{"id":30751,"date":"2024-01-12T12:24:46","date_gmt":"2024-01-12T11:24:46","guid":{"rendered":"https:\/\/kinit.sk\/phd-themes-2024-addressing-the-limitations-of-large-language-models\/"},"modified":"2024-01-15T13:15:48","modified_gmt":"2024-01-15T12:15:48","slug":"phd-temy-2024-adresovanie-obmedzeni-velkych-jazykovych-modelov","status":"publish","type":"post","link":"https:\/\/kinit.sk\/sk\/phd-temy-2024-adresovanie-obmedzeni-velkych-jazykovych-modelov\/","title":{"rendered":"PhD T\u00e9my 2024: Adresovanie obmedzen\u00ed ve\u013ek\u00fdch jazykov\u00fdch modelov"},"content":{"rendered":"<div id=\"\" class=\"element core-paragraph\">\n<p><strong>\u0160kolite\u013e:<\/strong> <a href=\"https:\/\/kinit.sk\/member\/michal-gregor\/\">Michal Gregor<\/a> (\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 (LLM) predstavuj\u00fa siln\u00fd n\u00e1stroj, ktor\u00fd dok\u00e1\u017ee podporova\u0165 \u0161irok\u00fa \u0161k\u00e1lu downstream \u00faloh. Daj\u00fa sa pou\u017ei\u0165 napr. v pokro\u010dil\u00fdch konverza\u010dn\u00fdch rozhraniach alebo v r\u00f4znych \u00faloh\u00e1ch zah\u0155\u0148aj\u00facich vyh\u013ead\u00e1vanie, klasifik\u00e1ciu, generovanie a \u010fal\u0161ie. K tak\u00fdmto \u00faloh\u00e1m mo\u017eno pristupova\u0165 prostredn\u00edctvom in-context u\u010denia v zero-shot alebo few-shot re\u017eime alebo prostredn\u00edctvom dola\u010fovania (angl. fine-tuning) LLM na v\u00e4\u010d\u0161\u00edch d\u00e1tov\u00fdch mno\u017ein\u00e1ch (kv\u00f4li zn\u00ed\u017eeniu po\u017eiadaviek na pam\u00e4\u0165 a diskov\u00fd priestor zvy\u010dajne pomocou techn\u00edk PEFT (z angl. parameter-efficient fine-tuning).<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Napriek ich bezprecedentn\u00fdm v\u00fdsledkom na mnoh\u00fdch \u00faloh\u00e1ch trpia LLM nieko\u013ek\u00fdmi v\u00fdznamn\u00fdmi obmedzeniami, ktor\u00e9 v s\u00fa\u010dasnosti v mnoh\u00fdch dom\u00e9nach br\u00e1nia ich bezpe\u010dn\u00e9mu a \u0161irok\u00e9mu pou\u017eitiu. Tieto obmedzenia zah\u0155\u0148aj\u00fa napr. tendenciu generova\u0165 odpovede, ktor\u00e9 nemaj\u00fa oporu v tr\u00e9ningovom korpuse alebo vstupnom kontexte (halucin\u00e1cie), \u0165a\u017ekosti pri manipul\u00e1cii s extr\u00e9mne dlh\u00fdmi kontextami (napr. cel\u00e9 knihy) \u010di obmedzenou schopnos\u0165ou vyu\u017e\u00edva\u0165 in\u00e9 d\u00e1tov\u00e9 modality, ako je obraz, kde maj\u00fa state-of-the-art modely napr. probl\u00e9m rozpozn\u00e1va\u0165 jemn\u00e9 vizu\u00e1lne koncepty.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Cie\u013eom v\u00fdskumu je presk\u00fama\u0165 tak\u00e9to obmedzenia a \u2013 po zameran\u00ed sa na jedno alebo dve z nich \u2013 navrhn\u00fa\u0165 nov\u00e9 strat\u00e9gie na ich zmiernenie. Tak\u00e9 strat\u00e9gie m\u00f4\u017eu zah\u0155\u0148a\u0165 napr.:<\/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>Posun re\u017eimu generovania bli\u017e\u0161ie k pr\u00edstupom vyu\u017e\u00edvaj\u00facim vyh\u013ead\u00e1vanie (angl. retrieval-based) a k neparametrick\u00fdm jazykov\u00fdm modelom;<\/li>\n<\/div>\n\n<div id=\"\" class=\"element core-list-item\">\n<li>Roz\u0161\u00edrenie modelov o samoopravn\u00e9 mechanizmy&nbsp; \u010di samohodnotiace pipeline-y;<\/li>\n<\/div>\n\n<div id=\"\" class=\"element core-list-item\">\n<li>Efekt\u00edvna podpora pre dlh\u00e9 kontexty;<\/li>\n<\/div>\n\n<div id=\"\" class=\"element core-list-item\">\n<li>\u00daplnej\u0161ie vyu\u017eitie multimodality, najm\u00e4 v kontexte