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Aug 2026
Large language models (LLMs) enhance automatic speech recognition (ASR) by providing linguistic priors; however, their direct rescoring is costly because it requires evaluating every N-best hypothesis. This paper introduces"cached LLM probability retrieval,"which involves querying a local teacher LLM offline to obtain...
Sheng Li, Takahiro Shinozaki, Tatsuya Kawahara
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Sheng Li, Jiyi Li, Takahiro Shinozaki
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Preprint
Aug 2026
Synthetic conversational speech has become an important resource for developing and evaluating conversational speech systems. However, existing dialogue synthesis pipelines typically generate dialogue content first and then insert interruptions, overlap, and backchannels using handcrafted markers or timing rules, makin...
Pengcheng Wang, Sheng Li, Ji-Yi Li et al.
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Pengcheng Wang, Sheng Li, JiyiLi et al.
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