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1
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-03586559
https://hal.archives-ouvertes.fr/hal-03586559v3/document
https://hal.archives-ouvertes.fr/hal-03586559v3/file/accwsi.pdf
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2
Word Sense Induction with Attentive Context Clustering
In: https://hal.inria.fr/hal-03586559 ; 2022 (2022)
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3
Word Sense Induction with Attentive Context Clustering
In: https://hal.archives-ouvertes.fr/hal-03586559 ; 2022 (2022)
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4
Reading Akkadian cuneiform using natural language processing
In: PLOS One (2020)
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5
Reading Akkadian cuneiform using natural language processing
In: PLoS One (2020)
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6
Band 5. K
DNB Subject Category Language
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7
Hittite Scribal Circles : Scholarly Tradition and Writing Habits
Gordin, Shai [Verfasser]. - Wiesbaden : Harrassowitz, O, 2016
DNB Subject Category Language
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8
Hittite scribal circles : scholarly tradition and writing habits
Gordin, Shai. - Wiesbaden : Harrassowitz Verlag, 2015
Institut für Empirische Sprachwissenschaft
UB Frankfurt Linguistik
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9
Visualizing knowledge and creating meaning in ancient writing systems
Gordin, Shai [Mitwirkender]. - Gladbeck : PeWe-Verl., 2014
DNB Subject Category Language
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10
Anatolian Hieroglyphs: Logogram vs Ideogram
Weeden, Mark. - : PeWe-Verlag, 2014
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