{"id":1136,"date":"2024-12-18T15:23:50","date_gmt":"2024-12-18T14:23:50","guid":{"rendered":"https:\/\/www.cjvt.si\/llm4dh\/?page_id=1136"},"modified":"2025-05-14T10:52:57","modified_gmt":"2025-05-14T08:52:57","slug":"cilj-1","status":"publish","type":"page","link":"https:\/\/www.cjvt.si\/llm4dh\/projektni-sklopi\/projektni-sklop-1\/","title":{"rendered":"Izziv 1: Izbolj\u0161anje metod velikih jezikovnih modelov z jezikovnimi viri in razvoj slikovno-jezikovnih modelov"},"content":{"rendered":"<div class=\"flex_column av_one_full  no_margin flex_column_div av-zero-column-padding first  avia-builder-el-0  el_before_av_one_full  avia-builder-el-first  \" style='margin-top:0px; margin-bottom:30px; border-radius:0px; '><section class=\"av_textblock_section \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock  '   itemprop=\"text\" ><h1><strong>Izziv 1: Izbolj\u0161anje metod velikih jezikovnih modelov z jezikovnimi viri in razvoj slikovno-jezikovnih modelov<\/strong><\/h1>\n<\/div><\/section><\/div>\n<div class=\"flex_column av_one_full  no_margin flex_column_div av-zero-column-padding first  avia-builder-el-2  el_after_av_one_full  el_before_av_tab_section  avia-builder-el-last  column-top-margin\" style='margin-top:0px; margin-bottom:30px; border-radius:0px; '><section class=\"av_textblock_section \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock  '   itemprop=\"text\" ><p>Veliki jezikovni modeli za u\u010denje in prilagajanje dolo\u010denim nalogam potrebujejo velike koli\u010dine visokokakovostnih besedilnih podatkov. Tak\u0161ni podatki so lahko v pomo\u010d pri predhodnem u\u010denju velikih jezikovnih modelov, saj je z njimi mo\u017eno pripraviti razli\u010dne vrste podatkov, zlasti grafe znanja in neobdelano besedilo. Informacije, ki so na voljo v leksikografskih virih, vklju\u010dujejo relacije, informacije o porazdelitvi pomenov z definicijami besednih pomenov, medjezikovne povezave, identifikacijo in opis idiomatskih ali frazemov itd.<\/p>\n<p>Te zakladnice informacij veliki jezikovni modeli \u0161e ne uporabljajo ustrezno, vendar bi lahko zmanj\u0161ale halucinacije, izbolj\u0161ale njihovo jezikovno znanje v zapletenih situacijah in jezikih, podprtimi z manj viri, ter izbolj\u0161ale dou\u010ditve jezikovnih modelov za dolo\u010dene pomembne naloge, kot sta zdravorazumsko sklepanje in sklepanje v naravnem jeziku.<\/p>\n<\/div><\/section><\/div>\n<\/div><\/div><\/div><!-- close content main div --><\/div><\/div><div id='av-tab-section-1'  class='av-tab-section-container entry-content-wrapper main_color av-tab-no-transition   av-tab-above-content  avia-builder-el-4  el_after_av_one_full  avia-builder-el-last  submenu-not-first container_wrap fullsize' style=' '  ><div class='av-tab-section-outer-container'><div class='av-tab-section-tab-title-container avia-tab-title-padding-default ' ><a href='#aktivnost-1.1' data-av-tab-section-title='1' class='av-section-tab-title av-active-tab-title no-scroll av-tab-no-icon av-tab-no-image  '><span class='av-outer-tab-title'><span class='av-inner-tab-title'>Aktivnost 1.1<\/span><\/span><span class='av-tab-arrow-container'><span><\/span><\/span><\/a><a href='#aktivnost-1.2' data-av-tab-section-title='2' class='av-section-tab-title  av-tab-no-icon av-tab-no-image  '><span class='av-outer-tab-title'><span class='av-inner-tab-title'>Aktivnost 1.2<\/span><\/span><span class='av-tab-arrow-container'><span><\/span><\/span><\/a><a href='#aktivnost-1.3' data-av-tab-section-title='3' class='av-section-tab-title  av-tab-no-icon av-tab-no-image  '><span class='av-outer-tab-title'><span class='av-inner-tab-title'>Aktivnost 1.3<\/span><\/span><span class='av-tab-arrow-container'><span><\/span><\/span><\/a><a href='#letna-poroila' data-av-tab-section-title='4' class='av-section-tab-title  av-tab-no-icon av-tab-no-image  '><span class='av-outer-tab-title'><span class='av-inner-tab-title'>Letna poro\u010dila<\/span><\/span><span class='av-tab-arrow-container'><span><\/span><\/span><\/a><\/div><div