Author

Wangjin Zhou

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Preprint Aug 2026

Direct or Mediated? Task-Dependent Audio Information Routing in Large Audio Language Models

Large Audio Language Models (LALMs) have demonstrated strong performance across a wide range of audio understanding tasks. However, they are typically evaluated on single, coherent audio segments, leaving their behavior under less familiar input configurations underexplored. We study this issue through a controlled set...

Yizhou Zhang, Wangjin Zhou, Xin Gu et al. · 1 citation

Preprint Jul 2026

Rethinking Speech Foundation Model Fine-tuning: Better SFT or Better Match?

It is suggested that many reported downstream gains reflect instance and seed dependent elicitation match, rather than universally improving the attainable performance ceiling, in self-supervised fine-tuning.

Wangjin Zhou, Yizhou Zhang, Yichi Wang et al. · 0 citations