DEAF: A Benchmark for Diagnostic Evaluation of Acoustic Faithfulness in Audio Language Models.

arXiv:2603.18048v3 Announce Type: replace Abstract: Recent Audio Multimodal Large Language Models (Audio MLLMs) demonstrate impressive performance on speech benchmarks, yet it remains unclear whether these models genuinely process acoustic signals or rely on t