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@inproceedings{1550577, author = {Herman, Ondřej and Kovář, Vojtěch and Jakubíček, Miloš and Rychlý, Pavel}, address = {Cham}, booktitle = {Proceedings of the 7th International Conference on Statistical Language and Speech Processing}, doi = {http://dx.doi.org/10.1007/978-3-030-31372-2_7}, editor = {Martín-Vide C., Purver M., Pollak S.}, keywords = {Word sense induction;Word sketch;Collocations;Word embeddings}, howpublished = {tištěná verze "print"}, language = {eng}, location = {Cham}, isbn = {978-3-030-31371-5}, pages = {83-91}, publisher = {Springer}, title = {Word Sense Induction Using Word Sketches}, year = {2019} }
TY - JOUR ID - 1550577 AU - Herman, Ondřej - Kovář, Vojtěch - Jakubíček, Miloš - Rychlý, Pavel PY - 2019 TI - Word Sense Induction Using Word Sketches PB - Springer CY - Cham SN - 9783030313715 KW - Word sense induction;Word sketch;Collocations;Word embeddings N2 - We present three methods for word sense induction based on Word Sketches. The methods are being developed a part of an semiautomatic dictionary creation system, providing annotators with the summarized semantic behavior of a word. Two of the methods are based on the assumption of a word having a single sense per collocation. We cluster the Word Sketch based collocations by their co-occurrence behavior in the first method. The second method clusters the collocations using word embedding model. The last method is based on clustering of Word Sketch thesauri. We evaluate the methods and demonstrate their behavior on representative words. ER -
HERMAN, Ondřej, Vojtěch KOVÁŘ, Miloš JAKUBÍČEK and Pavel RYCHLÝ. Word Sense Induction Using Word Sketches. In Martín-Vide C., Purver M., Pollak S. \textit{Proceedings of the 7th International Conference on Statistical Language and Speech Processing}. Cham: Springer, 2019, p.~83-91. ISBN~978-3-030-31371-5. Available from: https://dx.doi.org/10.1007/978-3-030-31372-2\_{}7.
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