mlsanityData to 7 Oct 2026

Gelina: Unified Speech and Gesture Synthesis via Interleaved Token Prediction

arXiv 2510.12834 ↗First posted 13 Oct 2025cs.SD cs.AI eess.AScited by 2

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Abstract (arXiv)

Human communication is multimodal, with speech and gestures tightly coupled, yet most computational methods for generating speech and gestures synthesize them sequentially, weakening synchrony and prosody alignment. We introduce Gelina, a unified framework that jointly synthesizes speech and co-speech gestures from text using interleaved token sequences in a discrete autoregressive backbone, with modality-specific decoders. Gelina supports multi-speaker and multi-style cloning and enables gesture-only synthesis from speech inputs. Subjective and objective evaluations demonstrate competitive speech quality and improved gesture generation over unimodal baselines.

Key facts. Cited by 2 papers in the map (data through 7 Oct 2026). Builds on 31 of its 37 references that are in the map. First posted on arXiv 13 Oct 2025.

Builds on

31 of 37 references.

References · 31

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19 more
  1. 2023MoMask: Generative Masked Modeling of 3D Human Motionscited by 388
  2. 2024CosyVoice 2: Scalable Streaming Speech Synthesis with Large Language Modelscited by 282
  3. 2020Speech Gesture Generation from the Trimodal Context of Text, Audio, and Speaker Identitycited by 199
  4. 2021NISQA: A Deep CNN-Self-Attention Model for Multidimensional Speech Quality Prediction with Crowdsourced Datasetscited by 189
  5. 2022Listen, Denoise, Action! Audio-Driven Motion Synthesis with Diffusion Modelscited by 188
  6. 2022BEAT: A Large-Scale Semantic and Emotional Multi-Modal Dataset for Conversational Gestures Synthesiscited by 177
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  9. 2021Audio2Gestures: Generating Diverse Gestures from Speech Audio with Conditional Variational Autoencoderscited by 109
  10. 2023EMAGE: Towards Unified Holistic Co-Speech Gesture Generation via Expressive Masked Audio Gesture Modelingcited by 101
  11. 2023A Comprehensive Review of Data-Driven Co-Speech Gesture Generationcited by 66
  12. 2023Better speech synthesis through scalingcited by 63
  13. 2024Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesiscited by 25
  14. 2021Integrated Speech and Gesture Synthesiscited by 16
  15. 2023Diff-TTSG: Denoising probabilistic integrated speech and gesture synthesiscited by 13
  16. 2023Unified speech and gesture synthesis using flow matchingcited by 6
  17. 2024Small-E: Small Language Model with Linear Attention for Efficient Speech Synthesiscited by 6
  18. 2024Fake it to make it: Using synthetic data to remedy the data shortage in joint multimodal speech-and-gesture synthesiscited by 5
  19. 2024FastTalker: Jointly Generating Speech and Conversational Gestures from Textcited by 4

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2 papers.