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.
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