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DEAF

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Diagnostic Evaluation of Acoustic Faithfulness

DEAF is a 2,700-stimulus benchmark created by researchers to test the acoustic processing capabilities of audio-based multimodal large language models (MLLMs).

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First seen: Mar 20, 2026Last active: Mar 20, 2026

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  1. Research MilestoneMar 17, 2026

    DEAF benchmark paper published on arXiv revealing Audio MLLMs' reliance on text over acoustic processing

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    benchmark size:
    2,700-stimulus
    key finding:
    models scoring below 50% on acoustic faithfulness

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2026-W120.101