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Zero-Shot-DST

This repository includes the implementation of the paper:

Leveraging Slot Descriptions for Zero-Shot Cross-Domain Dialogue StateTracking. Zhaojiang Lin, Bing Liu, Seungwhan Moon, Paul Crook, Zhenpeng Zhou, Zhiguang Wang, Zhou Yu, Andrea Madotto, Eunjoon Cho, Rajen Subba. NAACL 2021

@inproceedings{lin2021leveraging,
  title={Leveraging Slot Descriptions for Zero-Shot Cross-Domain Dialogue StateTracking},
  author={Lin, Zhaojiang and Liu, Bing and Moon, Seungwhan and Crook, Paul A and Zhou, Zhenpeng and Wang, Zhiguang and Yu, Zhou and Madotto, Andrea and Cho, Eunjoon and Subba, Rajen},
  booktitle={Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies},
  pages={5640--5648},
  year={2021}
}

Zero-Shot Dialogue State Tracking via Cross-Task Transfer. Zhaojiang Lin, Bing Liu, Andrea Madotto, Seungwhan Moon, Paul Crook, Zhenpeng Zhou, Zhiguang Wang, Zhou Yu, Eunjoon Cho, Rajen Subba, Pascale Fung. EMNLP 2021

@inproceedings{lin2021zero,
  title={Zero-Shot Dialogue State Tracking via Cross-Task Transfer},
  author={Lin, Zhaojiang and Liu, Bing and Madotto, Andrea and Moon, Seungwhan and Zhou, Zhenpeng and Crook, Paul A and Wang, Zhiguang and Yu, Zhou and Cho, Eunjoon and Subba, Rajen and others},
  booktitle={Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing},
  pages={7890--7900},
  year={2021}
}

Bug Report

Feel free to create an issue or send email to [email protected]

License

The majority of Zero-Shot DST is licensed under CC-BY-NC-SA-4.0, however portions of the project are available under separate license terms: Transformers and SGD are licensed under the Apache 2.0 license; som-DST and MultiWoz are licensed under the MIT license; and license information for TRADE is available at https://github.com/jasonwu0731/trade-dst#license.

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  • Python 98.7%
  • Shell 1.3%