add readme + card

README.md

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+---
+annotations_creators:
+- crowdsourced
+language_creators:
+- crowdsourced
+languages:
+- fr-FR
+licenses:
+- CC BY-NC-SA 3.0 FR
+multilinguality:
+- monolingual
+size_categories:
+- 1K<n<10K
+source_datasets:
+- original
+task_categories:
+- question-answering
+task_ids:
+- extractive-qa
+- open-domain-qa
+paperswithcode_id: null
+---
+
+# Dataset Card for newsquad
+
+## Table of Contents
+- [Dataset Description](#dataset-description)
+  - [Dataset Summary](#dataset-summary)
+  - [Supported Tasks](#supported-tasks-and-leaderboards)
+  - [Languages](#languages)
+- [Dataset Structure](#dataset-structure)
+  - [Data Instances](#data-instances)
+  - [Data Fields](#data-instances)
+  - [Data Splits](#data-instances)
+- [Dataset Creation](#dataset-creation)
+  - [Curation Rationale](#curation-rationale)
+  - [Source Data](#source-data)
+  - [Annotations](#annotations)
+  - [Personal and Sensitive Information](#personal-and-sensitive-information)
+- [Considerations for Using the Data](#considerations-for-using-the-data)
+  - [Social Impact of Dataset](#social-impact-of-dataset)
+  - [Discussion of Biases](#discussion-of-biases)
+  - [Other Known Limitations](#other-known-limitations)
+- [Additional Information](#additional-information)
+  - [Dataset Curators](#dataset-curators)
+  - [Licensing Information](#licensing-information)
+  - [Citation Information](#citation-information)
+
+## Dataset Description
+
+- **Homepage:** https://www.lincoln.fr/
+- **Repository:** https://github.com/Lincoln-France
+- **Paper:** [Needs More Information]
+- **Leaderboard:** [Needs More Information]
+- **Point of Contact:** labinnovation@mel.lincoln.fr
+
+### Dataset Summary
+
+Newsquad is a small dataset created for Question Answering task. Contexts are paragraphs of articles extracted from nine online french newspaper during year 2020/2021.
+
+(train set)
+cnews             20
+francetvinfo      40
+la-croix         375
+lefigaro         160
+lemonde          325
+lesnumeriques     70
+numerama         140
+sudouest         475
+usinenouvelle     45
+
+
+
+### Supported Tasks and Leaderboards
+
+- extractive-qa
+- open-domain-qa
+
+### Languages
+
+Fr-fr
+
+## Dataset Structure
+
+### Data Instances
+
+{'answers': {'answer_start': [53], 'text': ['manSuvre "agressive']},
+ 'article_id': 34138,
+ 'article_title': 'Caricatures, Libye, Haut-Karabakh... Les six dossiers qui '
+                  'opposent Emmanuel Macron et Recep Tayyip Erdogan.',
+ 'article_url': 'https://www.francetvinfo.fr/monde/turquie/caricatures-libye-haut-karabakh-les-six-dossiers-qui-opposent-emmanuel-macron-et-recep-tayyip-erdogan_4155611.html#xtor=RSS-3-[france]',
+ 'context': 'Dans ce contexte déjà tendu, la France a dénoncé une manSuvre '
+            '"agressive" de la part de frégates turques à l\'encontre de l\'un '
+            "de ses navires engagés dans une mission de l'Otan, le 10 juin. "
+            'Selon Paris, la frégate Le Courbet cherchait à identifier un '
+            'cargo suspecté de transporter des armes vers la Libye quand elle '
+            'a été illuminée à trois reprises par le radar de conduite de tir '
+            "de l'escorte turque.",
+ 'id': '2261',
+ 'paragraph_id': 201225,
+ 'question': "Qu'est ce que la France reproche à la Turquie?",
+ 'website': 'francetvinfo'}
+
+### Data Fields
+
+- `answers`: a dictionary feature containing:
+  - `text`: a `string` feature.
+  - `answer_start`: a `int64` feature.
+- `article_id`: a `int64` feature. 
+- `article_title`: a string feature.
+- `article_url`: a string feature.
+- `context`: a `string` feature.
+- `id`: a `string` feature.
+- `paragraph_id`: a `int64` feature.
+- `question`: a `string` feature.
+- `website`: a `string` feature.
+
+
+### Data Splits
+
+- train: 1 650
+- test: 415
+- valid: 455
+
+## Dataset Creation
+
+### Curation Rationale
+
+[Needs More Information]
+
+### Source Data
+
+#### Initial Data Collection and Normalization
+
+Paragraphs were chosen according to theses rules:
+- parent article must have more than 71% ASCII characters
+- paragraphs size must be between 170 and 670 characters
+- paragraphs shouldn't contain "A LIRE" or "A VOIR AUSSI"
+
+Then, we stratified our original dataset to create this dataset according to :
+- website
+- number of named entities
+- paragraph size
+
+
+
+#### Who are the source language producers?
+
+[Needs More Information]
+
+### Annotations
+
+#### Annotation process
+
+Using Piaf annotation tools. Three different persons mostly.
+
+#### Who are the annotators?
+
+Lincoln
+
+### Personal and Sensitive Information
+
+[Needs More Information]
+
+## Considerations for Using the Data
+
+### Social Impact of Dataset
+
+[Needs More Information]
+
+### Discussion of Biases
+
+- Annotation is not well controlled
+- asking question on news is biaised
+ 
+
+### Other Known Limitations
+
+[Needs More Information]
+
+## Additional Information
+
+### Dataset Curators
+
+[Needs More Information]
+
+### Licensing Information
+
+https://creativecommons.org/licenses/by-nc-sa/3.0/fr/
+
+### Citation Information
+
+[Needs More Information]