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Hayato Futami

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#natural language process... Preprint Sep 2026

Merging the Knowledge of LLMs for Automatic Speech Recognition

This method integrates the LMs directly into the parameters of an LLM-based ASR model, requiring no additional computational cost at inference, and consistently improved the ASR performance in the target domains, without degrading inference speed or memory footprint.

Hayato Futami, Tatsuya Kawahara · 0 citations
#natural language process... Preprint Sep 2026

Kraken: LLM-based Speech-to-Speech Translation via Low-bitrate VQ and Dual-path Source Conditioning

Speech-to-speech translation (S2ST) has advanced significantly with speech LLMs, offering the potential for joint optimization and preserving non-linguistic information. However, these models struggle with predicting high-bitrate speech tokens in LLMs, and face the challenge of relying on S2ST training data with ideall...

Hayato Futami, Hassan Shahmohammadi, Tushar Dhyani et al. · 0 citations

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