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Sky + fire = sunset. Exploring parallels between visually grounded metaphors and image classifiers
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Bizzoni, Yuri, 1989 (author)
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- Dobnik, Simon, 1977 (author)
- Gothenburg University,Göteborgs universitet,Institutionen för filosofi, lingvistik och vetenskapsteori,Department of Philosophy, Linguistics and Theory of Science
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(creator_code:org_t)
- Stroudsburg, PA, USA : Association for Computational Linguistics, 2020
- 2020
- English.
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In: Proceedings of the Second Workshop on Figurative Language Processing (FLP) at ACL-2020, July 9, 2020 / Beata Beigman Klebanov, Ekaterina Shutova, Patricia Lichtenstein, Smaranda Muresan, Chee Wee, Anna Feldman, Debanjan Ghosh (Editors). - Stroudsburg, PA, USA : Association for Computational Linguistics. - 9781952148125
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Abstract
Subject headings
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- This work explores the differences and similarities between neural image classifiers' mis-categorisations and visually grounded metaphors - that we could conceive as intentional mis-categorisations. We discuss the possibility of using automatic image classifiers to approximate human metaphoric behaviours, and the limitations of such frame. We report two pilot experiments to study grounded metaphoricity. In the first we represent metaphors as a form of visual mis-categorisation. In the second we model metaphors as a more flexible, compositional operation in a continuous visual space generated from automatic classification systems.
Subject headings
- NATURVETENSKAP -- Data- och informationsvetenskap -- Språkteknologi (hsv//swe)
- NATURAL SCIENCES -- Computer and Information Sciences -- Language Technology (hsv//eng)
Keyword
- metaphors
- vision
- language
- compositionality
- grounding
Publication and Content Type
- ref (subject category)
- kon (subject category)
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