Extracting Methodology Components from AI Research Papers: A Data-driven Factored Sequence Labeling Approach

Author:

Ghosh Madhusudan1ORCID,Ganguly Debasis2ORCID,Basuchowdhuri Partha1ORCID,Naskar Sudip Kumar3ORCID

Affiliation:

1. Indian Association for the Cultivation of Science, Kolkata, India

2. University of Glasgow, Glasgow, United Kingdom

3. Dept. of Computer Science & Engineering, Jadavpur University, India, Kolkata, India

Publisher

ACM

Reference28 articles.

1. Manjot Bedi , Tanisha Pandey , Sumit Bhatia , and Tanmoy Chakraborty . 2022. Why Did You Not Compare with That? Identifying Papers for Use as Baselines . In ECIR (1) (Lecture Notes in Computer Science , Vol. 13185). Springer, 51-- 64 . Manjot Bedi, Tanisha Pandey, Sumit Bhatia, and Tanmoy Chakraborty. 2022. Why Did You Not Compare with That? Identifying Papers for Use as Baselines. In ECIR (1) (Lecture Notes in Computer Science, Vol. 13185). Springer, 51--64.

2. Iz Beltagy , Kyle Lo , and Arman Cohan . 2019. SciBERT: A Pretrained Language Model for Scientific Text . In Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP) . Association for Computational Linguistics , Hong Kong , China, 3615--3620. https://doi.org/10. 1865 3/v1/D19--1371 10.18653/v1 Iz Beltagy, Kyle Lo, and Arman Cohan. 2019. SciBERT: A Pretrained Language Model for Scientific Text. In Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP). Association for Computational Linguistics, Hong Kong, China, 3615--3620. https://doi.org/10.18653/v1/D19--1371

3. Yixin Cao , Zikun Hu , Tat-seng Chua, Zhiyuan Liu , and Heng Ji. 2019. Low-Resource Name Tagging Learned with Weakly Labeled Data . In Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP) . Association for Computational Linguistics , Hong Kong , China. https://doi.org/10. 1865 3/v1/D19--1025 10.18653/v1 Yixin Cao, Zikun Hu, Tat-seng Chua, Zhiyuan Liu, and Heng Ji. 2019. Low-Resource Name Tagging Learned with Weakly Labeled Data. In Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP). Association for Computational Linguistics, Hong Kong, China. https://doi.org/10.18653/v1/D19--1025

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