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

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