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cs.CL2026
Separating Decision-Rule Misalignment from Readout-Coverage Limitations in Speech Language Models
Linkai Peng, Baorian Nuchged
Speech language models are increasingly evaluated on paralinguistic tasks by the accuracy of prompted answers, but answer accuracy combines failures at different stages of the audi…
cs.CL2026
Represented but Ignored: A Causal Account of Prosodic Underuse in Audio-Language Models
Linkai Peng, Baorian Nuchged
Human speech is richly expressive, with prosody carrying linguistic and emotional information beyond the lexical content. A capable large audio-language model (audio-LLM) should th…
cs.CL2024
Pronunciation Assessment with Multi-modal Large Language Models
Kaiqi Fu, Linkai Peng, Nan Yang +1
Large language models (LLMs), renowned for their powerful conversational abilities, are widely recognized as exceptional tools in the field of education, particularly in the contex…