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#machine learning Preprint Oct 2026

AdaLoop: Adaptive-Depth Latent Reasoning for Audio Language Models

Large audio language models answer questions about speech, sound, and music, yet their accuracy drops sharply on tasks that need fine-grained acoustic analysis. Judging which of two speakers has the higher pitch demands iterative signal-level reasoning that a content question does not. Current models spend the same com...

Seung-Woo Lee, Bo-Wen Qi · 0 citations

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