class='av-tab-section-inner-container avia-section-default' style='width:400vw; left:0%;'><span class='av_prev_tab_section av_tab_navigation'><\/span><span class='av_next_tab_section av_tab_navigation'><\/span>\n<div data-av-tab-section-content=\"1\" class=\"av-layout-tab av-animation-delay-container av-active-tab-content __av_init_open  avia-builder-el-5  el_before_av_tab_sub_section  avia-builder-el-first   \" style='vertical-align:middle; '  data-tab-section-id=\"aktivnost-1.1\"><div class='av-layout-tab-inner'><div class='container'><section class=\"av_textblock_section \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock  '   itemprop=\"text\" ><h3><span style=\"color: #000000;\"><em>Aktivnost 1.1: Izbolj\u0161evanje velikih jezikovnih modelov z jezikovnimi podatki<\/em><\/span><\/h3>\n<\/div><\/section><br \/>\n<section class=\"av_textblock_section \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock  '   itemprop=\"text\" ><section class=\"av_textblock_section \">\n<div class=\"avia_textblock \">\n<p>Prvi cilj bo izbolj\u0161ati velike jezikovne modele z enojezi\u010dnimi leksikografskimi podatki v obliki grafov znanja in neobdelanih besedil.<\/p>\n<p>V okviru te naloge bo najprej razvita nova metodologija za pridobivanje grafov znanja iz enojezi\u010dnih jezikovnih virov znanja, kot so digitalne slovarske baze, primerne za morfolo\u0161ko bogate jezike. Nadalje bomo v okviru naloge razvili metode za ustvarjanje velikih koli\u010din neobdelanih besedil iz teh virov. Metodologija bo uporabljena za Digitalno slovarsko bazo za sloven\u0161\u010dino (DSB), najve\u010dji odprtodostopni leksikalni\/leksikografski vir za sloven\u0161\u010dino, in odprti slovenski WordNet (\u010cibej idr. 2023), ki je \u017ee povezan z DSB.<\/p>\n<\/div>\n<\/section>\n<section class=\"av_textblock_section \">\n<div class=\"avia_textblock \"><\/div>\n<\/section>\n<\/div><\/section><br \/>\n<div class=\"flex_column av_one_fifth  flex_column_div av-zero-column-padding first  avia-builder-el-8  el_after_av_textblock  el_before_av_four_fifth  column-top-margin\" style='border-radius:0px; '><span  class=\"av_font_icon avia_animate_when_visible avia-icon-animate  av-icon-style-  av-no-color avia-icon-pos-left \" style=\"\"><span class='av-icon-char' style='font-size:40px;line-height:40px;' aria-hidden='true' data-av_icon='\ue810' data-av_iconfont='entypo-fontello' ><\/span><\/span><\/div><div class=\"flex_column av_four_fifth  flex_column_div av-zero-column-padding   avia-builder-el-10  el_after_av_one_fifth  avia-builder-el-last  column-top-margin\" style='border-radius:0px; '><section class=\"av_textblock_section \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock  '   itemprop=\"text\" ><section class=\"av_textblock_section \">\n<div class=\"avia_textblock \"><\/div>\n<\/section>\n<section class=\"av_textblock_section \">\n<div class=\"avia_textblock \">\n<p><em><strong>Kazalniki 1.1: Podatkovne zbirke DSB in OSWN, pripravljene za u\u010denje (M6). Za\u010detni izbolj\u0161ani veliki jezikovni model (M12). Kon\u010dni izbolj\u0161ani veliki jezikovni modeli (M24).<\/strong><\/em><\/p>\n<\/div>\n<\/section>\n<\/div><\/section><\/div><\/p>\n<\/div><\/div><\/div><div data-av-tab-section-content=\"2\" class=\"av-layout-tab av-animation-delay-container   avia-builder-el-12  el_after_av_tab_sub_section  el_before_av_tab_sub_section   \" style='vertical-align:middle; '  data-tab-section-id=\"aktivnost-1.2\"><div class='av-layout-tab-inner'><div class='container'><section class=\"av_textblock_section \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock  '   itemprop=\"text\" ><h3><span style=\"color: #000000;\"><em>Aktivnost 1.