Parallel, or Comparable? That Is the Question - The Comparison of Parallel and Comparable Data-based Methods for Bilingual Lexicon Induction

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Publikace nespadá pod Fakultu sportovních studií, ale pod Fakultu informatiky. Oficiální stránka publikace je na webu muni.cz.
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DENISOVÁ Michaela

Rok publikování 2022
Druh Článek ve sborníku
Konference Proceedings of the Sixteenth Workshop on Recent Advances in Slavonic Natural Languages Processing, RASLAN 2022
Fakulta / Pracoviště MU

Fakulta informatiky

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Klíčová slova Parallel data; Comparable data; Translation equivalents’ extraction; Estonian; Slovak
Popis Extracting translation equivalents from parallel data has been considered the main and most efficient method in the lexicography field. However, parallel data are not always available or sufficient, especially for rare and low-resource language pairs. Translation equivalents obtained from comparable data offer a solution for this problem. This paper compares the performance of some methods that utilize either parallel or comparable data and demonstrates the results on the Estonian-Slovak language combination. We show that comparable data usage aspires to be a viable alternative for low-resource languages or rare language pairs, and we propose a new equation for more effective translation equivalents’ induction.
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