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Data-driven semantic analysis for multilingual WSD and lexical selection in translation [PDF]

open access: yes, 2009
A common way of describing the senses of ambiguous words in multilingual Word Sense Disambiguation (WSD) is by reference to their translation equivalents in another language.
Apidianaki, Marianna
core   +3 more sources

SBU-WSD-Corpus: A Sense Annotated Corpus for Persian All-words Word Sense Disambiguation [PDF]

open access: yesInternational Journal of Web Research, 2022
Word Sense Disambiguation (WSD) is a long standing task in Natural Language Processing (NLP) that aims to automatically identify the most relevant meaning of the words in a given context.
Hossein Rouhizadeh   +2 more
doaj   +1 more source

Using triangulation to identify word senses [PDF]

open access: yes
Word sense disambiguation is the task of determining which sense of a word is intended from its context. Previous methods have found the lack of training data and the restrictiveness of dictionaries' choices of senses to be major stumbling blocks.
Roberts, Paul J.   +2 more
core   +8 more sources

Word Sense Disambiguation: A Survey

open access: yesInternational Journal of Control Theory and Computer Modeling, 2015
In this paper, we made a survey on Word Sense Disambiguation (WSD). Near about in all major languages around the world, research in WSD has been conducted upto different extents. In this paper, we have gone through a survey regarding the different approaches adopted in different research works, the State of the Art in the performance in this domain ...
Alok Ranjan Pal, Diganta Saha
openaire   +4 more sources

Determining the difficulty of Word Sense Disambiguation [PDF]

open access: yesJournal of Biomedical Informatics, 2014
Automatic processing of biomedical documents is made difficult by the fact that many of the terms they contain are ambiguous. Word Sense Disambiguation (WSD) systems attempt to resolve these ambiguities and identify the correct meaning. However, the published literature on WSD systems for biomedical documents report considerable differences in ...
McInnes, B, Stevenson, R.M
openaire   +4 more sources

Graph Convolutional Network for Word Sense Disambiguation

open access: yesDiscrete Dynamics in Nature and Society, 2021
Word sense disambiguation (WSD) is an important research topic in natural language processing, which is widely applied to text classification, machine translation, and information retrieval.
Chun-Xiang Zhang   +3 more
doaj   +1 more source

A Method of Word Sense Disambiguation with Restricted Boltzmann Machine

open access: yesJournal of Harbin University of Science and Technology, 2019
For polysemy phenomenon in Chinese, Restricted Boltzmann Machine (RBM) is adopted to determine the true meaning of ambiguous vocabulary where linguistic knowledge in context is used Word form, part of speech and semantic categories in four left and ...
ZHANG Chun-xiang   +2 more
doaj   +1 more source

Hybrid Sense Classification Method for Large-Scale Word Sense Disambiguation

open access: yesIEEE Access, 2020
Word sense disambiguation (WSD) is a task of determining a reasonable sense of a word in a particular context. Although recent studies have demonstrated some progress in the advancement of neural language models, the scope of research is still such that ...
Yoonseok Heo, Sangwoo Kang, Jungyun Seo
doaj   +1 more source

Numerical Simulation of Ambiguity Resolution in Multiple Information Streams Based on Network Machine Translation

open access: yesComplexity, 2020
In natural language, the phenomenon of polysemy is widespread, which makes it very difficult for machines to process natural language. Word sense disambiguation is a key issue in the field of natural language processing.
Lei Wang, Qun Ai
doaj   +1 more source

Word Sense Disambiguation: An Overview [PDF]

open access: yesLanguage and Linguistics Compass, 2009
Abstract Word sense disambiguation is a subfield of computational linguistics in which computer systems are designed to determine the appropriate meaning of a word as it appears in the linguistic context. This article provides a survey of what has been done in this area: the ways that word meaning can be represented in the computer ...
openaire   +1 more source

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