Quick Estimate of Information Decomposition for Text Style Transfer
Электронный научный архив УРФУ
Информация об архиве | Просмотр оригинала| Поле | Значение | |
| Заглавие |
Quick Estimate of Information Decomposition for Text Style Transfer
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| Автор |
Shibaev, V.
Olbrich, E. Jost, J. Yamshchikov, I. P. |
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| Тематика |
INFORMATION DECOMPOSITION
NATURAL LANGUAGE PROCESSING TEXT STYLE TRANSFER |
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| Описание |
A growing number of papers on style transfer for texts rely on information decomposition. The performance of the resulting systems is usually assessed empirically in terms of the output quality or requires laborious experiments. This paper suggests a straightforward information theoretical framework to assess the quality of information decomposition for latent representations in the context of style transfer. Experimenting with several state-of-the-art models, we demonstrate that such estimates could be used as a fast and straightforward health check for the models instead of more laborious empirical experiments. © 2023 by the authors.
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| Дата |
2024-04-05T16:16:16Z
2024-04-05T16:16:16Z 2023 |
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| Тип |
Article
Journal article (info:eu-repo/semantics/article) |info:eu-repo/semantics/publishedVersion |
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| Идентификатор |
Shibaev, V, Olbrich, E, Jost, J & Yamshchikov, IP 2023, 'Quick Estimate of Information Decomposition for Text Style Transfer', Entropy, Том. 25, № 2, 322. https://doi.org/10.3390/e25020322
Shibaev, V., Olbrich, E., Jost, J., & Yamshchikov, I. P. (2023). Quick Estimate of Information Decomposition for Text Style Transfer. Entropy, 25(2), [322]. https://doi.org/10.3390/e25020322 1099-4300 Final All Open Access, Gold, Green https://www.scopus.com/inward/record.uri?eid=2-s2.0-85148940853&doi=10.3390%2fe25020322&partnerID=40&md5=212979f6fc941ab779513bab68c67f66 https://www.mdpi.com/1099-4300/25/2/322/pdf?version=1676003466 http://elar.urfu.ru/handle/10995/130230 10.3390/e25020322 85148940853 000944926300001 |
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| Язык |
en
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| Права |
Open access (info:eu-repo/semantics/openAccess)
cc-by https://creativecommons.org/licenses/by/4.0/ |
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| Формат |
application/pdf
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| Издатель |
MDPI
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| Источник |
Entropy
Entropy |
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