jbetker/wav2vec2-large-robust-ft-libritts-voxpopuli

Model

This checkpoint is a wav2vec2-large model that is useful for generating transcriptions with punctuation. It is intended for use in building transcriptions for TTS models, where punctuation is very important for prosody.

8

4 commits

2 linked in READMEs

updated Feb 25, 2022

See the code

README

This checkpoint is a wav2vec2-large model that is useful for generating transcriptions with punctuation. It is intended for use in building transcriptions for TTS models, where punctuation is very important for prosody.

This model was created by fine-tuning the facebook/wav2vec2-large-robust-ft-libri-960h checkpoint on the libritts and voxpopuli datasets with a new vocabulary that includes punctuation.

The model gets a respectable WER of 4.45% on the librispeech validation set. The baseline, facebook/wav2vec2-large-robust-ft-libri-960h, got 4.3%.

Since the model was fine-tuned on clean audio, it is not well-suited for noisy audio like CommonVoice (though I may upload a checkpoint for that soon too). It still does pretty good, though.

The vocabulary is uploaded to the model hub as well jbetker/tacotron_symbols.

Check out my speech transcription script repo, ocotillo for usage examples: https://github.com/neonbjb/ocotillo

automatic-speech-recognition
endpoints_compatible
pytorch
transformers
wav2vec2

Contributors

jbetker

3 commits

system

1 commits

jbetker/wav2vec2-large-robust-ft-libritts-voxpopuli

Model

This checkpoint is a wav2vec2-large model that is useful for generating transcriptions with punctuation. It is intended for use in building transcriptions for TTS models, where punctuation is very important for prosody.

8

4 commits

2 linked in READMEs

updated Feb 25, 2022

See the code

README

This checkpoint is a wav2vec2-large model that is useful for generating transcriptions with punctuation. It is intended for use in building transcriptions for TTS models, where punctuation is very important for prosody.

This model was created by fine-tuning the facebook/wav2vec2-large-robust-ft-libri-960h checkpoint on the libritts and voxpopuli datasets with a new vocabulary that includes punctuation.

The model gets a respectable WER of 4.45% on the librispeech validation set. The baseline, facebook/wav2vec2-large-robust-ft-libri-960h, got 4.3%.

Since the model was fine-tuned on clean audio, it is not well-suited for noisy audio like CommonVoice (though I may upload a checkpoint for that soon too). It still does pretty good, though.

The vocabulary is uploaded to the model hub as well jbetker/tacotron_symbols.

Check out my speech transcription script repo, ocotillo for usage examples: https://github.com/neonbjb/ocotillo

automatic-speech-recognition
endpoints_compatible
pytorch
transformers
wav2vec2

Contributors

jbetker

3 commits

system

1 commits