most citedTuning Large language model for End-to-end Speech Translation

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cs.SD2026

TAD: Token-Adaptive Contrastive Decoding with Confidence-Guided Gating for Hallucination Mitigation in Large Audio-Language Models

Heyu Chang, Nianwen Si, Hao Zhang +2

Large audio-language models (LALMs) can hallucinate audio objects, answering "yes" to absent sound events, thus undermining reliability in audio question answering. We propose Toke…