The impact of syntactic structure on verb-noun collocation extraction. лингвистика и интеллектуальные технологиистатья

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[1] Akinina Y. S., Kuznetsov I. O., Toldova S. J. The impact of syntactic structure on verb-noun collocation extraction. лингвистика и интеллектуальные технологии // Компьютерная лингвистика и интеллектуальные технологии. По материалам Международной конференции "Диалог 2013". — Т. 12. — РГГУ Москва, 2013. — С. 2–17. Automatic verb-noun collocation extraction is an important natural language processing task. The results obtained in this area of research can be used in a variety of applications including language modeling, thesaurus building, semantic role labeling, and machine translation. Our paper de-scribes an experiment aimed at comparing the verb-noun collocation lists extracted from a large corpus using a raw word order-based and a syntax-based approach. The hypothesis was that the latter method would result in less noisy and more exhaustive collocation sets. The experiment has shown that the collocation sets obtained using the two methods have a surprisingly low degree of correspondence. Moreover, the collocate lists extracted by means of the window-based method are often more complete than the ones obtained by means of the syntax-based algorithm, despite its ability to filter out adjacent collocates and reach the distant ones. In order to interpret these differences, we provide a qualitative analysis of some common mismatch cases.

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