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Improving Data Integration through Disambiguation Techniques [PDF]

open access: yes, 2008
In this paper Word Sense Disambiguation (WSD) issue in the context of data integration is outlined and an Approximate Word Sense Disambiguation approach (AWSD) is proposed for the automatic lexical annotation of structured and semi-structured data ...
PO, Laura
core   +2 more sources

Word Sense Disambiguation: Towards Interactive Context Exploitation from Both Word and Sense Perspectives

open access: yesAnnual Meeting of the Association for Computational Linguistics, 2021
Lately proposed Word Sense Disambiguation (WSD) systems have approached the estimated upper bound of the task on standard evaluation benchmarks. However, these systems typically implement the disambiguation of words in a document almost independently ...
Ming Wang, Yinglin Wang
semanticscholar   +1 more source

Interpretability in Word Sense Disambiguation using Tsetlin Machine

open access: yesInternational Conference on Agents and Artificial Intelligence, 2021
: Word Sense Disambiguation (WSD) is a longstanding unresolved task in Natural Language Processing. The challenge lies in the fact that words with the same spelling can have completely different senses, sometimes depending on subtle characteristics of ...
Rohan Kumar Yadav   +3 more
semanticscholar   +1 more source

Adapting BERT for Word Sense Disambiguation with Gloss Selection Objective and Example Sentences [PDF]

open access: yesFindings, 2020
Domain adaptation or transfer learning using pre-trained language models such as BERT has proven to be an effective approach for many natural language processing tasks.
Boon Peng Yap   +2 more
semanticscholar   +1 more source

Word sense disambiguation and information retrieval [PDF]

open access: yes, 1994
It has often been thought that word sense ambiguity is a cause of poor performance in Information Retrieval (IR) systems. The belief is that if ambiguous words can be correctly disambiguated, IR performance will increase.
Sanderson, M.
core   +1 more source

Word vs. Class-Based Word Sense Disambiguation [PDF]

open access: yes, 2015
As empirically demonstrated by the Word Sense Disambiguation (WSD) tasks of the last SensEval/SemEval exercises, assigning the appropriate meaning to words in context has resisted all attempts to be successfully addressed.
Izquierdo Beviá, Rubén   +2 more
core   +2 more sources

Memory-Based Word Sense Disambiguation

open access: yesComputers and the Humanities, 2000
We describe a memory-based classification architecture for word sense disambiguation and its application to the SENSEVAL evaluation task. For each ambiguous word, a semantic word expert is automatically trained using a memory-based approach. In each expert, selecting the correct sense of a word in a new context is achieved by finding the closest match ...
Veenstra, J.   +4 more
openaire   +6 more sources

Attention Neural Network for Biomedical Word Sense Disambiguation

open access: yesDiscrete Dynamics in Nature and Society, 2022
In order to improve the disambiguation accuracy of biomedical words, this paper proposes a disambiguation method based on the attention neural network. The biomedical word is viewed as the center. Morphology, part of speech, and semantic information from
Chun-Xiang Zhang   +4 more
doaj   +1 more source

Evaluation of Linguistic Features for Word Sense Disambiguation with Self-Organized Document Maps [PDF]

open access: yes, 2004
Word sense disambiguation automatically determines the appropriate senses of a word in context. We have previously shown that self-organized document maps have properties similar to a large-scale semantic structure that is useful for word sense ...
Linden, Krister
core   +1 more source

SensEmBERT: Context-Enhanced Sense Embeddings for Multilingual Word Sense Disambiguation

open access: yesAAAI Conference on Artificial Intelligence, 2020
Contextual representations of words derived by neural language models have proven to effectively encode the subtle distinctions that might occur between different meanings of the same word.
Bianca Scarlini   +2 more
semanticscholar   +1 more source

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