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cs.CL2026
Latent Speech-Text Transformer
Yen-Ju Lu, Yashesh Gaur, Wei Zhou +8
Auto-regressive speech-text models pre-trained on interleaved text tokens and discretized speech tokens demonstrate strong speech understanding and generation, yet remain substanti…
cs.CL2025
Can Speech LLMs Think while Listening?
Yi-Jen Shih, Desh Raj, Chunyang Wu +6
Recent advances in speech large language models (speech LLMs) have enabled seamless spoken interactions, but these systems still struggle with complex reasoning tasks. Previously,…
cs.CL2024
Token-Weighted RNN-T for Learning from Flawed Data
Gil Keren, Wei Zhou, Ozlem Kalinli
ASR models are commonly trained with the cross-entropy criterion to increase the probability of a target token sequence. While optimizing the probability of all tokens in the targe…