Recently we have been doing some experiments to cluster semantically similar messages, by leveraging pre-trained models so we can get something off the ground using no labelled data. Task here is…
What is Semantic Similarity? Definition of Semantic Similarity: A concept whereby a set of documents or terms within term lists are assigned a metric based on the likeness of their meaning/semantic content. ( Wikipedia, 2012e ).
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)
P. Szmeja, M. Ganzha, M. Paprzycki, and W. Pawlowski. Advances in Data Analysis with Computational Intelligence Methods, volume 738 of Studies in Computational Intelligence, page 87-125. Springer, (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)
J. Wang, Z. Ding, and C. Jiang. Proceedings of the IEEE Asia-Pacific Conference on Services Computing (APSCC), page 617--620. Washington, DC, USA, IEEE Computer Society, (2006)
D. Ramage, A. Rafferty, and C. Manning. Proceedings of the 2009 Workshop on Graph-based Methods for Natural Language Processing, page 23--31. Stroudsburg, PA, USA, Association for Computational Linguistics, (2009)