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Magalie Ochs

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#large language models Book Open access Oct 2026

A Methodology to Compare Real and LLM-Simulated Multimodal Interactions: The Case of Gender Bias

Large Language Models (LLMs) are increasingly used to generate multimodal data for building corpora or simulating synthetic behaviours. A key challenge remains the evaluation of generated data. Comparison with real multimodal human interactions may help address this issue, but unified representations and evaluation fra...

E. Etienne, M. Ochs, J. Loubes et al. · 0 citations
#large language models Open access Sep 2026

Towards Trust Calibration in Socially Interactive Agents: Investigating Gendered Multimodal Behaviors Generation with LLMs

As Socially Interactive Agents (SIAs) become increasingly integrated into daily life, the ability to calibrate user trust to an agent’s actual capabilities would help ensure appropriate usage of these agents. In this paper, we explore the capacity of Large Language Models (LLMs) to generate multimodal behaviors (verbal...

Lucie Galland, Chloé Clavel, Magalie Ochs · 0 citations

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