AUTOMATED METHOD OF HYPER-HYPONYMIC VERBAL PAIRS EXTRACTION FROM DICTIONARY DEFINITIONS BASED ON SYNTAX ANALYSIS AND WORD EMBEDDINGS

科研成果: Article同行评审

摘要

This study is dedicated to the development of methods of computer-aided hyper-hyponymic verbal pairs extraction. The method's foundation is that in a dictionary article the defined verb is commonly a hyponym and its definition is formulated through a hypernym in the infinitive. The first method extracted all infinitives having dependents. The second method also demanded an extracted infinitive to be the root of the syntax tree. The first method allowed the extraction of almost twice as many hypernyms; whereas the second method provided higher precision. The results were post-processed with word embeddings, which allowed an improved precision without a crucial drop in the number of extracted hypernyms. Key words: semantics, verbal hyponymy, syntax models, word embeddings, RusVectores
投稿的翻译标题АВТОМАТИЧЕСКИЙ МЕТОД ВЫЯВЛЕНИЯ ГИПО-ГИПЕРОНИМИЧЕСКИХ ГЛАГОЛЬНЫХ ПАР ИЗ ГЛАГОЛЬНЫХ ДЕФИНИЦИЙ НА ОСНОВЕ СИНТАКСИЧЕСКОГО АНАЛИЗА И ВЕКТОРНОГО ПРЕДСТАВЛЕНИЯ СЛОВA
源语言English
页(从-至)60-75
页数16
期刊Rhema. Рема
2
DOI
Published - 2020

GRNTI

  • 16.00.00 LINGUISTICS

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  • VAK List

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