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M. 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
Review Open access 2026

Conversational Grounding in Large Language Models: Evaluation Methods, Challenges and Future Directions

This paper surveys how conversational grounding is evaluated in task-oriented dialogue in the current era of LLMs and focuses on how conversational grounding is modelled explicitly—using dialogue acts and by modelling the participant mental state.

Michelle Elizabeth, Gwénolé Lecorvé, L. Rojas-Barahona et al. · 0 citations

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