Author

Yixuan Li

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Preprint Aug 2026

MMAG: A Multi-Control Mixed Audio Generation Benchmark

This work introduces the Multi-control Mixed Audio Generation benchmark, a systematic evaluation protocol that measures acoustic fidelity, speech quality, semantic alignment, and temporal accuracy, and establishes MMAG as a comprehensive benchmark for future research.

Zihao Zheng, Xuenan Xu, Jiahao Mei et al. · 0 citations

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. · Nature Machine Intelligence · 1 citation