kombin\u00e1cie obrazov\u00fdch a jazykov\u00fdch d\u00e1t; vysetlite\u013enostn\u00e1 anal\u00fdza modelov a n\u00e1vrh nov\u00fdch mechanizmov tr\u00e9ningu podporuj\u00facich schopnos\u0165 rozpozn\u00e1va\u0165 aj jemn\u00e9 vizu\u00e1lne koncepty;<\/li>\n<\/div>\n\n<div id=\"\" class=\"element core-list-item\">\n<li>Nov\u00e9 techniky dola\u010fovania (angl. fine-tuning);<\/li>\n<\/div>\n\n<div id=\"\" class=\"element core-list-item\">\n<li>Zlep\u0161enie a \u0161ir\u0161ie vyu\u017eitie schopnost\u00ed LLM robi\u0165 logick\u00e9 odvodzovanie.<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Aplika\u010dnou dom\u00e9nou m\u00f4\u017ee by\u0165 napr. Podpora overovania faktov a boja proti dezinform\u00e1ci\u00e1m, kde je faktualita v\u00fdstupov LLM absol\u00fatne kritick\u00e1.<\/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>Srba, I., Pecher, B., Tomlein, M., Moro, R., Stefancova, E., Simko, J. and Bielikova, M., 2022, July. Monant medical misinformation dataset: Mapping articles to fact-checked claims. In Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval (pp. 2949-2959). <a href=\"https:\/\/dl.acm.org\/doi\/10.1145\/3477495.3531726\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/dl.acm.org\/doi\/10.1145\/3477495.3531726<\/a><\/li>\n<\/div>\n\n<div id=\"\" class=\"element core-list-item\">\n<li>Pikuliak, M., Srba, I., Moro, R., Hromadka, T., Smolen, T., Melisek, M., Vykopal, I., Simko, J., Podrouzek, J. and Bielikova, M., 2023. Multilingual Previously Fact-Checked Claim Retrieval. <a href=\"https:\/\/arxiv.org\/abs\/2305.07991\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/arxiv.org\/abs\/2305.07991<\/a><\/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 medzin\u00e1rodn\u00fdch v\u00fdskumn\u00fdch grantov. 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\/jkosecka-headshot2_new-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\">Jana Kosecka<\/span>\t\t\t\t\t\t\t\t\t\t<span class=\"position\">Professor, George Mason University, USA<\/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\/jkosecka-headshot2_new-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\">Jana Kosecka<\/span>                                                <span class=\"position\">Professor, George Mason University, USA<\/span>                                                <div id=\"\" class=\"element core-paragraph\">\n<p>Jana Kosecka is a Professor at the George Mason University. She is interested in computational models of vision systems, acquisition of static and dynamic models of environments by means of visual sensing, high-level semantic scene understanding and human-computer interaction. She held visiting positions at UC Berkeley, Stanford University, Google and Nokia Research, and served as Program chair, Area chair or senior member of editorial board for&nbsp; leading conferences in the field CVPR, ICCV, ICRA.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Jana is currently mentor of our PhD student: <a href=\"https:\/\/kinit.sk\/member\/ivana-benova\/\">Ivana Be\u0148ov\u00e1<\/a><\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p><a href=\"https:\/\/scholar.google.com\/citations?user=sQ6l4sMAAAAJ&amp;hl=en&amp;oi=ao\" target=\"_blank\" rel=\"noreferrer noopener\">Google Scholar h-index &#8211; 52 (01\/2026)<\/a><\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p><a href=\"https:\/\/kinit.sk\/sk\/meet-jana-kosecka-kinit-external-mentor\/\">Meet Jana Kosecka<\/a><\/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:\/\/cs.gmu.edu\/~kosecka\/\" target=\"_blank\" rel=\"noreferrer noopener\">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\/2023\/01\/Michal_Gregor-1-255x341.