Tokenization with Factorized Subword Encoding
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216208%3A11320%2F23%3A66X3Q78G" target="_blank" >RIV/00216208:11320/23:66X3Q78G - isvavai.cz</a>
Result on the web
<a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85175472172&partnerID=40&md5=a18b65c606f980c139c97f0e7a905d2a" target="_blank" >https://www.scopus.com/inward/record.uri?eid=2-s2.0-85175472172&partnerID=40&md5=a18b65c606f980c139c97f0e7a905d2a</a>
DOI - Digital Object Identifier
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Alternative languages
Result language
angličtina
Original language name
Tokenization with Factorized Subword Encoding
Original language description
"In recent years, language models have become increasingly larger and more complex. However, the input representations for these models continue to rely on simple and greedy subword tokenization methods. In this paper, we propose a novel tokenization method that factorizes subwords onto discrete triplets using a VQ-VAE model. The effectiveness of the proposed tokenization method, referred to as the FACTORIZER, is evaluated on language modeling and morpho-syntactic tasks for 7 diverse languages. Results indicate that this method is more appropriate and robust for morphological tasks than the commonly used byte-pair encoding (BPE) tokenization algorithm. © 2023 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
2023
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
"Proc. Annu. Meet. Assoc. Comput Linguist."
ISBN
978-195942962-3
ISSN
0736-587X
e-ISSN
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Number of pages
19
Pages from-to
14143-14161
Publisher name
Association for Computational Linguistics (ACL)
Place of publication
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Event location
Cham
Event date
Jan 1, 2023
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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