Conference paper Open Access
A Domain Independent Semantic Measure for Keyword Sense Disambiguation
María G. Buey;
Carlos Bobed;
Jorge Gracia;
Eduardo Mena
Understanding the user's intention is crucial for many tasks that involve human-machine interaction. To that end, word sense disambiguation (WSD) techniques play an important role. WSD techniques typically require well-formed sentences as context to operate, as well as pre-defined catalogues of word senses. However, there are some scenarios on the Web where such conditions do not apply well, such as when there is a need to disambiguate keywords from a query, or sets of tags describing any Web resource, where the context does not come as well-formed sentences. In this paper, we propose an approach to disambiguate sets of keywords by linking them to concepts of a given ontology that is not known at training time. Our approach grounds on a semantic relatedness measure between words and concepts, and explores different disambiguation algorithms to study the contribution of both word and sentence-level representations. We focus on situations where the available linguistic information is very scarce (e.g., keyword-based / Web search queries), hampering natural language based approaches. Experimental results show the feasibility of our approach in general and in specific knowledge domains without previous training for the target domain.
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- Publication date:
- March 23, 2021
- DOI:
-
- Published in:
- Proceedings of 36th ACM/SIGAPP Symposium On Applied Computing, ACM.
- Grants:
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European Commission:
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Pret-a-LLOD - Ready-to-use Multilingual Linked Language Data for Knowledge Services across Sectors (825182)
- Lynx - Building the Legal Knowledge Graph for Smart Compliance Services in Multilingual Europe (780602)
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Pret-a-LLOD - Ready-to-use Multilingual Linked Language Data for Knowledge Services across Sectors (825182)
- Meeting:
- 36th ACM/SIGAPP Symposium On Applied Computing (SAC 2021), online, 22-26
- Communities:
- License (for files):
- Creative Commons Attribution 4.0 International