https://m2.mtmt.hu/ hun 2026-10-24 11:04 BookChapter 35478998 APPROVED true Export Date: 24 January 2025; Cited By: 0; Correspondence Address: L.Z. Juhász; Teacher Training Center, University of Dunaújváros, Dunaújváros, Hungary; email: juhaszle@uniduna.hu; Conference name: 7th IEEE International Conference and Workshop Obuda on Electrical and Power Engineering, CANDO-EPE 2024; Conference date: 17 October 2024 through 18 October 2024; Conference code: 204907 0 false 2026-02-19T09:07:49.078+0000 2024-10-25T09:49:39.084+0000 2024-10-25T09:49:31.547+0000 true 10062115 Beregi Gergely /api/admin/10062115 Admin true 10062115 2025-06-11T06:57:50.957+0000 true false true 25 25 /api/publicationtype/25 PublicationType 2 true 25 BookChapter true 10000312 Conference paper true 25 25 /api/publicationtype/25 PublicationType 2 true 25 BookChapter /api/subtype/10000312 Konferenciaközlemény SubType 228 true 10000312 true 1 /api/category/1 Category true 1 Juhász, Levente Zsolt Large Language Models, Fine Tuning, Code Generation 191 200 191 10 2024 Automated software synthesis, text-to-code (code-generation), can be an important aid to software developers. Developments in this area have existed practically since the advent of computing. The new artificial intelligence methods, deep learning (DL), and one type of them, large language models (LLMs) emerged in the last decade, represent a new opportunity for creating this type of application. We survey the transformer technology that underlies the operation of language models. Present paper briefly reviews the topic of software synthesis and code generation, briefly mentioning the main trends. The document concludes with an empirical study demonstrating the described results, where the T5 language model is fine-tuned to generate SQL queries. A fine-tuning set of a few thousand examples train T5 to produce quality queries. The economic principle of diminishing returns (Gossen I) applies, and it is not worth using too large a fine-tuning set. In fact, it is the attractiveness of fine-tuning. true true 2024 true true true true true false NONE 2026-02-19 false 1 0 1 1 0 1 1 0 1 1 1 1 1 1 0 0 1 1 1 1 0 0 0 Folyóiratcikk Journal Article 24 0 Könyvrészlet Chapter in Book 25 1 Könyv Book 23 0 Egyéb konferenciaközlemény Conference paper 31 0 Egyéb konferenciakötet Conference proceedings 32 0 Oltalmi formák Protection forms 26 0 Disszertáció Thesis 28 0 Egyéb Miscellaneous 29 0 Alkotás Achievement 22 0 Kutatási adat Research data 33 0 Folyóiratcikk Journal Article 24 0 0 0 Könyvrészlet Chapter in Book 25 0 0 0 Könyv Book 23 0 0 0 Egyéb konferenciaközlemény Conference paper 31 0 0 0 Egyéb konferenciakötet Conference proceedings 32 0 0 0 Oltalmi formák Protection forms 26 0 0 0 Disszertáció Thesis 28 0 0 0 Egyéb Miscellaneous 29 0 0 0 Alkotás Achievement 22 0 0 0 Kutatási adat Research data 33 0 0 0 2026 0 1 1 1 1 false false false false 2025-01-23T10:49:38.937+0000 Tanárképző Központ (DUE) 1 9 1 1 0 true 347 true 10002 English /api/language/10002 Angol Language true 2 false true 10939 true 10017 /api/country/10017 Country true 13 /api/city/10939 City true 2054246 true 28719041 /api/publicationidentifier/28719041 https://doi.org/10.1109/CANDO-EPE65072.2024 10.1109/CANDO-EPE65072.2024 PublicationIdentifier true 6 DOI https://doi.org/@@@ /api/publicationsource/6 DOI PlainSource true true 10001 /api/publicationsourcetype/10001 PublicationSourceType true true 6 true true true 27658866 IDENTICAL /api/publicationidentifier/27658866 https://www.worldcat.org/search?q=isbn%3A9798331531119 9798331531119 PublicationIdentifier true 122 ISBN https://www.worldcat.org/search?q=isbn%3A@@@ /api/publicationsource/122 ISBN PlainSource true true 10002 /api/publicationsourcetype/10002 PublicationSourceType true false 122 true false true 27661005 /api/publicationidentifier/27661005 https://www.worldcat.org/search?q=isbn%3A9798331531102 9798331531102 PublicationIdentifier true 122 ISBN https://www.worldcat.org/search?q=isbn%3A@@@ /api/publicationsource/122 ISBN PlainSource true true 10002 /api/publicationsourcetype/10002 PublicationSourceType true false 122 true false true 27696778 /api/publicationidentifier/27696778 https://conf.uni-obuda.hu/Cando2024/CANDO-EPE-2024_program.pdf https://conf.uni-obuda.hu/Cando2024/CANDO-EPE-2024_program.pdf PublicationIdentifier true 40 Other URL @@@ /api/publicationsource/40 Egyéb URL PlainSource true true 10006 /api/publicationsourcetype/10006 PublicationSourceType true true 40 true true /api/publication/35464840 true true 23 23 /api/publicationtype/23 PublicationType 3 true 23 Book 2024 IEEE 7th International Conference and Workshop Óbuda on Electrical and Power Engineering (CANDO-EPE) : Proceedings false true 35464840 false true true true true 10000144 Conference proceedings true 23 23 /api/publicationtype/23 PublicationType 3 true 23 Book /api/subtype/10000144 Konferenciakötet SubType 345 true 10000144 false Book 2024 true 1 /api/category/1 Category true 1 false Language 10002 /api/language/10002 Angol English true 2 true PersonAuthorship 121060764 /api/authorship/121060764 1 1.0 true false Author 10037150 /api/author/10037150 Juhász Levente true 10037150 true Juhász Levente Zsolt true false false AuthorshipType 1 /api/authorshiptype/1 0 true 0 true false true PublicationIdentifier 28284302 /api/publicationidentifier/28284302 PlainSource 6 /api/publicationsource/6 PublicationSourceType 10001 /api/publicationsourcetype/10001 true true true DOI DOI https://doi.org/@@@ true true 6 true IDENTICAL 10.1109/CANDO-EPE65072.2024.10772760 https://doi.org/10.1109/CANDO-EPE65072.2024.10772760 false true PublicationIdentifier 28284301 /api/publicationidentifier/28284301 PlainSource 3 /api/publicationsource/3 PublicationSourceType 10003 /api/publicationsourcetype/10003 false true true Scopus Scopus http://www.scopus.com/record/display.url?origin=inward&eid=2-s2.0-@@@ true true 3 true IDENTICAL 85214988329 http://www.scopus.com/record/display.url?origin=inward&eid=2-s2.0-85214988329 false true Keyword 1237754 /api/keyword/1237754 true 1237754 true Keyword 1303718 /api/keyword/1303718 true 1303718 true Keyword 1518404 /api/keyword/1518404 true true Keyword 3090720 /api/keyword/3090720 true true Keyword 3155426 /api/keyword/3155426 true true Keyword 3212333 /api/keyword/3212333 true true Keyword 3334845 /api/keyword/3334845 true true Keyword 3583509 /api/keyword/3583509 true true /api/publication/35478998 <div class="BookChapter Publication long-list"> <div class="authors"> <img title="Forrásközlemény" style="float: left" src="/frontend/resources/grid/publication-core-icon.png"> <div class="autype autype0"> <span class="author-name" mtid="10037150"><a href="/gui2/?type=authors&mode=browse&sel=10037150" target="_blank">Juhász Levente Zsolt (<span class="authorship-author-name">Juhász Levente</span> <span class="authorAux-mtmt"> Pszichológia</span>) </a> </span> <span class="author-affil"><span title="Dunaújvárosi Egyetem">DUE</span>/Tanárképző Központ</span> </div> </div> <div class="title"><a href="/gui2/?mode=browse&params=publication;35478998" target="_blank">Large Language Models, Fine Tuning, Code Generation</a></div> <div class="InBook"><div class="chapter-in">In:</div> <div class="authors"> <div class="autype autype-1"> <span class="author-affil">IEEE</span> (szerk.) </div> </div> <div class="booktitle"><a href="/gui2/?mode=browse&params=publication;35464840" target="_blank">2024 IEEE 7th International Conference and Workshop Óbuda on Electrical and Power Engineering (CANDO-EPE) : Proceedings </a></div> <div class="conference"> Konferencia helye, ideje: <span class="location">Budapest, Magyarország <span class="conference-date">2024.10.17. - 2024.10.18.