Word Sense Induction Using Word Sketches

Publikace nespadá pod Filozofickou fakultu, ale pod Fakultu informatiky. Oficiální stránka publikace je na webu muni.cz.

Autoři

HERMAN Ondřej KOVÁŘ Vojtěch JAKUBÍČEK Miloš RYCHLÝ Pavel

Rok publikování 2019
Druh Článek ve sborníku
Konference Proceedings of the 7th International Conference on Statistical Language and Speech Processing
Fakulta / Pracoviště MU

Fakulta informatiky

Citace
Doi http://dx.doi.org/10.1007/978-3-030-31372-2_7
Klíčová slova Word sense induction;Word sketch;Collocations;Word embeddings
Popis 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.
Související projekty: