Models & Research Audio-Language Models Override Audio Evidence When Conflicting Text Is Present — Researchers investigated whether audio-language models suppress audio-supported answers or simply fail to represent them when conflicting text is provided, finding that correct audio-grounded responses are often available but overridden rather than absent. The study uses counterfactual probing