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Marie-Jeanne Lesot

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#artificial intelligence Preprint Sep 2026

Diversified and Perceptible Counterfactual Examples Leveraging Expert Knowledge

A continuous data embedding in this linguistic domain is proposed and exploited to define a variant of DiCE that allows personalisation for the explainee, named DiCEf, and this extension of the DiCE method enables the generation of CFEs that are linguistically perceptible while preserving cost minimality, sparsity, and...

Akram Bensalem, Fahima Djelil, Marie-Jeanne Lesot et al. · 0 citations

Alignment Reduces Expressed but Not Encoded Gender Bias: A Unified Framework and Study

A unified framework to jointly analyze intrinsic and extrinsic gender bias in LLMs is proposed using identical neutral prompts, enabling direct comparison between gender-related information encoded in internal representations and bias expressed in generated outputs.

Nour Bouchouchi, Thiabult Laugel, X. Renard et al. · 2 citations

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