{"id":30638,"date":"2024-01-11T12:11:34","date_gmt":"2024-01-11T11:11:34","guid":{"rendered":"https:\/\/kinit.sk\/phd-themes-2024-improving-performance-of-large-language-models-for-downstream-tasks\/"},"modified":"2024-01-15T14:22:20","modified_gmt":"2024-01-15T13:22:20","slug":"phd-temy-2024-zlepsovanie-vykonnosti-velkych-jazykovych-modelov-na-zadanych-ulohach","status":"publish","type":"post","link":"https:\/\/kinit.sk\/sk\/phd-temy-2024-zlepsovanie-vykonnosti-velkych-jazykovych-modelov-na-zadanych-ulohach\/","title":{"rendered":"PhD T\u00e9my 2024: Zlep\u0161ovanie v\u00fdkonnosti ve\u013ek\u00fdch jazykov\u00fdch modelov na zadan\u00fdch \u00faloh\u00e1ch\u00a0"},"content":{"rendered":"<div id=\"\" class=\"element core-paragraph\">\n<p><strong>\u0160kolite\u013e:<\/strong> <a href=\"https:\/\/kinit.sk\/member\/maria-bielikova\/\">M\u00e1ria Bielikov\u00e1<\/a> (UPGM \u00dastav po\u010d\u00edta\u010dov\u00e9 grafiky a multim\u00e9di\u00ed)<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Ve\u013ek\u00e9 jazykov\u00e9 modely sa \u010doraz \u010dastej\u0161ie pou\u017e\u00edvaj\u00fa pre \u0161irok\u00e9 spektrum \u00faloh, pri ktor\u00fdch vykazuj\u00fa dobr\u00fa v\u00fdkonnos\u0165 pri pou\u017eit\u00ed v podmienkach bez priameho pr\u00edkladu (zero-shot) alebo s nieko\u013ek\u00fdmi pr\u00edkladmi (few-shot), a to aj v porovnan\u00ed so \u0161pecializovan\u00fdmi dotr\u00e9novan\u00fdmi modelmi. Plat\u00ed to predov\u0161etk\u00fdm pre \u00falohy, pri ktor\u00fdch m\u00f4\u017eu ve\u013ek\u00e9 jazykov\u00e9 modely vyu\u017ei\u0165 znalosti, ktor\u00e9 z\u00edskali po\u010das ich predtr\u00e9novania. Av\u0161ak pri \u00faloh\u00e1ch, ktor\u00e9 vy\u017eaduj\u00fa \u0161pecifickej\u0161ie dom\u00e9nov\u00e9 znalosti \u010di adapt\u00e1ciu, ve\u013ek\u00e9 jazykov\u00e9 modely aktu\u00e1lne zaost\u00e1vaj\u00fa. Okrem toho trpia r\u00f4znymi probl\u00e9mami, ako s\u00fa napr. halucin\u00e1cie (generovanie koherentn\u00e9ho v\u00fdstupu, ktor\u00fd je v\u0161ak fakticky nespr\u00e1vny alebo nezmyseln\u00fd) alebo generovanie textu obsahuj\u00faceho predsudky nau\u010den\u00e9 z d\u00e1t pou\u017eit\u00fdch po\u010das predtr\u00e9novania. Boli navrhnut\u00e9 r\u00f4zne pr\u00edstupy na rie\u0161enie t\u00fdchto probl\u00e9mov, napr. lep\u0161ie strat\u00e9gie tvorby dopytov (vr\u00e1tane kontextu\u00e1lneho u\u010denia), generovanie obohaten\u00e9 o vyh\u013ead\u00e1vanie alebo adapt\u00e1cia ve\u013ek\u00fdch jazykov\u00fdch modelov pomocou efekt\u00edvneho dotr\u00e9novania.&nbsp;<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Ka\u017ed\u00fd z t\u00fdchto pr\u00edstupov (alebo ich kombin\u00e1cia) predstavuje pr\u00edle\u017eitos\u0165 pre nov\u00e9 objavy. Ortogon\u00e1lne k t\u00fdmto pr\u00edstupom stoja vlastnosti modelov ako miera ich zhody s \u013eudsk\u00fdmi hodnotami, robustnos\u0165, vysvetlite\u013enos\u0165 alebo interpretovate\u013enos\u0165, ktor\u00e9 s\u00fa d\u00f4le\u017eit\u00fdm faktorom a pr\u00ednos v tomto smere je v\u00edtan\u00fd (v r\u00e1mci uv\u00e1dzan\u00fdch techn\u00edk aj v\u0161eobecne v umelej inteligencii).<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Existuje ve\u013ea \u00faloh, kde sa met\u00f3dy adapt\u00e1cie ve\u013ek\u00fdch jazykov\u00fdch modelov daj\u00fa uplatni\u0165. Nach\u00e1dzaj\u00fa sa medzi nimi aj ve\u013emi aktu\u00e1lne oblasti detekcie nepravdiv\u00fdch inform\u00e1ci\u00ed (dezinform\u00e1ci\u00ed), detekcie sign\u00e1lov kredibility obsahu, auditovanie algoritmov soci\u00e1lnych m\u00e9di\u00ed a ich tendenci\u00ed \u0161\u00edri\u0165 dezinform\u00e1cie, \u010di podpora overovania inform\u00e1ci\u00ed (fact-checking).<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>S\u00favisiace publik\u00e1cie:<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-list\">\n<ul class=\"wp-block-list\"><div id=\"\" class=\"element core-list-item\">\n<li>Macko, D., Moro, R., Uchendu, A., Lucas, J.S., Yamashita, M., Pikuliak, M., Srba, I., Le, T., Lee, D., Simko, J. and Bielikova, M., 2023. MULTITuDE: Large-Scale Multilingual Machine-Generated Text Detection Benchmark. Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing <a href=\"https:\/\/arxiv.org\/abs\/2310.13606\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/arxiv.org\/abs\/2310.13606<\/a><\/li>\n<\/div>\n\n<div id=\"\" class=\"element core-list-item\">\n<li>Vykopal, I., Pikuliak, M., Srba, I., Moro, R., Macko, D., and Bielikova, M., 2023. Disinformation Capabilities of Large Language Models. Preprint dostupn\u00fd na arXiv: <a href=\"https:\/\/arxiv.org\/abs\/2311.08838\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/arxiv.org\/abs\/2311.08838<\/a>&nbsp;<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>V\u00fdskum bude doktorand vykon\u00e1va\u0165 v r\u00e1mci Kempelenovho in\u0161tit\u00fatu inteligentn\u00fdch technol\u00f3gi\u00ed (KInIT, <a href=\"https:\/\/kinit.sk\/\">https:\/\/kinit.sk<\/a>) v Bratislave v spolupr\u00e1ci s priemyseln\u00fdmi partnermi alebo v\u00fdskumn\u00edkmi zo svetovo uzn\u00e1van\u00fdch v\u00fdskumn\u00fdch skup\u00edn v r\u00e1mci <a href=\"https:\/\/kinit.sk\/research\/#european-projects\">medzin\u00e1rodn\u00fdch v\u00fdskumn\u00fdch grantov<\/a>. Predpoklad\u00e1 sa kombinovan\u00e1 (extern\u00e1) forma \u0161t\u00fadia a pracovn\u00fd pomer na pln\u00fd \u00fav\u00e4zok v KInIT.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-buttons\">\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-16018d1d wp-block-buttons-is-layout-flex\"><div id=\"\" class=\"element core-button\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/kinit.sk\/sk\/education-training\/doctoral-studies\/phd-kinit-expression-of-interest-form\/\"><em>Apply now<\/em><\/a><\/div>\n<\/div>\n\n<div id=\"\" class=\"element core-button\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/kinit.sk\/sk\/education-training\/doctoral-studies\/\"><em>Learn more about PhD at KInIT<\/em><\/a><\/div>\n<\/div><\/div>\n<\/div>\n\n<div id=\"supervising-team\" class=\"element acf-mentors-popup\">\n<section id=\"supervising-team\" class=\"block-mentors mentors-popup \" >\n\t<div class=\"wrapper-out\">\n\t\t<div class=\"wrapper-in\">\n\t\t\t<div class=\"in cf\">\n\t\t\t\t<div class=\"element-inner\">\n\t\t\t\t\t<div class=\"headline\"><h2>T\u00edm \u0161kolite\u013eov<\/h2><\/div>                    <div class=\"mentors-wrap\">\n                        \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n                                <div class=\"mentor\">\n\t\t\t\t\t\t\t\t\t<a href=\"#\">\n\t\t\t\t\t\t\t\t\t\t \n                                                    <div class=\"picture\">\n                                                        <img decoding=\"async\" data-src=\"https:\/\/kinit.sk\/wp-content\/uploads\/2021\/02\/Maria_Bielikova-2-255x341.png\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 255px; --smush-placeholder-aspect-ratio: 255\/341;\">\n                                                                                                            <\/div>\n                                                \t\t\t\t\t\t\t\t\t\t<span class=\"title\">M\u00e1ria Bielikov\u00e1<\/span>\t\t\t\t\t\t\t\t\t\t<span class=\"position\">Lead researcher, KInIT<\/span>\t\t\t\t\t\t\t\t\t\t<span class=\"more\">Viac info<\/span>\n\t\t\t\t\t\t\t\t\t<\/a>\n                                    <div class=\"mentor-popup\">\n                                        <div class=\"flex\">\n                                            <div class=\"inner\">\n                                                <a href=\"#\" class=\"close\">Close<\/a>\n                                                 \n                                                    <div class=\"picture\">\n                                                        <img decoding=\"async\" data-src=\"https:\/\/kinit.sk\/wp-content\/uploads\/2021\/02\/Maria_Bielikova-2-255x341.png\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 255px; --smush-placeholder-aspect-ratio: 