<\/em><\/span><strong><em>2: Izbolj\u0161anje velikega jezikovnega modela z medjezikovnimi podatki<\/em><\/strong><\/h3>\n<\/div><\/section><br \/>\n<section class=\"av_textblock_section \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock  '   itemprop=\"text\" ><section class=\"av_textblock_section \">\n<div class=\"avia_textblock \">\n<p>Velike koli\u010dine ve\u010djezi\u010dnih in medjezikovnih jezikovnih podatkov v ve\u010d jezikih ponujajo prilo\u017enost za izbolj\u0161anje velikih jezikovnih modelov z nadaljnjim predu\u010denjem in dou\u010ditvami za posebne naloge. Z znanjem izbolj\u0161ani ve\u010djezi\u010dni veliki jezikovni modeli bodo bolj\u0161i na splo\u0161no, \u0161e zlasti pa za jezike z vnesenimi ve\u010djezi\u010dnimi viri. Jezikovni modeli z ve\u010d znanja bodo izbolj\u0161ali medjezikovni prenos z dou\u010ditvijo in ustvarjanjem izto\u010dnic, vklju\u010dno z ve\u010djezi\u010dnim ustvarjanjem izto\u010dnic. Tak\u0161en prenos je zelo pomemben za jezike z manj viri, kot je sloven\u0161\u010dina.<\/p>\n<p>Razvili bomo novo metodologijo za pridobivanje grafov znanja iz ve\u010djezi\u010dnih digitalnih slovarskih podatkovnih zbirk, kot so Wiktionary, BabelNet in drugi medjezikovni viri, kot so DBPedia in povezani WordNeti. Metodologija bo primerna za morfolo\u0161ko bogate jezike. Nadalje bomo v okviru naloge razvili metode za generiranje velikih koli\u010din neobdelanega besedila iz ve\u010djezi\u010dnih digitalnih slovarskih podatkovnih zbirk. Izlu\u0161\u010dene grafe znanja in neobdelana besedila bomo uporabili pri nadaljnjem pred u\u010denju jezikovnih modelov za splo\u0161no rabo. Podatkovne zbirke za sledenje navodilom, ki bodo pripravljene v projektnih sklopih 2 in 5, bomo uporabili za prilagoditev jezikovnih modelov za posebne medjezikovne in ve\u010djezi\u010dne jezikovne naloge.<\/p>\n<\/div>\n<\/section>\n<section class=\"av_textblock_section \">\n<div class=\"avia_textblock \"><\/div>\n<\/section>\n<\/div><\/section><br \/>\n<div class=\"flex_column av_one_fifth  flex_column_div av-zero-column-padding first  avia-builder-el-15  el_after_av_textblock  el_before_av_four_fifth  column-top-margin\" style='border-radius:0px; '><span  class=\"av_font_icon avia_animate_when_visible avia-icon-animate  av-icon-style-  av-no-color avia-icon-pos-left \" style=\"\"><span class='av-icon-char' style='font-size:40px;line-height:40px;' aria-hidden='true' data-av_icon='\ue810' data-av_iconfont='entypo-fontello' ><\/span><\/span><\/div><div class=\"flex_column av_four_fifth  flex_column_div av-zero-column-padding   avia-builder-el-17  el_after_av_one_fifth  avia-builder-el-last  column-top-margin\" style='border-radius:0px; '><section class=\"av_textblock_section \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock  '   itemprop=\"text\" ><section class=\"av_textblock_section \">\n<div class=\"avia_textblock \"><\/div>\n<\/section>\n<section class=\"av_textblock_section \">\n<div class=\"avia_textblock \">\n<p><strong><em>Kazalniki 1.2: Grafi znanja in podatkovne zbirke neobdelanih besedil (M18). Za\u010detni izbolj\u0161ani veliki jezikovni model (M24). Kon\u010dni izbolj\u0161ani veliki jezikovni model (M30).<\/em><\/strong><\/p>\n<\/div>\n<\/section>\n<\/div><\/section><\/div><\/p>\n<\/div><\/div><\/div><div data-av-tab-section-content=\"3\" class=\"av-layout-tab av-animation-delay-container   avia-builder-el-19  el_after_av_tab_sub_section  el_before_av_tab_sub_section   \" style='vertical-align:middle; '  data-tab-section-id=\"aktivnost-1.3\"><div class='av-layout-tab-inner'><div class='container'><section class=\"av_textblock_section \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock  '   itemprop=\"text\" ><h3><strong><em>Aktivnost 1.3: Izbolj\u0161anje multimodalnih modelov<\/em><\/strong><\/h3>\n<\/div><\/section><br \/>\n<section class=\"av_textblock_section \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock  '   itemprop=\"text\" ><section class=\"av_textblock_section \">\n<div class=\"avia_textblock \">\n<p>Multimodalni jezikovni modeli, kot so slikovno-jezikovni modeli, so za jezike z manj viri redki. Njihov razvoj je zahteven, saj so viri, ki omogo\u010dajo ujemanje razli\u010dnih modalitet, zelo redki, njihovo pridobivanje s strojnim prevajanjem pa je ve\u010dinoma neustrezno. Izziv je u\u010dinkovito razviti slikovno-jezikovne modele, ki podpirajo jezike in domene z manj viri, kot je sloven\u0161\u010dina, pa tudi razviti metodologije za u\u010dinkovito usposabljanje slikovno-jezikovnih modelov z manj viri prek razli\u010dnih metod za usklajevanje modalitet, kot so alternativne metode u\u010denja za kontrastivno u\u010denje (Radford et al., 2021), relativne predstavitve (Norelli et al., 2023) in nove metode za utemeljitev znanja ozadja.