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Word Sense Induction with Attentive Context Clustering
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In: https://hal.archives-ouvertes.fr/hal-03586559 ; 2022 (2022)
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Word Sense Induction with Attentive Context Clustering
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In: https://hal.inria.fr/hal-03586559 ; 2022 (2022)
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Abstract:
This paper presents ACCWSI (Attentive Context Clustering WSI), a method for Word Sense Induction, suitable for languages with limited resources. Pretrained on a small corpus and given an ambiguous word (a query word) and a set of excerpts that contain it, ACCWSI uses an attention mechanism for generating context-aware embeddings, distinguishing between the different senses assigned to the query word. These embeddings are then clustered to provide groups of main common uses of the query word. We show that ACCWSI performs well on the SemEval-2 2010 WSI task. ACCWSI also demonstrates practical applicability for shedding light on the meanings of ambiguous words in ancient languages, such as Classical Hebrew and Akkadian. In the near future, we intend to turn ACCWSI into a practical tool for linguists and historians.
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Keyword:
[INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]; clustering; nlp; wsd; wsi
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URL: https://hal.inria.fr/hal-03586559/file/jdmdh-example.pdf https://hal.inria.fr/hal-03586559/document https://hal.inria.fr/hal-03586559
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Word Sense Induction with Attentive Context Clustering
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In: https://hal.archives-ouvertes.fr/hal-03586559 ; 2022 (2022)
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Multi-sense Embeddings through a Word Sense Disambiguation Process
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Crowdsourcing lexical semantic judgements from bilingual dictionary users
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Uso de representaciones vectoriales de las palabras para la detección de dobles sentidos (puns)
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Word Sense Disambiguation Based on Large Scale Polish CLARIN Heterogeneous Lexical Resources
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In: Cognitive Studies | Études cognitives; No 15 (2015); 269-292 ; 2392-2397 (2015)
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Translation of keywords between English and Swedish ; Översättning av nyckelord mellan engelska och svenska
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ABSTRACT Long Tail in Weighted Lexical Networks
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In: http://hal.inria.fr/docs/00/81/62/36/PDF/COGALEX2012-ML-v4.pdf (2013)
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Désambiguisation de sens par modèles de contextes et son application à la Recherche d’Information
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Désambiguisation de sens par modèles de contextes et son application à la Recherche d’Information
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SemEval-2010 Task 2: Cross-Lingual Lexical Substitution
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In: Association for Computational Linguistics (ACL) Workshop on Semantic Evaluations (SemEval), 2010, Uppsala, Sweden (2010)
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Word sense disambiguation: a survey
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In: http://www.dsi.uniroma1.it/~navigli/pubs/ACM_Survey_2009_Navigli.pdf (2009)
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Regular Polysemy in WordNet
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In: ISSN: 0175-1336 ; Journal for language technology and computational linguistics ; https://hal.archives-ouvertes.fr/hal-00611244 ; Journal for language technology and computational linguistics, GSCL (Gesellschaft für Sprachtechnologie und Computerlinguistik) 2009, 24 (2), pp.5-18 (2009)
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The Treatment of Word Sense Inventories in the ‘LACELL WSD Project’
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In: International Journal of English Studies; Vol. 9 No. 3 (2009): Special Issue; 21-38 ; International Journal of English Studies; Vol. 9 Núm. 3 (2009): Special Issue; 21-38 ; 1989-6131 ; 1578-7044 (2009)
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