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All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Hits 1 – 10 of 10 1 Word Sense Induction with Attentive Context Clustering Stekel, Moshe; Azaria, Amos; Gordin, Shai In: https://hal.archives-ouvertes.fr/hal-03586559 ; 2022 (2022) BASE Show details 2 Word Sense Induction with Attentive Context Clustering Stekel, Moshe; Azaria, Amos; Gordin, Shai In: https://hal.inria.fr/hal-03586559 ; 2022 (2022) BASE Show details 3 Word Sense Induction with Attentive Context Clustering Azaria, Amos; Gordin, Shai; Stekel, Moshe In: https://hal.archives-ouvertes.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.archives-ouvertes.fr/hal-03586559v2/document https://hal.archives-ouvertes.fr/hal-03586559v2/file/jdmdh-example.pdf https://hal.archives-ouvertes.fr/hal-03586559 BASE Hide details 4 Event/Nonevent Noun Disambiguation Test Set ... Vlasova, Natalia A; Serdyuk, Yury P; Suleymanova, Elena A. - : Zenodo, 2020 BASE Show details 5 Event/Nonevent Noun Disambiguation Test Set ... Vlasova, Natalia A; Serdyuk, Yury P; Suleymanova, Elena A. - : Zenodo, 2020 BASE Show details 6 Russian Event Noun Disambiguation Test Set (6X200) ... Trofimov, Igor V.; Vlasova, Natalia A.; Suleymanova, Elena A.. - : Zenodo, 2018 BASE Show details 7 Russian Event Noun Disambiguation Test Set (6X200) ... Trofimov, Igor V.; Vlasova, Natalia A.; Suleymanova, Elena A.. - : Zenodo, 2018 BASE Show details 8 Multi-sense Embeddings through a Word Sense Disambiguation Process Ruas, Terry; Grosky, William; Aizawa, Akiko. - 2018 BASE Show details 9 Unsupervised all-words sense distribution learning Bennett, Andrew. - 2016 BASE Show details 10 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) BASE Show details

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