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Bhiksha Raj

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#machine learning Preprint Sep 2026

AcoustiClaim: A Numeric Claim Benchmark with Instrument Ground Truth

Audio language models state numbers for acoustic quantities, and neither human opinion nor a judge model says whether such a number is true of the signal. AcoustiClaim extracts each numeric claim from free text, scores it against the instrument that defines the quantity, and classes each quantity by where its reference...

Sheng-Tse Lin, Si-Yuan Zhai, Chien-Liang Kuo et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Heard but Not Heeded: Paralinguistic Information Encoding and Loss in Audio-Language Models

A mechanistic analysis of paralinguistic information in four open source models using the Expresso dataset with controlled speaking styles identifies a gap between what models encode and what they use, highlighting a key limitation in current audio language models.

Bhuvan Koduru, Dareen Alharthi, Rita Singh et al. · 2 citations · ⚡1

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