Broadening Uncertainty Estimation for Audio Question Answering Across Methods, Formats, and Inputs

T1Covered by 1 source · first reported by arXiv at 25 Sept, 04:00 UTC

arXiv:2609.28879v1 Announce Type: cross Abstract: Audio-language models can produce confident answers unsupported by the audio, motivating uncertainty estimates that identify unreliable responses. We compare probability-based, sampling-based, self-verification, evidential, and contrastive measures…

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• T1Broadening Uncertainty Estimation for Audio Question Answering Across Methods, Formats, and InputsarXiv25 Sept, 04:00