Datasets:
Tasks:
Automatic Speech Recognition
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English
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100K - 1M
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Librispeech with alignments generated by the [Montreal Forced Aligner](https://montreal-forced-aligner.readthedocs.io/en/latest/). The original alignments in TextGrid format can be found [here](https://zenodo.org/records/2619474)
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### Dataset Description
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- **Curated by:** [More Information Needed]
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- **Funded by [optional]:** [More Information Needed]
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- **Shared by [optional]:** [More Information Needed]
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- **Language(s) (NLP):** [More Information Needed]
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- **Repository:**
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## Uses
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### Direct Use
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[More Information Needed]
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### Out-of-Scope Use
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## Dataset Structure
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## Dataset Creation
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### Curation Rationale
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### Source Data
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#### Data Collection and Processing
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<!-- If the dataset contains annotations which are not part of the initial data collection, use this section to describe them. -->
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#### Annotation process
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<!-- This section describes the annotation process such as annotation tools used in the process, the amount of data annotated, annotation guidelines provided to the annotators, interannotator statistics, annotation validation, etc. -->
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[More Information Needed]
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#### Who are the annotators?
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[More Information Needed]
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#### Personal and Sensitive Information
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[More Information Needed]
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## Bias, Risks, and Limitations
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[More Information Needed]
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### Recommendations
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<!-- If there is a paper or blog post introducing the dataset, the APA and Bibtex information for that should go in this section. -->
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**BibTeX for the original Librispeech:**
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@inproceedings{panayotov2015librispeech,
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title={Librispeech: an ASR corpus based on public domain audio books},
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author={Panayotov, Vassil and Chen, Guoguo and Povey, Daniel and Khudanpur, Sanjeev},
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booktitle={
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organization={IEEE}
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[More Information Needed]
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**APA for Alignments:**
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## Glossary [optional]
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<!-- If relevant, include terms and calculations in this section that can help readers understand the dataset or dataset card. -->
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[More Information Needed]
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## More Information [optional]
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## Dataset Card Authors [optional]
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## Dataset Card Contact
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# Dataset Card for Librispeech Alignments
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Librispeech with alignments generated by the [Montreal Forced Aligner](https://montreal-forced-aligner.readthedocs.io/en/latest/). The original alignments in TextGrid format can be found [here](https://zenodo.org/records/2619474)
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### Dataset Description
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Librispeech is a corpus of read English speech, designed for training and evaluating automatic speech recognition (ASR) systems. The dataset contains 1000 hours of 16kHz read English speech derived from audiobooks.
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The Montreal Forced Aligner (MFA) was used to generate word and phoneme level alignments for the Librispeech dataset.
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- **Curated by:** Vassil Panayotov, Guoguo Chen, Daniel Povey, Sanjeev Khudanpur
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- **Funded by:** DARPA LORELEI
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- **Shared by:** Loren Lugosch
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- **Language(s) (NLP):** English
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- **License:** Creative Commons Attribution 4.0 International License
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### Dataset Sources
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- **Repository:** https://www.openslr.org/12
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- **Paper:** https://arxiv.org/abs/1512.02595
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- **Alignments:** https://zenodo.org/record/2619474
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## Uses
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### Direct Use
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The Librispeech dataset can be used to train and evaluate ASR systems. The alignments allow for forced alignment techniques.
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### Out-of-Scope Use
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The dataset only contains read speech, so may not perform as well on spontaneous conversational speech.
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## Dataset Structure
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The dataset contains 1000 hours of segmented read English speech from audiobooks. There are three subsets: 100 hours (train-clean-100), 360 hours (train-clean-360) and 500 hours (train-other-500).
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The alignments connect the audio to the reference text transcripts on word and phoneme level.
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## Dataset Creation
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### Curation Rationale
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Librispeech was created to further speech recognition research and to benchmark progress in the field.
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### Source Data
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#### Data Collection and Processing
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The audio and reference texts were sourced from read English audiobooks in the LibriVox project. The data was segmented, filtered and prepared for speech recognition.
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#### Who are the source data producers?
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The audiobooks are read by volunteers for the LibriVox project. Information about the readers is available in the LibriVox catalog.
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### Annotations
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#### Annotation process
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The Montreal Forced Aligner was used to create word and phoneme level alignments between the audio and reference texts. The aligner is based on Kaldi.
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#### Who are the annotators?
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The alignments were generated automatically by the Montreal Forced Aligner and shared by Loren Lugosch.
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#### Personal and Sensitive Information
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The data contains read speech and transcripts. No personal or sensitive information expected.
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## Bias, Risks, and Limitations
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The dataset contains only read speech from published books, not natural conversational speech. Performance on other tasks may be reduced.
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### Recommendations
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Users should understand that the alignments may contain errors and account for this in applications.
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## Citation
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**BibTeX for Librispeech:**
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```
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@inproceedings{panayotov2015librispeech,
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title={Librispeech: an ASR corpus based on public domain audio books},
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author={Panayotov, Vassil and Chen, Guoguo and Povey, Daniel and Khudanpur, Sanjeev},
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booktitle={ICASSP},
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year={2015},
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organization={IEEE}
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}
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```
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**APA for Alignments:**
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Lugosch, L. (2019). LibriSpeech Alignments (1.0) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.2619474
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```
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