Do Audio LLMs Listen Before They Act? Diagnosing Acoustic-Context Gating in Voice Agents
VGBench is introduced, a 1,018-item diagnostic benchmark for action-level addressedness across side-talk, self-talk, and speaker-switch scenarios that measures multi-cue acoustic-context gating rather than isolated speaker identity.
Yan-Jie Zhang, Nan-Chen Hu, Yu-Shi Sun
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