAD v1 datasets.
+Follows [Rajpurkar, Pranav et al., 2016](http://arxiv.org/abs/1606.05250) for SQUAD v1 datasets:
+
 - `id` (str): Unique ID assigned to the question.
-- `title` (str): Title of the Wikipedia article.
-- `context` (str): Wikipedia section text.
+- `title` (str): Title of the article.
+- `context` (str): Article text.
 - `question` (str): Question.
-- `answers` (list): List of answers to the question, each containing:
+- `answers` (list): Answer to the question, containing:
   - `text` (str): Span text answering to the question.
   - `answer_start` Starting offset of the span text answering to the question.
+  
 ### Data Splits
 - train.json: 17135 question/answer pairs
 - dev.json: 2157 question/answer pairs
 - test.json: 2135 question/answer pairs
+
 ## Dataset Creation
 ### Methodology
-Aggregation and balancing from ViquiQUAD and VilaQUAD datasets.
+Aggregation and balancing from [ViquiQuAD](https://huggingface.co/datasets/projecte-aina/viquiquad) and [VilaQuAD](https://huggingface.co/datasets/projecte-aina/vilaquad) datasets.
+
 ### Curation Rationale
 For compatibility with similar datasets in other languages, we followed as close as possible existing curation guidelines. 
+
 ### Source Data
-- https://www.vilaweb.cat and https://ca.wikipedia.org
+- [VilaWeb](www.vilaweb.cat) and [Catalan Wikipedia](https://ca.wikipedia.org).
+
 #### Initial Data Collection and Normalization
 
 #### Who are the source language producers?
-[More Information Needed]
+Volunteers from [Catalan Wikipedia](ca.wikipedia.org) and professional journalists from [VilaWeb](www.vilaweb.cat).
+
 ### Annotations
 #### Annotation process
 We commissioned the creation of 1 to 5 questions for each context, following an adaptation of the guidelines from SQUAD 1.0 ([Rajpurkar, Pranav et al. “SQuAD: 100, 000+ Questions for Machine Comprehension of Text.” EMNLP (2016)](http://arxiv.org/abs/1606.05250)).
+
 #### Who are the annotators?
 Annotation was commissioned by a specialized company that hired a team of native language speakers.
+
 ### Personal and Sensitive Information
 No personal or sensitive information is included.
+
 ## Considerations for Using the Data
 ### Social Impact of Dataset
-[More Information Needed]
+[N/A]
+
 ### Discussion of Biases
-[More Information Needed]
+[N/A]
+
 ### Other Known Limitations
-[More Information Needed]
+[N/A]
+
 ## Additional Information
 ### Dataset Curators
-Carlos Rodríguez-Penagos (carlos.rodriguez1@bsc.es) and Carme Armentano-Oller (carme.armentano@bsc.es)
+Carlos Rodríguez-Penagos (carlos.rodriguez1@bsc.es) and Carme Armentano-Oller (carme.armentano@bsc.es).
+
+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/en/inici/index.html) within the framework of the [projecte Aina](https://politiquesdigitals.gencat.cat/ca/tic/aina-el-projecte-per-garantir-el-catala-en-lera-digital/).
+
 ### Licensing Information
 This work is licensed under a <a rel="license" href="https://creativecommons.org/licenses/by-sa/4.0/">Attribution-ShareAlike 4.0 International License</a>.
 
@@ -137,7 +156,3 @@ This work is licensed under a <a rel="license" href="https://creativecommons.org
 
 ```
 
-[DOI]()
-
-### Funding
-This work was funded by the [Catalan Government](https://politiquesdigitals.gencat.cat/en/inici/index.html) within the framework of the [AINA project.](https://politiquesdigitals.gencat.cat/ca/economia/catalonia-ai/aina).