3 papers
cs.LG2025
Leverage Unlearning to Sanitize LLMs
Antoine Boutet, Lucas Magnana
Pre-trained large language models (LLMs) are becoming useful for various tasks. To improve their performance on certain tasks, it is necessary to fine-tune them on specific data co…
cs.CL2025
The Model's Language Matters: A Comparative Privacy Analysis of LLMs
Abhishek K. Mishra, Antoine Boutet, Lucas Magnana
Large Language Models (LLMs) are increasingly deployed across multilingual applications that handle sensitive data, yet their scale and linguistic variability introduce major priva…
cs.CL2025
Towards the Anonymization of the Language Modeling
Antoine Boutet, Lucas Magnana, Juliette Sénéchal
Rapid advances in Natural Language Processing (NLP) have revolutionized many fields, including healthcare. However, these advances raise significant privacy concerns, especially wh…