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ABSTRACT Existing self-supervised pre-trained speech models have of-fered an effective way to leverage massive unannotated cor-pora to build good automatic speech …

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View recent discussion. Abstract: Discrete audio representations are gaining traction in speech modeling due to their interpretability and compatibility with large language models, but are not …

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The careful construction of audio representations has become a dominant feature in the design of approaches to many speech tasks. Increasingly, such approaches have …

Existing self-supervised pre-trained speech models have offered an effective way to leverage massive unannotated corpora to build good automatic speech recognition (ASR). …

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This work proposes a end-to-end model that separates clean speech in the form of codebook tokens, while extracting interpretable noise vectors as quantization residue which …

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By converting to discrete tokens and enforcing disentanglement during training, the researchers created systems that handle noise better while remaining interpretable.

Yandex is a technology company that builds intelligent products and services powered by artificial intelligence. Our goal is to help consumers and businesses better navigate the online and …