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Rethinking Speech-LLM Integration for ASR: Effective Joint Speech-Text Training by Interleaving

Fan, Ruchao et al.
arXiv (All) · Papers
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audio-and-speech-processingcomputation-and-language
Speech-LLM integration has shown promising results by leveraging extensive textual pretraining, yet its specific benefits for automatic speech recognition (ASR) remain unclear. We observe that as supervised ASR training data increases, the contribution of LLM priors becomes less evident, and simple
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