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\">Michal Gregor<\/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\/2023\/01\/Michal_Gregor-1-255x341.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\">Michal Gregor<\/span>                                                <span class=\"position\">Lead researcher, KInIT<\/span>                                                <div id=\"\" class=\"element core-paragraph\">\n<p>Michal Gregor is an expert researcher at KInIT. He focuses especially on artificial neural networks and deep learning, on reinforcement learning, and more recently on multi-modal learning and learning that involves language supervision. Michal also has experience in other areas of AI such as metaheuristic optimization methods, representation of uncertain knowledge, probabilistic models and more.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p><\/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\/member\/michal-gregor\/\">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: Michal Gregor (\u00dastav po\u010d\u00edta\u010dov\u00e9 grafiky a multim\u00e9di\u00ed) Ve\u013ek\u00e9 jazykov\u00e9 modely (LLM) predstavuj\u00fa siln\u00fd n\u00e1stroj, ktor\u00fd dok\u00e1\u017ee podporova\u0165 \u0161irok\u00fa \u0161k\u00e1lu downstream \u00faloh. Daj\u00fa sa pou\u017ei\u0165 napr. v pokro\u010dil\u00fdch konverza\u010dn\u00fdch rozhraniach&#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-30751","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: Adresovanie obmedzen\u00ed ve\u013ek\u00fdch jazykov\u00fdch modelov - KInIT<\/title>\n<meta name=\"description\" content=\"Ve\u013ek\u00e9 jazykov\u00e9 modely (LLM) predstavuj\u00fa siln\u00fd n\u00e1stroj, ktor\u00fd dok\u00e1\u017ee podporova\u0165 \u0161irok\u00fa \u0161k\u00e1lu downstream \u00faloh. Daj\u00fa sa pou\u017ei\u0165 napr. v pokro\u010dil\u00fdch konverza\u010dn\u00fdch rozhraniach alebo v r\u00f4znych \u00faloh\u00e1ch zah\u0155\u0148aj\u00facich vyh\u013ead\u00e1vanie, klasifik\u00e1ciu, generovanie a \u010fal\u0161ie. K tak\u00fdmto \u00faloh\u00e1m mo\u017eno pristupova\u0165 prostredn\u00edctvom in-context u\u010denia v zero-shot alebo few-shot re\u017eime alebo prostredn\u00edctvom dola\u010fovania (angl. fine-tuning) LLM na v\u00e4\u010d\u0161\u00edch d\u00e1tov\u00fdch mno\u017ein\u00e1ch (kv\u00f4li zn\u00ed\u017eeniu po\u017eiadaviek na pam\u00e4\u0165 a diskov\u00fd priestor zvy\u010dajne pomocou techn\u00edk PEFT (z angl. parameter-efficient fine-tuning).\" \/>\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-adresovanie-obmedzeni-velkych-jazykovych-modelov\/\" \/>\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: Adresovanie obmedzen\u00ed ve\u013ek\u00fdch jazykov\u00fdch modelov - KInIT\" \/>\n<meta property=\"og:description\" content=\"Ve\u013ek\u00e9 jazykov\u00e9 modely (LLM) predstavuj\u00fa siln\u00fd n\u00e1stroj, ktor\u00fd dok\u00e1\u017ee podporova\u0165 \u0161irok\u00fa \u0161k\u00e1lu downstream \u00faloh. Daj\u00fa sa pou\u017ei\u0165 napr. v pokro\u010dil\u00fdch konverza\u010dn\u00fdch rozhraniach alebo v r\u00f4znych \u00faloh\u00e1ch zah\u0155\u0148aj\u00facich vyh\u013ead\u00e1vanie, klasifik\u00e1ciu, generovanie a \u010fal\u0161ie. 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