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Embedding Senses fo...
Embedding Senses for Efficient Graph-based Word Sense Disambiguation
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- Nieto Piña, Luis, 1988 (författare)
- Gothenburg University,Göteborgs universitet,Institutionen för svenska språket,Department of Swedish
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- Johansson, Richard, 1975 (författare)
- Gothenburg University,Göteborgs universitet,Institutionen för data- och informationsteknik (GU),Department of Computer Science and Engineering (GU)
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(creator_code:org_t)
- Association for Computational Linguistics, 2016
- 2016
- Engelska.
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Ingår i: Proceedings of TextGraphs-10: the Workshop on Graph-based Methods for Natural Language Processing. - : Association for Computational Linguistics.
- Relaterad länk:
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https://gup.ub.gu.se...
Abstract
Ämnesord
Stäng
- We propose a simple graph-based method for word sense disambiguation (WSD) where sense and context embeddings are constructed by applying the Skip-gram method to random walks over the sense graph. We used this method to build a WSD system for Swedish using the SALDO lexicon, and evaluated it on six different annotated test sets. In all cases, our system was several orders of magnitude faster than a state-of-the-art PageRank-based system, while outperforming a random baseline soundly.
Ämnesord
- TEKNIK OCH TEKNOLOGIER -- Elektroteknik och elektronik -- Datorsystem (hsv//swe)
- ENGINEERING AND TECHNOLOGY -- Electrical Engineering, Electronic Engineering, Information Engineering -- Computer Systems (hsv//eng)
Nyckelord
- language technology
- lt
- natural language processing
- nlp
- machine learning
- ml
- word sense disambiguation
- wsd
- graphs
Publikations- och innehållstyp
- ref (ämneskategori)
- kon (ämneskategori)