{"id":76,"date":"2025-11-04T17:25:09","date_gmt":"2025-11-04T17:25:09","guid":{"rendered":"https:\/\/icsdweb.aegean.gr\/syn_nomos\/?page_id=76"},"modified":"2026-05-20T09:40:36","modified_gmt":"2026-05-20T09:40:36","slug":"research","status":"publish","type":"page","link":"https:\/\/icsdweb.aegean.gr\/syn_nomos\/research\/","title":{"rendered":"Research"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"76\" class=\"elementor elementor-76\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1ecbf8a2 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-parent\" data-id=\"1ecbf8a2\" data-element_type=\"container\">\n\t\t<style id=\"eael-image-masking-3970782e\">.eael-image-masking-3970782e img {mask-image: url(https:\/\/icsdweb.aegean.gr\/syn_nomos\/wp-content\/plugins\/essential-addons-for-elementor-lite\/assets\/front-end\/img\/image-masking\/svg-shapes\/arch-down.svg); -webkit-mask-image: url(https:\/\/icsdweb.aegean.gr\/syn_nomos\/wp-content\/plugins\/essential-addons-for-elementor-lite\/assets\/front-end\/img\/image-masking\/svg-shapes\/arch-down.svg);}<\/style>\t\t<div class=\"eael-image-masking-3970782e elementor-element elementor-element-3970782e elementor--h-position-center elementor--v-position-middle elementor-arrows-position-inside elementor-pagination-position-inside elementor-widget elementor-widget-slides\" data-id=\"3970782e\" data-element_type=\"widget\" data-settings=\"{&quot;navigation&quot;:&quot;both&quot;,&quot;autoplay&quot;:&quot;yes&quot;,&quot;pause_on_hover&quot;:&quot;yes&quot;,&quot;pause_on_interaction&quot;:&quot;yes&quot;,&quot;autoplay_speed&quot;:5000,&quot;infinite&quot;:&quot;yes&quot;,&quot;transition&quot;:&quot;slide&quot;,&quot;transition_speed&quot;:500}\" data-widget_type=\"slides.default\">\n\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-slides-wrapper elementor-main-swiper swiper\" role=\"region\" aria-roledescription=\"carousel\" aria-label=\"Slides\" dir=\"ltr\" data-animation=\"fadeInUp\">\n\t\t\t\t<div class=\"swiper-wrapper elementor-slides\">\n\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-repeater-item-32cb27d swiper-slide\" role=\"group\" aria-roledescription=\"slide\"><div class=\"swiper-slide-bg elementor-ken-burns elementor-ken-burns--in\" role=\"img\"><\/div><div class=\"elementor-background-overlay\"><\/div><div class=\"swiper-slide-inner\" ><div class=\"swiper-slide-contents\"><div class=\"elementor-slide-heading\"><span style=\"color: #FBBF24;\">RE<\/span>SEARCH<\/div><div class=\"elementor-slide-description\">\u0397 \u03ad\u03c1\u03b5\u03c5\u03bd\u03b1 \u03ba\u03b1\u03b9 \u03b7 \u03ba\u03b1\u03b9\u03bd\u03bf\u03c4\u03bf\u03bc\u03af\u03b1, \u03c3\u03c4\u03b1 \u03c0\u03bb\u03b1\u03af\u03c3\u03b9\u03b1 \u03c4\u03bf\u03c5 +\u039d\u039f\u039c\u039f\u03a3<\/div><\/div><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-dd466b4 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-parent\" data-id=\"dd466b4\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-7b425641 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"7b425641\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6e67b3d4 elementor-widget elementor-widget-elementskit-button\" data-id=\"6e67b3d4\" data-element_type=\"widget\" data-widget_type=\"elementskit-button.default\">\n\t\t\t\t\t<div class=\"ekit-wid-con\" >\t\t<div class=\"ekit-btn-wraper\">\n\t\t\t\t\t\t\t<a href=\"#summary\" class=\"elementskit-btn  whitespace--normal\" id=\"\">\n\t\t\t\t\t\u0391\u03c5\u03c4\u03cc\u03bc\u03b1\u03c4\u03b7 \u03a0\u03b5\u03c1\u03af\u03bb\u03b7\u03c8\u03b7 \u039d\u03bf\u03bc\u03bf\u03b8\u03b5\u03c4\u03b7\u03bc\u03ac\u03c4\u03c9\u03bd\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n        <\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3d2da202 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"3d2da202\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-794ca5b3 elementor-widget elementor-widget-elementskit-button\" data-id=\"794ca5b3\" data-element_type=\"widget\" data-widget_type=\"elementskit-button.default\">\n\t\t\t\t\t<div class=\"ekit-wid-con\" >\t\t<div class=\"ekit-btn-wraper\">\n\t\t\t\t\t\t\t<a href=\"#visual\" class=\"elementskit-btn  whitespace--normal\" id=\"\">\n\t\t\t\t\t\u0395\u03cd\u03c1\u03b5\u03c3\u03b7 \u03a3\u03c5\u03bd\u03b1\u03c6\u03ce\u03bd \u0395\u03b3\u03b3\u03c1\u03ac\u03c6\u03c9\u03bd\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n        <\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-13275bd8 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"13275bd8\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-57adce8f elementor-widget elementor-widget-elementskit-button\" data-id=\"57adce8f\" data-element_type=\"widget\" data-widget_type=\"elementskit-button.default\">\n\t\t\t\t\t<div