255\/341;\">\n                                                                                                            <\/div>\n                                                                                                <span class=\"title\">M\u00e1ria Bielikov\u00e1<\/span>                                                <span class=\"position\">Lead researcher, KInIT<\/span>                                                <div id=\"\" class=\"element core-paragraph\">\n<p>M\u00e1ria Bielikov\u00e1 is an expert researcher at KInIT. She focuses on human-computer interaction analysis, user modeling and personalization. Recently, she has been working in data analysis and modeling of antisocial behavior on the Web. She is active in discussions on trustworthy AI at the national and European levels. Maria has supervised 20 successful doctoral graduates to date. She co-authored 70+ journal publications, 250+ conference papers, received 6,700+ citations (Google Scholar h-index 37), and serves on the editorial board of two CC journals. She has been the principal investigator in 40+ research projects.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-buttons\">\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\"><div id=\"\" class=\"element core-button\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/kinit.sk\/sk\/o-nas\/maria-bielikova-2\/\">Profile<\/a><\/div>\n<\/div><\/div>\n<\/div>                                            <\/div>                                         \n                                        <\/div>                                      \n                                    <\/div>\n                                    \n                                <\/div>\t\t\n                                <div class=\"overlay-mentor\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n                                <div class=\"mentor\">\n\t\t\t\t\t\t\t\t\t<a href=\"#\">\n\t\t\t\t\t\t\t\t\t\t \n                                                    <div class=\"picture\">\n                                                        <img decoding=\"async\" data-src=\"https:\/\/kinit.sk\/wp-content\/uploads\/2021\/10\/moro-web_51330188664_o-255x341.jpg\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 255px; --smush-placeholder-aspect-ratio: 255\/341;\">\n                                                                                                            <\/div>\n                                                \t\t\t\t\t\t\t\t\t\t<span class=\"title\">R\u00f3bert M\u00f3ro<\/span>\t\t\t\t\t\t\t\t\t\t<span class=\"position\">Senior researcher, KInIT<\/span>\t\t\t\t\t\t\t\t\t\t<span class=\"more\">Viac info<\/span>\n\t\t\t\t\t\t\t\t\t<\/a>\n                                    <div class=\"mentor-popup\">\n                                        <div class=\"flex\">\n                                            <div class=\"inner\">\n                                                <a href=\"#\" class=\"close\">Close<\/a>\n                                                 \n                                                    <div class=\"picture\">\n                                                        <img decoding=\"async\" data-src=\"https:\/\/kinit.sk\/wp-content\/uploads\/2021\/10\/moro-web_51330188664_o-255x341.jpg\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 255px; --smush-placeholder-aspect-ratio: 255\/341;\">\n                                                                                                            <\/div>\n                                                                                                <span class=\"title\">R\u00f3bert M\u00f3ro<\/span>                                                <span class=\"position\">Senior researcher, KInIT<\/span>                                                <div id=\"\" class=\"element core-paragraph\">\n<p>R\u00f3bert M\u00f3ro is a senior researcher at KInIT. He focuses on user modeling, personalization and machine learning. His current primary research interest is in countering online disinformation and modeling users and human-computer interaction on the Web. He has participated in several international research projects (including Horizon Europe) and served as a program committee member at several conferences (e.g., ACM UMAP, ACM ETRA, IJCAI).