FrenchToxicityPrompts: a Large Benchmark for Evaluating and Mitigating Toxicity in French Texts
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Abstract (arXiv)
Large language models (LLMs) are increasingly popular but are also prone to generating bias, toxic or harmful language, which can have detrimental effects on individuals and communities. Although most efforts is put to assess and mitigate toxicity in generated content, it is primarily concentrated on English, while it's essential to consider other languages as well. For addressing this issue, we create and release FrenchToxicityPrompts, a dataset of 50K naturally occurring French prompts and their continuations, annotated with toxicity scores from a widely used toxicity classifier. We evaluate 14 different models from four prevalent open-sourced families of LLMs against our dataset to assess their potential toxicity across various dimensions. We hope that our contribution will foster future research on toxicity detection and mitigation beyond Englis
Key facts. Cited by 5 papers in the map (data through 7 Oct 2026). Builds on 28 of its 44 references that are in the map. First posted on arXiv 25 Jun 2024.
Builds on
28 of 44 references.
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16 more
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Built on by
Citing papers per year: 2025: 4; 2026: 1.
5 papers.
- 2025Benchmarking Multi-National Value Alignment for Large Language Modelscited by 7
- 2025MOLE: Metadata Extraction and Validation in Scientific Papers Using LLMscited by 4
- 2025ToxiFrench: Benchmarking and Enhancing Language Models via CoT Fine-Tuning for French Toxicity Detectioncited by 3
- 2025Social Bias in Multilingual Language Models: A Surveycited by 1
- 2026A Survey of Toxicity Detection and Mitigation Strategies for Multilingual Language Modelscited by 0
- 2026A Survey of Toxicity Detection and Mitigation Strategies for Multilingual Language Models24 Jun 2026
- 2025Social Bias in Multilingual Language Models: A Survey27 Aug 2025
- 2025ToxiFrench: Benchmarking and Enhancing Language Models via CoT Fine-Tuning for French Toxicity Detection15 Aug 2025
- 2025MOLE: Metadata Extraction and Validation in Scientific Papers Using LLMs26 May 2025
- 2025Benchmarking Multi-National Value Alignment for Large Language Models17 Apr 2025