Please use this identifier to cite or link to this item:
https://hdl.handle.net/20.500.14365/1969
Title: | Detection of Multiword Expressions with Word Vector Representations | Other Titles: | Sözcük vektör temsilleri ile çok sözcüklü ifadelerin tespiti | Authors: | Tascioglu, Tansu Kumova Metin, Senem |
Publisher: | IEEE | Abstract: | Multiword expressions (MWE) are word combinations where multiple words leave their own meaning to build a new one. These word combinations are important in text summarization, automatic machine translation and language generation fields. In this study, MWEs are detected employing the word vector representations of word combinations and their composing words. In our work, vector representations of words and Word combinations are built employing five different methods. Giving vector representations as inputs to a group of classifiers, the classification performances are examined relatively. Experimental work is performed on Turkish data sets. The classification performance is measured by F1 value employing 5-fold cross validation. Experimental results showed that vector representations can be employed in MWE detection. | Description: | 29th IEEE Conference on Signal Processing and Communications Applications (SIU) -- JUN 09-11, 2021 -- ELECTR NETWORK | URI: | https://doi.org/10.1109/SIU53274.2021.9477855 https://hdl.handle.net/20.500.14365/1969 |
ISBN: | 978-1-6654-3649-6 |
Appears in Collections: | Scopus İndeksli Yayınlar Koleksiyonu / Scopus Indexed Publications Collection WoS İndeksli Yayınlar Koleksiyonu / WoS Indexed Publications Collection |
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1969.pdf Restricted Access | 1.54 MB | Adobe PDF | View/Open Request a copy |
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