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1
Word Sense Induction with Attentive Context Clustering
In: https://hal.archives-ouvertes.fr/hal-03586559 ; 2022 (2022)
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Word Sense Induction with Attentive Context Clustering
In: https://hal.inria.fr/hal-03586559 ; 2022 (2022)
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Word Sense Induction with Attentive Context Clustering
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
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4
Mining an English-Chinese parallel Dataset of Financial News
In: Journal of Open Humanities Data; Vol 8 (2022); 9 ; 2059-481X (2022)
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5
Mesh Clustering and Reordering Based on Normal Locality for Efficient Rendering
In: Symmetry; Volume 14; Issue 3; Pages: 466 (2022)
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6
Supplementary Materials for 'Measuring and assessing indeterminacy and variation in the morphology-syntax distinction' ...
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Supplementary Materials for 'Measuring and assessing indeterminacy and variation in the morphology-syntax distinction' ...
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8
Managing Group Decision Making criteria values using Fuzzy Ontologies
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9
"Obama never said that": Evaluating fact-checks for topical consistency and quality
Simpson, Katya. - 2022
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10
Automatic categorization of prosodic contours in Bardi
In: Proceedings of the Linguistic Society of America; Vol 7, No 1 (2022): Proceedings of the Linguistic Society of America; 5218 ; 2473-8689 (2022)
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11
Relating starter cultures to volatile profile and potential markers in green Spanish-style table olives by compositional data analysis
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12
Mapping the evolution of topics published by Education for Information. Interdisciplinary Journal of Information Studies
In: ISSN: 0167-8329 ; Education for Information ; https://hal.archives-ouvertes.fr/hal-03392553 ; Education for Information, IOS Press, 2021 (2021)
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13
Visualizing cluster of words: a graphical approach to grammar acquisition
In: CLADAG 2021 BOOK OF ABSTRACTS AND SHORT PAPERS 13th Scientific Meeting of the Classification and Data Analysis Group - Firenze, September 9-11, 2021 ; https://hal.archives-ouvertes.fr/hal-03320170 ; Giovanni C. Porzio; Carla Rampichini; Chiara Bocci. CLADAG 2021 BOOK OF ABSTRACTS AND SHORT PAPERS 13th Scientific Meeting of the Classification and Data Analysis Group - Firenze, September 9-11, 2021, Firenze University Press, pp.392-395, 2021, 978-88-5518-340-6. ⟨10.36253/978-88-5518-340-6⟩ (2021)
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14
Anonymous speaker clusters: Making distinctions between anonymised speech recordings with clustering interface
In: INTERSPEECH 2021 ; https://hal.archives-ouvertes.fr/hal-03267084 ; INTERSPEECH 2021, Aug 2021, Brno, Czech Republic (2021)
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15
Anonymous speaker clusters: Making distinctions between anonymised speech recordings with clustering interface
In: INTERSPEECH 2021 ; https://hal.archives-ouvertes.fr/hal-03267084 ; INTERSPEECH 2021, Aug 2021, Brno, Czech Republic (2021)
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16
Evaluating Hierarchical Clustering Methods for Corpora with Chronological Order
In: EADH2021: Interdisciplinary Perspectives on Data. Second International Conference of the European Association for Digital Humanities ; https://hal.archives-ouvertes.fr/hal-03341803 ; EADH2021: Interdisciplinary Perspectives on Data. Second International Conference of the European Association for Digital Humanities, EADH, Sep 2021, Krasnoyarsk, Russia ; https://eadh2020-2021.org/ (2021)
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17
Chapter 9. Identification of clusters of lexical areas using geographical factors
In: Language Variation – European Perspectives VIIISelected papers from the Tenth International Conference on Language Variation in Europe (ICLaVE 10), Leeuwarden, June 2019 ; https://halshs.archives-ouvertes.fr/halshs-03272222 ; Hans Van de Velde; Nanna Haug Hilton; Remco Knooihuizen. Language Variation – European Perspectives VIII Selected papers from the Tenth International Conference on Language Variation in Europe (ICLaVE 10), Leeuwarden, June 2019, John Benjamins B.V., pp.210-225, 2021, 978 90 272 5982 0. ⟨10.1075/silv.25.09cha⟩ ; https://www.jbe-platform.com/content/books/9789027259820 (2021)
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18
An Experiment in Paratone Detection in a Prosodically Annotated EAP Spoken Corpus
In: Proceedings of Interspeech 2021 ; Interspeech 2021 ; https://hal.archives-ouvertes.fr/hal-03375609 ; Interspeech 2021, Aug 2021, Brno, Czech Republic. pp.2616-2620, ⟨10.21437/Interspeech.2021-294⟩ ; https://www.interspeech2021.org/ (2021)
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19
Financial News dataset for text mining ...
Nicolas, Turenne. - : Zenodo, 2021
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20
The Orange workflow for observing collocation clusters ColEmbed 1.0
Kosem, Iztok; Čibej, Jaka; Ljubešić, Nikola. - : Centre for Language Resources and Technologies, University of Ljubljana, 2021
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