</span> (<span class="conference-organizer">Óbudai Egyetem, Kandó Kálmán Villamosmérnöki Kar) </div> <span class="publishedAt">Piscataway (NJ): <span class="publishers">Institute of Electrical and Electronics Engineers (IEEE)</span>, <span class="page"> pp 191-200 </span> <span class="year">(2024)</span> </div> <div class="pub-footer"> <span class="language" xmlns="http://www.w3.org/1999/html">Nyelv: Angol | </span> <span class="identifiers"> <span class="id identifier oa_none" title="none"> <a style="color:blue" title="10.1109/CANDO-EPE65072.2024.10772760" target="_blank" href="https://doi.org/10.1109/CANDO-EPE65072.2024.10772760"> DOI </a> </span> <span class="id identifier oa_none" title="none"> <a style="color:blue" title="85214988329" target="_blank" href="http://www.scopus.com/record/display.url?origin=inward&eid=2-s2.0-85214988329"> Scopus </a> </span> </span> <span class="bookchapter-ids">Befoglaló link(ek):</span> <span class="identifiers"> <span class="id identifier oa_none" title="none"> <a style="color:black" title="10.1109/CANDO-EPE65072.2024" target="_blank" href="https://doi.org/10.1109/CANDO-EPE65072.2024"> DOI </a> </span> <span class="id identifier oa_none" title="none"> <span class="isbnOrIssn"> ISBN: </span> <a style="color:blue" title="9798331531119" target="_blank" href="https://www.worldcat.org/search?q=isbn%3A9798331531119"> 9798331531119 </a> </span> <span class="id identifier oa_none" title="none"> <span class="isbnOrIssn"> ISBN: </span> <a style="color:black" title="9798331531102" target="_blank" href="https://www.worldcat.org/search?q=isbn%3A9798331531102"> 9798331531102 </a> </span> <span class="id identifier oa_none" title="none"> <a style="color:black" title="https://conf.uni-obuda.hu/Cando2024/CANDO-EPE-2024_program.pdf" target="_blank" href="https://conf.uni-obuda.hu/Cando2024/CANDO-EPE-2024_program.pdf"> Egyéb URL </a> </span> </span> <div class="publication-citation" style="margin-left: 0.5cm;"> <span title="Nyilvános idézőközlemények összesen, említések nélkül" class="citingPub-count">Nyilvános idéző összesen: 1</span> | Független: 1 | Függő: 0 | Nem jelölt: 0 | Scopus jelölt:&nbsp;1 | WoS/Scopus jelölt:&nbsp;1 | DOI jelölt:&nbsp;1 </div> <div class="mtid"><span class="long-pub-mtid">Közlemény: 35478998</span> | <span class="status-data status-APPROVED"> Nyilvános </span> <span class="long-book-mtid">Befoglaló: 35464840</span> Forrás | <span class="type-subtype">Könyvrészlet ( Konferenciaközlemény ) </span> | <span class="pub-category">Tudományos</span> | <span class="publication-sourceOfData">kézi felvitel</span> </div> <div class="lastModified">Utolsó módosítás: 2024.10.25. 11:49 Beregi Gergely (DUE 4-es admin) </div> <pre class="comment" style="margin-top: 0; margin-bottom: 0;"><u>Megjegyzés</u>: Export Date: 24 January 2025; Cited By: 0; Correspondence Address: L.Z. Juhász; Teacher Training Center, University of Dunaújváros, Dunaújváros, Hungary; email: juhaszle@uniduna.hu; Conference name: 7th IEEE International Conference and Workshop Obuda on Electrical and Power Engineering, CANDO-EPE 2024; Conference date: 17 October 2024 through 18 October 2024; Conference code: 204907</pre> </div> </div>