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Preprint Oct 2026

TRACE: Trustworthy Reasoning from Acoustic Cues and Evidence

We introduce TRACE (Trustworthy Reasoning from Acoustic Cues and Evidence), a benchmark for diagnosing the reliability of large audio-language models (LALMs) by revealing when, and under what acoustic conditions these models behave untrustworthily. Existing benchmarks primarily measure whether a model produces the corr...

Giovana Morais, Yujin Kim, Atilay Kucukoglu et al. · 0 citations

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