Yiqun Zhang
1 indexed paper
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126
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Sound×1NLP×1
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2026
Beyond Text Following: Repairable Arbitration Reversals in Audio-Language Models
The paper demonstrates that audio-language models often ignore conflicting audio evidence in favor of text, and proposes a training-free decoding rule, GACL, that significantly improves faithfulness by correcting this arbitration bias.
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Papers
cs.SDcs.CLRecentJun 3, 2026
Beyond Text Following: Repairable Arbitration Reversals in Audio-Language Models
Yichen Gao, Yiqun Zhang, Zijing Wang, Yujia Li +6 more
The paper demonstrates that audio-language models often ignore conflicting audio evidence in favor of text, and proposes a training-free decoding rule, GACL, that significantly improves faithfulness b…
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