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Semantic Motion Anchors: Bridging Motion and Meaning in Co-Speech Gestures

arXiv cs.CL · 2026-06-01 Cached

This paper proposes semantic motion anchors, natural-language abstractions of gesture motion for co-speech gesture retrieval and synthesis. The method discretizes 3D gestures into body-hand motion primitives and grounds them in transcripts, achieving significant improvements in text-to-gesture retrieval and user preference in generation.

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