fairseq/examples/speech_text_joint_to_text

• Joint Speech Text training in Fairseq
• • Examples
  • Citation

Joint Speech Text training in Fairseq

An extension of Fairseq s2t project with the speech to text task enhanced by the co-trained text to text mapping task. More details about Fairseq s2t can be found here

Examples

Examples of speech text joint training in fairseq

• English-to-German MuST-C model
• IWSLT 2021 Multilingual Speech Translation
• Speech Text Joint Pre-training

Citation

Please cite as:

@inproceedings{Tang2022UnifiedSP,
  title={Unified Speech-Text Pre-training for Speech Translation and Recognition},
  author={Yun Tang and Hongyu Gong and Ning Dong and Changhan Wang and Wei-Ning Hsu and Jiatao Gu and Alexei Baevski and Xian Li and Abdelrahman Mohamed and Michael Auli and Juan Miguel Pino},
  booktitle={ACL},
  year={2022}
}
@inproceedings{Tang2021IST,
  title = {Improving Speech Translation by Understanding and Learning from the Auxiliary Text Translation Task},
  author = {Yun Tang and Juan Pino and Xian Li and Changhan Wang and Dmitriy Genzel},
  booktitle = {ACL},
  year = {2021},
}

@inproceedings{Tang2021FST,
  title = {FST: the FAIR Speech Translation System for the IWSLT21 Multilingual Shared Task},
  author = {Yun Tang and Hongyu Gong and Xian Li and Changhan Wang  and Juan Pino and  Holger Schwenk and  Naman Goyal},
  booktitle = {IWSLT},
  year = {2021},
}
@inproceedings{Tang2021AGM,
  title={A General Multi-Task Learning Framework to Leverage Text Data for Speech to Text Tasks},
  author={Yun Tang and J. Pino and Changhan Wang and Xutai Ma and Dmitriy Genzel},
  booktitle={ICASSP},
  year={2021}
}

@inproceedings{wang2020fairseqs2t,
  title = {fairseq S2T: Fast Speech-to-Text Modeling with fairseq},
  author = {Changhan Wang and Yun Tang and Xutai Ma and Anne Wu and Dmytro Okhonko and Juan Pino},
  booktitle = {Proceedings of the 2020 Conference of the Asian Chapter of the Association for Computational Linguistics (AACL): System Demonstrations},
  year = {2020},
}

@inproceedings{ott2019fairseq,
  title = {fairseq: A Fast, Extensible Toolkit for Sequence Modeling},
  author = {Myle Ott and Sergey Edunov and Alexei Baevski and Angela Fan and Sam Gross and Nathan Ng and David Grangier and Michael Auli},
  booktitle = {Proceedings of NAACL-HLT 2019: Demonstrations},
  year = {2019},
}