BioAug: Conditional Generation based Data Augmentation for Low-Resource Biomedical NER

Author:

Ghosh Sreyan1ORCID,Tyagi Utkarsh1ORCID,Kumar Sonal1ORCID,Manocha Dinesh1ORCID

Affiliation:

1. University of Maryland College Park, USA, College Park, MD, USA

Publisher

ACM

Reference45 articles.

1. Alan Akbik , Tanja Bergmann , Duncan Blythe , Kashif Rasul , Stefan Schweter , and Roland Vollgraf . 2019 . FLAIR: An Easy-to-Use Framework for State-of-the-Art NLP . In Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics (Demonstrations). Association for Computational Linguistics , Minneapolis, Minnesota, 54--59. https://doi.org/10. 18653/v1/N 19 - 4010 Alan Akbik, Tanja Bergmann, Duncan Blythe, Kashif Rasul, Stefan Schweter, and Roland Vollgraf. 2019. FLAIR: An Easy-to-Use Framework for State-of-the-Art NLP. In Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics (Demonstrations). Association for Computational Linguistics, Minneapolis, Minnesota, 54--59. https://doi.org/10. 18653/v1/N19-4010

2. Razvan Bunescu and Raymond Mooney . 2007 . Learning to extract relations from the web using minimal supervision . In Proceedings of the 45th annual meeting of the association of computational linguistics. 576--583 . Razvan Bunescu and Raymond Mooney. 2007. Learning to extract relations from the web using minimal supervision. In Proceedings of the 45th annual meeting of the association of computational linguistics. 576--583.

3. Jiaao Chen , Derek Tam , Colin Raffel , Mohit Bansal , and Diyi Yang . 2021. An empirical survey of data augmentation for limited data learning in NLP. arXiv preprint arXiv:2106.07499 ( 2021 ). Jiaao Chen, Derek Tam, Colin Raffel, Mohit Bansal, and Diyi Yang. 2021. An empirical survey of data augmentation for limited data learning in NLP. arXiv preprint arXiv:2106.07499 (2021).

4. Nigel Collier and Jin-Dong Kim . 2004 . Introduction to the bio-entity recognition task at JNLPBA . In Proceedings of the International Joint Workshop on Natural Language Processing in Biomedicine and its Applications (NLPBA/BioNLP). 73--78 . Nigel Collier and Jin-Dong Kim. 2004. Introduction to the bio-entity recognition task at JNLPBA. In Proceedings of the International Joint Workshop on Natural Language Processing in Biomedicine and its Applications (NLPBA/BioNLP). 73--78.

5. Xiang Dai and Heike Adel . 2020. An analysis of simple data augmentation for named entity recognition. arXiv preprint arXiv:2010.11683 ( 2020 ). Xiang Dai and Heike Adel. 2020. An analysis of simple data augmentation for named entity recognition. arXiv preprint arXiv:2010.11683 (2020).

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