<\/p>\n<p>Sestavili bomo nabor podatkov za izgradnjo slikovno-jezikovnega modela, in sicer nabor slikovno-jezikovnih podatkov, ki vsebuje slike s slovenskimi napisi. Pri\u010dakujemo, da bo odprtokodni nabor podatkov vseboval od 100 tiso\u010d do 1 milijon parov slika-besedilo, kar je minimalna zahteva za uspe\u0161no usposabljanje modela. Nato bomo zgradili slikovno-jezikovni model za sloven\u0161\u010dino, pri \u010demer se bomo osredoto\u010dili na u\u010dinkovite metode u\u010denja modelov, kot so metode usklajevanja modalitet, kontrastivno u\u010denje (Radford et al., 2021), relativne predstavitve (Norelli et al., 2023) in nove metode za utemeljevanje znanja iz ozadja.<\/p>\n<\/div>\n<\/section>\n<section class=\"av_textblock_section \">\n<div class=\"avia_textblock \"><\/div>\n<\/section>\n<\/div><\/section><br \/>\n<div class=\"flex_column av_one_fifth  flex_column_div av-zero-column-padding first  avia-builder-el-22  el_after_av_textblock  el_before_av_four_fifth  column-top-margin\" style='border-radius:0px; '><span  class=\"av_font_icon avia_animate_when_visible avia-icon-animate  av-icon-style-  av-no-color avia-icon-pos-left \" style=\"\"><span class='av-icon-char' style='font-size:40px;line-height:40px;' aria-hidden='true' data-av_icon='\ue810' data-av_iconfont='entypo-fontello' ><\/span><\/span><\/div><div class=\"flex_column av_four_fifth  flex_column_div av-zero-column-padding   avia-builder-el-24  el_after_av_one_fifth  avia-builder-el-last  column-top-margin\" style='border-radius:0px; '><section class=\"av_textblock_section \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock  '   itemprop=\"text\" ><section class=\"av_textblock_section \">\n<div class=\"avia_textblock \"><\/div>\n<\/section>\n<section class=\"av_textblock_section \">\n<div class=\"avia_textblock \">\n<p><strong><em>Kazalniki 1.3: Slovenske podatkovne zbirke za u\u010denje velikega slikovno-jezikovnega modela (M12). Slovenski slikovno-jezikovni model (M24).<\/em><\/strong><\/p>\n<\/div>\n<\/section>\n<\/div><\/section><\/div><\/p>\n<\/div><\/div><\/div><div data-av-tab-section-content=\"4\" class=\"av-layout-tab av-animation-delay-container   avia-builder-el-26  el_after_av_tab_sub_section  avia-builder-el-last   \" style='vertical-align:middle; '  data-tab-section-id=\"letna-poroila\"><div class='av-layout-tab-inner'><div class='container'><\/div><\/div><\/div><\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":19,"featured_media":0,"parent":668,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"_relevanssi_hide_post":"","_relevanssi_hide_content":"","_relevanssi_pin_for_all":"","_relevanssi_pin_keywords":"","_relevanssi_unpin_keywords":"","_relevanssi_related_keywords":"","_relevanssi_related_include_ids":"","_relevanssi_related_exclude_ids":"","_relevanssi_related_no_append":"","_relevanssi_related_not_related":"","_relevanssi_related_posts":"","_relevanssi_noindex_reason":"","inline_featured_image":false,"episode_type":"","audio_file":"","podmotor_file_id":"","podmotor_episode_id":"","cover_image":"","cover_image_id":"","duration":"","filesize":"","filesize_raw":"","date_recorded":"","explicit":"","block":"","itunes_episode_number":"","itunes_title":"","itunes_season_number":"","itunes_episode_type":"","footnotes":""},"class_list":["post-1136","page","type-page","status-publish","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - 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