<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-buttons\">\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\"><div id=\"\" class=\"element core-button\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link\" href=\"https:\/\/kinit.sk\/member\/robert-moro\/\">Profile<\/a><\/div>\n<\/div><\/div>\n<\/div>                                            <\/div>                                         \n                                        <\/div>                                      \n                                    <\/div>\n                                    \n                                <\/div>\t\t\n                                <div class=\"overlay-mentor\"><\/div>\n\t\t\t\t\t\t                    <\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/section> \n<\/div>","protected":false},"excerpt":{"rendered":"<p>\u0160kolite\u013e: M\u00e1ria Bielikov\u00e1 (UPGM \u00dastav po\u010d\u00edta\u010dov\u00e9 grafiky a multim\u00e9di\u00ed) Ve\u013ek\u00e9 jazykov\u00e9 modely sa \u010doraz \u010dastej\u0161ie pou\u017e\u00edvaj\u00fa pre \u0161irok\u00e9 spektrum \u00faloh, pri ktor\u00fdch vykazuj\u00fa dobr\u00fa v\u00fdkonnos\u0165 pri pou\u017eit\u00ed v podmienkach bez&#8230;<\/p>\n","protected":false},"author":26,"featured_media":30625,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[67],"tags":[116,374],"class_list":["post-30638","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized-sk","tag-phd-sk","tag-phd-at-kinit-sk"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>PhD T\u00e9my 2024: Zlep\u0161ovanie v\u00fdkonnosti ve\u013ek\u00fdch jazykov\u00fdch modelov na zadan\u00fdch \u00faloh\u00e1ch\u00a0 - KInIT<\/title>\n<meta name=\"description\" content=\"Ve\u013ek\u00e9 jazykov\u00e9 modely sa \u010doraz \u010dastej\u0161ie pou\u017e\u00edvaj\u00fa pre \u0161irok\u00e9 spektrum \u00faloh, pri ktor\u00fdch vykazuj\u00fa dobr\u00fa v\u00fdkonnos\u0165 pri pou\u017eit\u00ed v podmienkach bez priameho pr\u00edkladu (zero-shot) alebo s nieko\u013ek\u00fdmi pr\u00edkladmi (few-shot), a to aj v porovnan\u00ed so \u0161pecializovan\u00fdmi dotr\u00e9novan\u00fdmi modelmi. Plat\u00ed to predov\u0161etk\u00fdm pre \u00falohy, pri ktor\u00fdch m\u00f4\u017eu ve\u013ek\u00e9 jazykov\u00e9 modely vyu\u017ei\u0165 znalosti, ktor\u00e9 z\u00edskali po\u010das ich predtr\u00e9novania. Av\u0161ak pri \u00faloh\u00e1ch, ktor\u00e9 vy\u017eaduj\u00fa \u0161pecifickej\u0161ie dom\u00e9nov\u00e9 znalosti \u010di adapt\u00e1ciu, ve\u013ek\u00e9 jazykov\u00e9 modely aktu\u00e1lne zaost\u00e1vaj\u00fa.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/kinit.sk\/sk\/phd-temy-2024-zlepsovanie-vykonnosti-velkych-jazykovych-modelov-na-zadanych-ulohach\/\" \/>\n<meta property=\"og:locale\" content=\"sk_SK\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"PhD T\u00e9my 2024: Zlep\u0161ovanie v\u00fdkonnosti ve\u013ek\u00fdch jazykov\u00fdch modelov na zadan\u00fdch \u00faloh\u00e1ch\u00a0 - KInIT\" \/>\n<meta property=\"og:description\" content=\"Ve\u013ek\u00e9 jazykov\u00e9 modely sa \u010doraz \u010dastej\u0161ie pou\u017e\u00edvaj\u00fa pre \u0161irok\u00e9 spektrum \u00faloh, pri ktor\u00fdch vykazuj\u00fa dobr\u00fa v\u00fdkonnos\u0165 pri pou\u017eit\u00ed v podmienkach bez priameho pr\u00edkladu (zero-shot) alebo s nieko\u013ek\u00fdmi pr\u00edkladmi (few-shot), a to aj v porovnan\u00ed so \u0161pecializovan\u00fdmi dotr\u00e9novan\u00fdmi modelmi. Plat\u00ed to predov\u0161etk\u00fdm pre \u00falohy, pri ktor\u00fdch m\u00f4\u017eu ve\u013ek\u00e9 jazykov\u00e9 modely vyu\u017ei\u0165 znalosti, ktor\u00e9 z\u00edskali po\u010das ich predtr\u00e9novania. 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