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Author

Rithesh Kumar

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#artificial intelligence Preprint Sep 2026

ParA-LLM: A Unified Approach to Paralinguistic and Acoustic Speech Understanding

This work develops ParA-LLM, a framework of 22 paralinguistic characteristics that surpasses state-of-the-art Audio LLMs like GPT-4o-Audio by 7.5% on ParA-Bench and releases ParA-Bench, a benchmark of 6,000 multiple-choice questions across speaker-speech, acoustic, and mixed categories.

Nishit Anand, Jia-Qi Su, Ke Chen et al. · 1 citation

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