Investigating the Potential of Task Arithmetic for Cross-Lingual Transfer
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216208%3A11320%2F25%3AGHVW732I" target="_blank" >RIV/00216208:11320/25:GHVW732I - isvavai.cz</a>
Result on the web
<a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85189937807&partnerID=40&md5=db207070eaef4821e8851ddd0feda360" target="_blank" >https://www.scopus.com/inward/record.uri?eid=2-s2.0-85189937807&partnerID=40&md5=db207070eaef4821e8851ddd0feda360</a>
DOI - Digital Object Identifier
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Alternative languages
Result language
angličtina
Original language name
Investigating the Potential of Task Arithmetic for Cross-Lingual Transfer
Original language description
Cross-lingual transfer has recently been tackled through modular, parameter-efficient fine-tuning methods which allow arbitrary combinations of language and task modules for transfer of any task to any language. Concurrently, task arithmetic has emerged as a powerful and modular tool for editing pretrained models using multiple full fine-tunings. In this work, we connect the paradigms of task arithmetic and cross-lingual transfer, demonstrating that modularity for cross-lingual transfer can be achieved even with full model fine-tuning. Our approach displays strong performance on a range of multilingual benchmarks encompassing both high-resource and low-resource languages. © 2024 Association for Computational Linguistics.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
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OECD FORD branch
10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
Result continuities
Project
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Continuities
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Others
Publication year
2024
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
EACL - Conf. European Chapter Assoc. Comput. Linguist., Proc. Conf.
ISBN
979-889176089-9
ISSN
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e-ISSN
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Number of pages
14
Pages from-to
124-137
Publisher name
Association for Computational Linguistics (ACL)
Place of publication
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Event location
St. Julian's
Event date
Jan 1, 2025
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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