Investigating the Effect of Parallel Data in the Cross-Lingual Transfer for Vision-Language Encoders
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216208%3A11320%2F25%3A10511625" target="_blank" >RIV/00216208:11320/25:10511625 - isvavai.cz</a>
Result on the web
<a href="https://link.springer.com/chapter/10.1007/978-3-032-02551-7_11" target="_blank" >https://link.springer.com/chapter/10.1007/978-3-032-02551-7_11</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1007/978-3-032-02551-7_11" target="_blank" >10.1007/978-3-032-02551-7_11</a>
Alternative languages
Result language
angličtina
Original language name
Investigating the Effect of Parallel Data in the Cross-Lingual Transfer for Vision-Language Encoders
Original language description
Most pre-trained Vision-Language (VL) models and training data for the downstream tasks are only available in English. Therefore, multilingual VL tasks are solved using cross-lingual transfer: fine-tune a multilingual pre-trained model or transfer the text encoder using parallel data. We study the alternative approach: transferring an already trained encoder using parallel data. We investigate the effect of parallel data: domain and the number of languages, which were out of focus in previous work. Our results show that even machine-translated task data are the best on average, caption-like authentic parallel data outperformed it in some languages. Further, we show that most languages benefit from multilingual training.
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
S - Specificky vyzkum na vysokych skolach<br>I - Institucionalni podpora na dlouhodoby koncepcni rozvoj vyzkumne organizace
Others
Publication year
2025
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
28th International Conference on Text, Speech and Dialogue (Part II)
ISBN
978-3-032-02551-7
ISSN
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e-ISSN
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Number of pages
13
Pages from-to
115-127
Publisher name
Springer
Place of publication
Cham, Switzerland
Event location
Erlangen, Germany
Event date
Aug 25, 2025
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
001576349100010