Tagging and Parsing

Tagging and Parsing

This project focuses on developing cutting-edge models for various tagging tasks, including Part-of-Speech (POS) Tagging and Named Entity Recognition (NER), as well as parsing tasks such as Constituency Parsing, Dependency Parsing, and Abstract Meaning Representation (AMR) Parsing, with the aim of advancing the state-of-the-art in these areas.

This project is funded by:

Director

  • Jinho Choi - Associate Professor at Emory University

Publications

  1. Unleashing the True Potential of Sequence-to-Sequence Models for Sequence Tagging and Structure Parsing. He, H. and Choi, J. D. Transactions of the Association for Computational Linguistics (TACL), 2023.
  2. The Stem Cell Hypothesis: Dilemma behind Multi-Task Learning with Transformer Encoders. He, H.; and Choi, J. D. Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP), 2021.
  3. Levi Graph AMR Parser using Heterogeneous Attention. He, H.; and Choi, J. D. Proceedings of the International Conference on Parsing Technologies (IWPT), 2021.
  4. Adaptation of Multilingual Transformer Encoder for Robust Enhanced Universal Dependency Parsing. He, H.; and Choi, J. D. Proceedings of the International Conference on Parsing Technologies: Shared Task on Enhanced Universal Dependencies (IWPT:ST), 2020.
  5. Establishing Strong Baselines for the New Decade: Sequence Tagging, Syntactic and Semantic Parsing with BERT. He, H.; and Choi, J. D. Proceedings of the International Florida Artificial Intelligence Research Society Conference (FLAIRS), 2020.
  6. Deep Dependency Graph Conversion in English. Choi, J. D. Proceedings of the International Workshop on Treebanks and Linguistic Theories (TLT), 2017.
  7. Dynamic Feature Induction: The Last Gist to the State-of-the-Art. Choi, J. D. Proceedings of the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL), 2016.
  8. It Depends: Dependency Parser Comparison Using A Web-based Evaluation Tool. Choi, J. D.; Stent, A.; and Tetreault, J. Proceedings of the Annual Meeting of the Association for Computational Linguistics (ACL), 2015.