Fine-Tuning Large Language Models for Scientific Text Classification: A Comparative Study

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(2024) ISBN:9798331516208; 9798331516215; 9798331516192 true true 23 23 /api/publicationtype/23 PublicationType Book 3 true 23 Book 6th IEEE International Symposium on Logistics and Industrial Informatics, LINDI 2024 : false true 35167842 true true true true true 10000144 Conference proceedings true 23 23 /api/publicationtype/23 PublicationType Book 3 true 23 Book /api/subtype/10000144 Konferenciakötet SubType Conference proceedings (Book) 345 true 10000144 false Book 2024 true 1 /api/category/1 Category Scientific true 1 false Language 10002 /api/language/10002 English Angol English true 2 true PersonAuthorship 123668264 /api/authorship/123668264 Rostam, Zhyar Rzgar K [Kwekha Rostam, Zhyar Rzgar K Rostam (Applied Informatics), author] Doctoral School of Applied Informatics and Appl... 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DOI: 10.1109/ICEIB53692.2021.9686420 8 10.1109/ICEIB53692.2021.9686420 false true Reference 64713345 /api/reference/64713345 9. Sun 2023: Text clas-sification via large language models., arXiv preprint 9 false true Reference 64713346 /api/reference/64713346 10. Zhao 2023: A survey of large language models., arXiv preprint 10 false true Reference 64713347 /api/reference/64713347 11. DOI: 10.1109/ACCESS.2021.3135381 11 10.1109/ACCESS.2021.3135381 false true Reference 64713348 /api/reference/64713348 12. Araci 2019: Finbert: Financial sentiment analysis with pre-trained language models., arXiv preprint 12 false true Reference 64713349 /api/reference/64713349 13. DOI: 10.12700/aph.20.5.2023.5.8 13 10.12700/aph.20.5.2023.5.8 false true Reference 64713350 /api/reference/64713350 14. Kherwa 2019: Topic modeling: a comprehensive review., EAI Endorsed transactions on scalable information systems, 7 14 false true Reference 64713351 /api/reference/64713351 15. DOI: 10.3390/app13179857 15 10.3390/app13179857 false true Reference 64713352 /api/reference/64713352 16. DOI: 10.48550/ARXIV.1706.03762 16 10.48550/ARXIV.1706.03762 false true Reference 64713353 /api/reference/64713353 17. Devlin 2018: Bert: Pre-training of deep bidirectional transformers for language understanding., arXiv preprint 17 false true Reference 64713354 /api/reference/64713354 18. DOI: 10.1162/coli_a_00492 18 10.1162/coli_a_00492 false true Reference 64713355 /api/reference/64713355 19. Chae 2023: Large language models for text classification: From zero-shot learning to fine-tuning., Open Science Foundation 19 false true Reference 64713356 /api/reference/64713356 20. DOI: 10.18653/v1/d19-1371 20 10.18653/v1/d19-1371 false true Reference 64713357 /api/reference/64713357 21. DOI: 10.1093/bioinformatics/btz682 21 10.1093/bioinformatics/btz682 false true Reference 64713358 /api/reference/64713358 22. 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DOI: 10.1109/ICDSCA59871.2023.10392374 28 10.1109/ICDSCA59871.2023.10392374 false true Reference 64713365 /api/reference/64713365 29. DOI: 10.1109/ICCIT57492.2022.10055784 29 10.1109/ICCIT57492.2022.10055784 false true Reference 64713366 /api/reference/64713366 30. Zhao 2023: A comprehensive survey on deep learning for relation extraction: Recent advances and new frontiers., arXiv preprint 30 false true Reference 64713367 /api/reference/64713367 31. Lo 2019: S20rc: The semantic scholar open research corpus., arXiv preprint 31 false true Reference 64713368 /api/reference/64713368 32. Schroder 2020: A survey of active learning for text classi-fication using deep neural networks., arXiv preprint 32 false true Reference 64713369 /api/reference/64713369 33. DOI: 10.1609/aaai.v29i1.9513 33 10.1609/aaai.v29i1.9513 false true Reference 64713370 /api/reference/64713370 34. DOI: 10.18653/v1/N16-1062 34 10.18653/v1/N16-1062 false true /api/publication/35813125 Rostam Zhyar Rzgar et al. Fine-Tuning Large Language Models for Scientific Text Classification: A Comparative Study. (2024) In: 6th IEEE International Symposium on Logistics and Industrial Informatics, LINDI 2024 : pp. 233-238<div class="BookChapter Publication long-list"> <div class="authors"> <img title="Forrásközlemény" style="float: left" src="/frontend/resources/grid/publication-core-icon.png"> <img title="Idézőközlemény" style="float: left" src="/frontend/resources/grid/publication-citation-icon.png"> <div class="autype autype0"> <span class="author-name" mtid="10095978"><a href="/gui2/?type=authors&mode=browse&sel=10095978" target="_blank">Rostam Zhyar Rzgar K (<span class="authorship-author-name">Kwekha Rostam Zhyar Rzgar K Rostam</span> <span class="authorAux-mtmt"> Applied Informatics</span>) </a> </span> <span