Broadening Uncertainty Estimation for Audio Question Answering Across Methods, Formats, and Inputs
It is shown that uncertainty in audio-language models depends substantially more on available audio evidence than on question text, and top-1 confidence, entropy, and sampling-based measures are established.
A. Grace, Wei-Ran Wang
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