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Zi-Yang Ma

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Preprint Sep 2026

TinyAudio: Compact and Efficient Text-to-Audio Generation for Low-Resource Deployment

Text-to-audio (TTA) generation has advanced rapidly in generation quality and instruction following. However, representative systems often require around a billion parameters, limiting deployment on resource-constrained devices. This paper introduces TinyAudio, a compact flow-matching-based TTA model for low-resource d...

Jun-Xi Liu, Xi-Quan Li, Wen-Hao Guan et al. · 0 citations
#computer vision Preprint Sep 2026

Omni Demand Understanding: A Benchmark for Contextual User-Intent Inference in Multimodal Interaction

Natural audio-visual interaction is emerging as an important interface for AI assistants, allowing users to communicate through speech and vision rather than carefully composed text prompts. However, existing benchmarks of interactive capabilities still focus primarily on response quality, leaving a more fundamental qu...

Qi Chen, Yunfei Chu, Haolin He et al. · 1 citation · ⚡1
Preprint Aug 2026

EmoS: A Theory-Grounded Framework for Evaluating and Aligning Emotional Intelligence in Spoken Language Models

EmoDialogue, a bilingual dataset providing necessary fine-grained supervision through response pairs with rigorously defined EI gradations, and EmoS, a specialized evaluator model optimized via Supervised Fine-Tuning and Group Relative Policy Optimization, are introduced, establishing a foundational framework for advan...

Junyu Wang, Si-Yuan Zhang, Peiyuan Jiang et al. · 1 citation

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