ConceptNet Numberbatch consists of state-of-the-art semantic vectors (also known as word embeddings) that can be used directly as a representation of word meanings or as a starting point for further machine learning.
Q. Le, und T. Mikolov. Proceedings of the 31st International Conference on Machine Learning, Volume 32 von Proceedings of Machine Learning Research, Seite 1188--1196. Bejing, China, PMLR, (Juni 2014)
H. Aras, R. Türker, D. Geiss, M. Milbradt, und H. Sack. Proceedings of the Posters and Demos Track of the 14th International Conference on Semantic Systems co-located with the 14th International Conference on Semantic Systems (SEMANTiCS 2018), Vienna, Austria, September 10-13, 2018, Volume 2198 von CEUR Workshop Proceedings, CEUR-WS.org, (2018)
D. Dligach, T. Miller, C. Lin, S. Bethard, und G. Savova. Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics: Volume 2, Short Papers, 2, Seite 746--751. (2017)
G. Marco Baroni, Georgiana Dinu. 52nd Annual Meeting of the Association for Computational Linguistics, ACL 2014 - Proceedings of the Conference, (2014)
D. Dligach, T. Miller, C. Lin, S. Bethard, und G. Savova. Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics: Volume 2, Short Papers, 2, Seite 746--751. (2017)
S. Cordeiro, C. Ramisch, M. Idiart, und A. Villavicencio. Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 1, Seite 1986--1997. The Association for Computer Linguistics, (2016)
M. Hartung, F. Kaupmann, S. Jebbara, und P. Cimiano. Proceedings of the 15th Meeting of the European Chapter of the Association for Computational Linguistics (EACL), 1, Association for Computational Linguistics, (2017)
A. Maas, R. Daly, P. Pham, D. Huang, A. Ng, und C. Potts. Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies-Volume 1, Seite 142--150. Association for Computational Linguistics, (2011)