Author

Takahiro Shinozaki

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Preprint Aug 2026

Cached LLM Probability Retrieval for Speech Recognition

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 · 0 citations

Jul 2026

MemNMF: Memory-Augmented NMF on LPC Spectra for Anomalous Sound Detection

Autoencoder-based anomalous sound detection is attractive for machine condition monitoring because it can be trained using only normal recordings and yields an interpretable anomaly score from reconstruction error. Most prior work uses spectrogram autoencoders, but reconstructing detailed time--frequency patterns is se...

Phurich Saengthong, Takahiro Shinozaki · arXiv.org · 0 citations