The Natural Language Decathlon (decaNLP) is a new benchmark for studying general NLP models that can perform a variety of complex, natural language tasks.
Repository to track the progress in Natural Language Processing (NLP), including the datasets and the current state-of-the-art for the most common NLP tasks.
This is a list of 100 important natural language processing (NLP) papers that serious students and researchers working in the field should probably know about and read.
In natural language understanding, there is a hierarchy of lenses through which we can extract meaning - from words to sentences to paragraphs to documents. At the document level, one of the most useful ways to understand text is by analyzing its topics.
I made an introductory talk on word embeddings in the past and this write-up is an extended version of the part about philosophical ideas behind word vectors.
S. Bordia, and S. Bowman. Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Student Research Workshop, page 7--15. Minneapolis, Minnesota, Association for Computational Linguistics, (June 2019)
S. Blodgett, S. Barocas, H. Daumé III, and H. Wallach. Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics, page 5454--5476. Online, Association for Computational Linguistics, (July 2020)
M. Peters, M. Neumann, R. Logan, R. Schwartz, V. Joshi, S. Singh, and N. Smith. Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP), page 43--54. Hong Kong, China, Association for Computational Linguistics, (November 2019)
L. Flek. Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics, page 7828--7838. Online, Association for Computational Linguistics, (July 2020)
S. Wang, J. Tang, C. Aggarwal, and H. Liu. Proceedings of the 25th ACM International on Conference on Information and Knowledge Management, ACM, (October 2016)
M. Iyyer, A. Guha, S. Chaturvedi, J. Boyd-Graber, and H. Daumé III. Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, page 1534-1544. The Association for Computational Linguistics, (2016)
M. Artetxe, G. Labaka, I. Lopez-Gazpio, and E. Agirre. Proceedings of the 22nd Conference on Computational Natural Language Learning, page 282--291. Association for Computational Linguistics, (2018)
L. Wang, Z. Cao, G. de Melo, and Z. Liu. Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 1, page 1298--1307. (2016)
A. Yeh. Proceedings of the 18th Conference on Computational Linguistics - Volume 2, page 947--953. Stroudsburg, PA, USA, Association for Computational Linguistics, (2000)
M. Kusner, Y. Sun, N. Kolkin, and K. Weinberger. Proceedings of the 32Nd International Conference on International Conference on Machine Learning - Volume 37, page 957--966. JMLR.org, (2015)
J. Rotsztejn, N. Hollenstein, and C. Zhang. (2018)cite arxiv:1804.02042Comment: Accepted to SemEval 2018 (12th International Workshop on Semantic Evaluation).
G. Marco Baroni, Georgiana Dinu. 52nd Annual Meeting of the Association for Computational Linguistics, ACL 2014 - Proceedings of the Conference, (2014)
W. Zou, R. Socher, D. Cer, and C. Manning. Proceedings of the 2013 Conference on Empirical Methods in Natural Language Processing, page 1393--1398. (2013)
D. Tang, F. Wei, N. Yang, M. Zhou, T. Liu, and B. Qin. Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), page 1555--1565. Baltimore, Maryland, Association for Computational Linguistics, (June 2014)
S. Cordeiro, C. Ramisch, M. Idiart, and A. Villavicencio. Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 1, page 1986--1997. The Association for Computer Linguistics, (2016)
M. Hartung, F. Kaupmann, S. Jebbara, and P. Cimiano. Proceedings of the 15th Meeting of the European Chapter of the Association for Computational Linguistics (EACL), 1, Association for Computational Linguistics, (2017)