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Research · April 2015

LibriSpeech: a thousand hours of audiobooks

In April 2015 Vassil Panayotov, Daniel Povey and colleagues at Johns Hopkins University published LibriSpeech, about 1,000 hours of read English at 16 kHz aligned with its text, taken from public-domain LibriVox audiobooks.

Why it matters

An open corpus of this size for training and testing speech recognition appeared for the first time, with Kaldi scripts and language models. Its "clean" and "other" test sets became the common yardstick of recognition systems for years.

The training subsets are train-clean-100 (100.6 hours), train-clean-360 (363.6) and train-other-500 (496.7); speakers were split into "clean" and "other" by the error rate of a model trained on WSJ. Models trained on LibriSpeech had lower error on the Wall Street Journal test sets than models trained on WSJ itself. The record gives no WER figures from the paper's table: the extracted table text is broken.

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April 2015
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Sources gathered automatically · September 25, 2026
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The month by Crossref: the ICASSP 2015 proceedings, conference 19-24 April in Brisbane. The authors' copy carries no date.

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