mlsanityData to 7 Oct 2026

Project PIAF: Building a Native French Question-Answering Dataset

arXiv 2007.00968 ↗First posted 2 Jul 2020cs.CLcited by 13

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Abstract (arXiv)

Motivated by the lack of data for non-English languages, in particular for the evaluation of downstream tasks such as Question Answering, we present a participatory effort to collect a native French Question Answering Dataset. Furthermore, we describe and publicly release the annotation tool developed for our collection effort, along with the data obtained and preliminary baselines.

Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). First posted on arXiv 2 Jul 2020.

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Citing papers per year: 2021: 3; 2022: 1; 2023: 3; 2024: 1; 2025: 3; 2026: 2.

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  1. 2021QA Dataset Explosion: A Taxonomy of NLP Resources for Question Answering and Reading Comprehensioncited by 91
  2. 2025The Lucie-7B LLM and the Lucie Training Dataset: Open resources for multilingual language generationcited by 9
  3. 2022On the Usability of Transformers-based models for a French Question-Answering taskcited by 8
  4. 2021FQuAD2.0: French Question Answering and knowing that you know nothingcited by 7
  5. 2023Alloprof: a new French question-answer education dataset and its use in an information retrieval case studycited by 6
  6. 2023The StatCan Dialogue Dataset: Retrieving Data Tables through Conversations with Genuine Intentscited by 6
  7. 2021A Survey on non-English Question Answering Datasetcited by 5
  8. 2024TIGQA:An Expert Annotated Question Answering Dataset in Tigrinyacited by 5
  9. 2023StorySparkQA: Expert-Annotated QA Pairs with Real-World Knowledge for Children's Story-Based Learningcited by 4
  10. 2025MOLE: Metadata Extraction and Validation in Scientific Papers Using LLMscited by 4
  11. 2025COLE: a Comprehensive Benchmark for French Language Understanding Evaluationcited by 2
  12. 2026Pantagruel: Unified Self-Supervised Encoders for French Text and Speechcited by 2
1 more
  1. 2026When Tables Go Crazy: Evaluating Multimodal Models on French Financial Documentscited by 0