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Author

Yu-Hang Song

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Preprint Aug 2026

AudioLens: Multi-Perspective Speech Clustering with Reasoning Audio-Language Models

This work introduces audio multi-perspective clustering, where a model directly partitions speech recordings according to a natural-language perspective while inferring both the number of clusters and their assignments.

Wen-Jun Huang, Q. Chu, Tiger Shao et al. · 0 citations
Open access Jul 2026

CAT: Confidence-Adaptive Thinking for Efficient Reasoning of Large Reasoning Models

Confidence-Adaptive Thinking (CAT) is proposed, a framework that incorporates the model's intrinsic self-certainty signals as confidence into the preference optimization process, which autonomously modulates reasoning lengths based on problem difficulty.

Qizhi Jiang, Shuoyao Wang, Pei Ke et al. · 0 citations

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