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Preprint Oct 2026

Perceptually Grounded and Semantics-Aware Evaluation for Holistic Co-Speech Gesture Generation

Holistic and semantics-aware co-speech gesture generation has advanced rapidly, yet evaluation remains behind: objective metrics do not consistently reflect human perception, and semantic appropriateness remains difficult to quantify. We present a perceptually grounded and semantics-aware benchmark that combines standa...

Nick Milkin, Lan-Miao Liu, E. Ghaleb et al. · 0 citations

UvA-DARE (Digital Academic Repository) Speakers

A methodology for automatically detecting shared lemmatised constructions is put forward and applied to a referential communication corpus where participants aim to identify novel objects for which no established labels exist and shows that automatically detected shared constructions offer a useful level of analysis to...

E. Ghaleb, Marlou Rasenberg, Wim Pouw et al. · 0 citations
Preprint Aug 2026

Investigating Multimodal Informativity under Different Partner Visibility Conditions in Video-Mediated Dialogue

The results show that gesture alone is predictive of the intended referent and that multimodal fusion is most beneficial when the transcript-based model is uncertain, and that training-only alignment of learned representations with the referent image further improves the fusion model performance.

E. Ghaleb, Hugh Mee Wong, Kristina Kobrock · 1 citation

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