Deep-change at AXOLOTL-24: Orchestrating WSD and WSI Models for Semantic Change Modeling Article Swipe
Denis Kokosinskii
,
Mikhail Kuklin
,
Nikolay Arefyev
·
YOU?
·
· 2024
· Open Access
·
· DOI: https://doi.org/10.48550/arxiv.2408.05184
YOU?
·
· 2024
· Open Access
·
· DOI: https://doi.org/10.48550/arxiv.2408.05184
This paper describes our solution of the first subtask from the AXOLOTL-24 shared task on Semantic Change Modeling. The goal of this subtask is to distribute a given set of usages of a polysemous word from a newer time period between senses of this word from an older time period and clusters representing gained senses of this word. We propose and experiment with three new methods solving this task. Our methods achieve SOTA results according to both official metrics of the first substask. Additionally, we develop a model that can tell if a given word usage is not described by any of the provided sense definitions. This model serves as a component in one of our methods, but can potentially be useful on its own.
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Metadata
- Type
- preprint
- Language
- en
- Landing Page
- http://arxiv.org/abs/2408.05184
- https://arxiv.org/pdf/2408.05184
- OA Status
- green
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4402386281
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
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https://openalex.org/W4402386281Canonical identifier for this work in OpenAlex
- DOI
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https://doi.org/10.48550/arxiv.2408.05184Digital Object Identifier
- Title
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Deep-change at AXOLOTL-24: Orchestrating WSD and WSI Models for Semantic Change ModelingWork title
- Type
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preprintOpenAlex work type
- Language
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enPrimary language
- Publication year
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2024Year of publication
- Publication date
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2024-08-09Full publication date if available
- Authors
-
Denis Kokosinskii, Mikhail Kuklin, Nikolay ArefyevList of authors in order
- Landing page
-
https://arxiv.org/abs/2408.05184Publisher landing page
- PDF URL
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https://arxiv.org/pdf/2408.05184Direct link to full text PDF
- Open access
-
YesWhether a free full text is available
- OA status
-
greenOpen access status per OpenAlex
- OA URL
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https://arxiv.org/pdf/2408.05184Direct OA link when available
- Concepts
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Axolotl, Semantic change, Computer science, Artificial intelligence, Biology, Regeneration (biology), Cell biologyTop concepts (fields/topics) attached by OpenAlex
- Cited by
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0Total citation count in OpenAlex
- Related works (count)
-
10Other works algorithmically related by OpenAlex
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