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The Pennsylvania State University CiteSeerX Archives (19)
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This research is supported by the Ministry of Science & Technology, Israel, Grant 3-16464. (3)
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Hits 1 – 20 of 43
1
Word Sense Induction with Attentive Context Clustering
Stekel, Moshe
;
Azaria, Amos
;
Gordin, Shai
In: https://hal.archives-ouvertes.fr/hal-03586559 ; 2022 (2022)
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2
Word Sense Induction with Attentive Context Clustering
Stekel, Moshe
;
Azaria, Amos
;
Gordin, Shai
In: https://hal.inria.fr/hal-03586559 ; 2022 (2022)
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.
Keyword:
[INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]
;
clustering
;
nlp
;
wsd
;
wsi
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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3
Word Sense Induction with Attentive Context Clustering
Azaria, Amos
;
Gordin, Shai
;
Stekel, Moshe
In: https://hal.archives-ouvertes.fr/hal-03586559 ; 2022 (2022)
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4
Event/Nonevent Noun Disambiguation Test Set ...
Vlasova, Natalia A
;
Serdyuk, Yury P
;
Suleymanova, Elena A
. - : Zenodo, 2020
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5
Event/Nonevent Noun Disambiguation Test Set ...
Vlasova, Natalia A
;
Serdyuk, Yury P
;
Suleymanova, Elena A
. - : Zenodo, 2020
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6
Russian Event Noun Disambiguation Test Set (6X200) ...
Trofimov, Igor V.
;
Vlasova, Natalia A.
;
Suleymanova, Elena A.
. - : Zenodo, 2018
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7
Russian Event Noun Disambiguation Test Set (6X200) ...
Trofimov, Igor V.
;
Vlasova, Natalia A.
;
Suleymanova, Elena A.
. - : Zenodo, 2018
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8
Multi-sense Embeddings through a Word Sense Disambiguation Process
Ruas, Terry
;
Grosky, William
;
Aizawa, Akiko
. - 2018
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9
Crowdsourcing lexical semantic judgements from bilingual dictionary users
Fothergill, Richard James
. - 2017
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10
Uso de representaciones vectoriales de las palabras para la detección de dobles sentidos (puns)
Carrasco Gómez, Pascual Andrés
. - : Universitat Politècnica de València, 2017
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11
Unsupervised all-words sense distribution learning
Bennett, Andrew
. - 2016
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12
Word Sense Disambiguation Based on Large Scale Polish CLARIN Heterogeneous Lexical Resources
Kędzia, Paweł
;
Piasecki, Maciej
;
Orlińska, Marlena
In: Cognitive Studies | Études cognitives; No 15 (2015); 269-292 ; 2392-2397 (2015)
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13
Translation of keywords between English and Swedish ; Översättning av nyckelord mellan engelska och svenska
Klein Rosmar, Sander
;
Ahmady, Tobias
. - : KTH, Data- och elektroteknik, 2014
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14
ABSTRACT Long Tail in Weighted Lexical Networks
Mathieu Lafourcade
;
Alain Joubert
In: http://hal.inria.fr/docs/00/81/62/36/PDF/COGALEX2012-ML-v4.pdf (2013)
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15
Désambiguisation de sens par modèles de contextes et son application à la Recherche d’Information
Brosseau-Villeneuve, Bernard
. - 2011
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16
Désambiguisation de sens par modèles de contextes et son application à la Recherche d’Information
Brosseau-Villeneuve, Bernard
. - 2010
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17
SemEval-2010 Task 2: Cross-Lingual Lexical Substitution
Mihalcea, Rada, 1974-
;
Sinha, Ravi
;
McCarthy, Diana
In: Association for Computational Linguistics (ACL) Workshop on Semantic Evaluations (SemEval), 2010, Uppsala, Sweden (2010)
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18
Word sense disambiguation: a survey
Roberto Navigli
In: http://www.dsi.uniroma1.it/~navigli/pubs/ACM_Survey_2009_Navigli.pdf (2009)
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19
Regular Polysemy in WordNet
Barque, Lucie
;
Chaumartin, François-Régis
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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20
The Treatment of Word Sense Inventories in the ‘LACELL WSD Project’
Almela, Moisés
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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