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#artificial intelligence Preprint Sep 2026

HEAR: Real Voices, Real Bias: A Large-Scale Human-Recorded, Demographically Diverse Benchmark for Audio Language Models

The results reveal that voice-conditioned bias is a model-specific property and establish that voice bias is a controllable model characteristic, providing a foundational framework for future bias mitigation and evaluation in Audio-LLM development.

Shen Yan, D. Le, Irina-Elena Veliche · 0 citations

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