Datasets › GigaSpeech

GigaSpeech

Introduced by Guoguo Chen et al. in GigaSpeech: An Evolving, Multi-domain ASR Corpus with 10,000 Hours of Transcribed Audio13 Jun 2021 archive 2025-07-28

GigaSpeech, an evolving, multi-domain English speech recognition corpus with 10,000 hours of high quality labeled audio suitable for supervised training, and 40,000 hours of total audio suitable for semi-supervised and unsupervised training.

Benchmarks archive 2025-07-28

All 3 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Speech Recognition GigaSpeech DEV SAMBA ASR Word Error Rate (WER) 9.12 Samba-ASR: State-Of-The-Art Speech Recognition... — 5 Compare
Speech Recognition GigaSpeech TEST Zipformer+pruned transducer w/ CR-CTC (no external language model) Word Error Rate (WER) 10.03 CR-CTC: Consistency regularization on CTC for improved... k2-fsa/icefall 5 Compare
Speech Recognition GigaSpeech Conformer/Transformer-AED Word Error Rate (WER) 10.90 GigaSpeech: An Evolving, Multi-domain ASR Corpus with... SpeechColab/GigaSpeech +2 1 Compare

Papers archive 2025-07-28

3 shown of 3 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 87. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

Dataset loaders archive 2025-07-28

1 loader as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

License archive 2025-07-28

Unknown

Modalities archive 2025-07-28

Languages archive 2025-07-28

Variants archive 2025-07-28

  • GigaSpeech
  • GigaSpeech DEV
  • GigaSpeech TEST

3 variant names, as the archive lists them.

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