class="author-affil"><span title="Óbuda University">ÓU</span>/Doctoral School of Applied Informatics and Applied Mathematics</span> ;    <span class="author-name" mtid="10039824"><a href="/gui2/?type=authors&mode=browse&sel=10039824" target="_blank">Kertész Gábor (<span class="authorship-author-name">Kertész Gábor</span> <span class="authorAux-mtmt"> informatika</span>) </a> </span> <span class="author-affil"><span title="Óbuda University">ÓU</span>/<span title="Neumann János Faculty of Informatics">NJFCS</span>/Szoftvertervezés- és Fejlesztés Intézet</span> </div> </div> <div class="title"><a href="/gui2/?mode=browse&params=publication;35813125" target="_blank">Fine-Tuning Large Language Models for Scientific Text Classification: A Comparative Study</a></div> <div class="InBook"><div class="chapter-in">In:</div> <div class="authors"> <div class="autype autype-1"> <span class="author-name" mtid="10039071"><a href="/gui2/?type=authors&mode=browse&sel=10039071" target="_blank">Szakál Anikó (<span class="authorship-author-name">Szakál Anikó</span> <span class="authorAux-mtmt"> műszaki informatika</span>) </a> </span> <span class="author-affil">Óbuda University</span> (eds.) </div> </div> <div class="booktitle"><a href="/gui2/?mode=browse&params=publication;35167842" target="_blank">6th IEEE International Symposium on Logistics and Industrial Informatics, LINDI 2024 : : Proceedings </a></div> <div class="conference"> Conference: <span class="location">Қарағанды, Karagandi, Kazakhstan <span class="conference-date">2024.10.23. - 2024.10.25.</span> </div> <span class="editionNumber">(1)</span> <span class="publishedAt">Piscataway (NJ): <span class="publishers">IEEE</span>, <span class="page"> pp 233-238 </span> <span class="year">(2024)</span> ( <span class="seriesTitle">Proceedings - International Symposium on Logistics and Industrial Informatics, LINDI</span> <span class="issn">2156-8790</span> <span class="issn">2156-8804</span> ) </div> <div class="pub-footer"> <span class="language" xmlns="http://www.w3.org/1999/html">Language: English | </span> <span class="identifiers"> <span class="id identifier oa_none" title="none"> <a style="color:blue" title="10.1109/LINDI63813.2024.10820432" target="_blank" href="https://doi.org/10.1109/LINDI63813.2024.10820432"> DOI </a> </span> <span class="id identifier oa_none" title="none"> <a style="color:blue" title="001511760700041" target="_blank" href="https://www.webofscience.com/wos/woscc/full-record/001511760700041"> WoS </a> </span> <span class="id identifier oa_none" title="none"> <a style="color:blue" title="85217618511" target="_blank" href="http://www.scopus.com/record/display.url?origin=inward&eid=2-s2.0-85217618511"> Scopus </a> </span> </span> <span class="bookchapter-ids">Book link(s):</span> <span class="identifiers"> <span class="id identifier oa_none" title="none"> <a style="color:blue" title="10.1109/LINDI63813.2024" target="_blank" href="https://doi.org/10.1109/LINDI63813.2024"> DOI </a> </span> <span class="id identifier oa_none" title="none"> <span class="isbnOrIssn"> ISBN: </span> <a style="color:black" title="9798331516208" target="_blank" href="https://www.worldcat.org/search?q=isbn%3A9798331516208"> 9798331516208 </a> </span> <span class="id identifier oa_none" title="none"> <span class="isbnOrIssn"> ISBN: </span> <a style="color:black" title="9798331516215" target="_blank" href="https://www.worldcat.org/search?q=isbn%3A9798331516215"> 9798331516215 </a> </span> <span class="id identifier oa_none" title="none"> <span class="isbnOrIssn"> ISBN: </span> <a style="color:black" title="9798331516192" target="_blank" href="https://www.worldcat.org/search?q=isbn%3A9798331516192"> 9798331516192 </a> </span> </span> <div class="publication-citation" style="margin-left: 0.5cm;"> <span title="" class="citingPub-count">Citing papers: 2</span> | Independent citation: 2 | Self citation: 0 | Unknown citation: 0 | Number of citations in WoS: 2 | WoS/Scopus assigned: 2 | Number of citations with DOI: 2 </div> <div class="publication-citation"> <a target="_blank" href="/api/publication?cond=citations.related;eq;35813125&sort=publishedYear,desc&sort=title"> Number of cited publications: 1 </a> </div> <div class="mtid"><span class="long-pub-mtid">Publication: 35813125</span> | <span class="status-data status-VALIDATED"> Validated </span> <span class="long-book-mtid">Book: 35167842</span> Core Citing | <span class="type-subtype">Chapter in Book ( Conference paper ) </span> | <span class="pub-category">Scientific</span> | <span class="publication-sourceOfData">kézi felvitel</span> </div> <div class="lastModified">Last Modified: 2026.01.01. 22:02 Admin Szuper (admin) </div> </div> </div>