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Author

Zengrui Jin

3 papers indexed here

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Review Aug 2026

Towards general auditory intelligence for machine listening and speaking

This Review provides a comprehensive review of recent progress in integrating audio into large language models, with a focus on four key areas: audio comprehension, audio generation, speech-based interaction and audio–visual understanding.

Si-Yin Wang, Zengrui Jin, Changli Tang et al. · 1 citation

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations

This work introduces Few-Shot Aware GRPO (FSA-GRPO), an RL-based post-training recipe that uses a specially designed reward to encourage the model to leverage few-shot demonstrations, thereby strengthening its few-shot adaptation ability.

Haolong Zheng, Siyin Wang, Xulin Fan et al. · 1 citation

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