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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 a 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, s.~83-91. ISBN~978-3-030-31371-5. Dostupné z: https://dx.doi.org/10.1007/978-3-030-31372-2\_{}7.
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