class=\"ekit-wid-con\" >\t\t<div class=\"ekit-btn-wraper\">\n\t\t\t\t\t\t\t<a href=\"#classification\" class=\"elementskit-btn  whitespace--normal\" id=\"\">\n\t\t\t\t\t\u0391\u03c5\u03c4\u03cc\u03bc\u03b1\u03c4\u03b7 \u039a\u03b1\u03c4\u03b7\u03b3\u03bf\u03c1\u03b9\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7 (\u0398\u03b5\u03bc\u03b1\u03c4\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7)\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n        <\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d3d927c e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"d3d927c\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5f2be839 elementor-widget elementor-widget-elementskit-button\" data-id=\"5f2be839\" data-element_type=\"widget\" data-widget_type=\"elementskit-button.default\">\n\t\t\t\t\t<div class=\"ekit-wid-con\" >\t\t<div class=\"ekit-btn-wraper\">\n\t\t\t\t\t\t\t<a href=\"#ner\" class=\"elementskit-btn  whitespace--normal\" id=\"\">\n\t\t\t\t\t\u0391\u03bd\u03b1\u03b3\u03bd\u03ce\u03c1\u03b9\u03c3\u03b7 \u039f\u03bd\u03bf\u03bc\u03b1\u03c4\u03b9\u03ba\u03ce\u03bd \u039f\u03bd\u03c4\u03bf\u03c4\u03ae\u03c4\u03c9\u03bd (NER)\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n        <\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4d8a6980 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-parent\" data-id=\"4d8a6980\" data-element_type=\"container\" data-settings=\"{&quot;shape_divider_bottom&quot;:&quot;tilt&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-shape elementor-shape-bottom\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 1000 100\" preserveAspectRatio=\"none\">\n\t<path class=\"elementor-shape-fill\" d=\"M0,6V0h1000v100L0,6z\"\/>\n<\/svg>\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-49f0e270 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-parent\" data-id=\"49f0e270\" data-element_type=\"container\" id=\"summary\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-45319045 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"45319045\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1d604f13 elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"1d604f13\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"399\" height=\"1024\" src=\"https:\/\/icsdweb.aegean.gr\/syn_nomos\/wp-content\/uploads\/2026\/05\/9e1a097f-2d1d-449a-9d4d-4fda4d08cf7f-399x1024.jpg\" class=\"attachment-large size-large wp-image-551\" alt=\"\" srcset=\"https:\/\/icsdweb.aegean.gr\/syn_nomos\/wp-content\/uploads\/2026\/05\/9e1a097f-2d1d-449a-9d4d-4fda4d08cf7f-399x1024.jpg 399w, https:\/\/icsdweb.aegean.gr\/syn_nomos\/wp-content\/uploads\/2026\/05\/9e1a097f-2d1d-449a-9d4d-4fda4d08cf7f-117x300.jpg 117w, https:\/\/icsdweb.aegean.gr\/syn_nomos\/wp-content\/uploads\/2026\/05\/9e1a097f-2d1d-449a-9d4d-4fda4d08cf7f-599x1536.jpg 599w, https:\/\/icsdweb.aegean.gr\/syn_nomos\/wp-content\/uploads\/2026\/05\/9e1a097f-2d1d-449a-9d4d-4fda4d08cf7f.jpg 645w\" sizes=\"(max-width: 399px) 100vw, 399px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-183d340a e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"183d340a\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-140da9d5 elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"140da9d5\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInLeft&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u0391\u03c5\u03c4\u03cc\u03bc\u03b1\u03c4\u03b7 \u03a0\u03b5\u03c1\u03af\u03bb\u03b7\u03c8\u03b7 \u039d\u03bf\u03bc\u03bf\u03b8\u03b5\u03c4\u03b7\u03bc\u03ac\u03c4\u03c9\u03bd<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-444fc828 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"444fc828\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4bdad429 elementor-widget elementor-widget-text-editor\" data-id=\"4bdad429\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<div class=\"nomos-content-wrapper\"><p style=\"font-size: 18px; line-height: 1.6; color: #333; margin-bottom: 25px;\">\u0397 \u03a5\u03c0\u03b7\u03c1\u03b5\u03c3\u03af\u03b1 \u0391\u03c5\u03c4\u03cc\u03bc\u03b1\u03c4\u03b7\u03c2 \u03a0\u03b5\u03c1\u03af\u03bb\u03b7\u03c8\u03b7\u03c2 \u039d\u03bf\u03bc\u03b9\u03ba\u03ce\u03bd \u039a\u03b5\u03b9\u03bc\u03ad\u03bd\u03c9\u03bd \u03c4\u03bf\u03c5 \u03ad\u03c1\u03b3\u03bf\u03c5 <strong>+\u039d\u039f\u039c\u039f\u03a3<\/strong> \u03b1\u03bd\u03b1\u03c0\u03c4\u03cd\u03c7\u03b8\u03b7\u03ba\u03b5 \u03bc\u03b5 \u03c3\u03ba\u03bf\u03c0\u03cc \u03c4\u03b7 \u03c3\u03c5\u03bd\u03bf\u03c0\u03c4\u03b9\u03ba\u03ae, \u03c3\u03c5\u03bd\u03b5\u03ba\u03c4\u03b9\u03ba\u03ae \u03ba\u03b1\u03b9 \u03b1\u03be\u03b9\u03cc\u03c0\u03b9\u03c3\u03c4\u03b7 \u03b1\u03c0\u03cc\u03b4\u03bf\u03c3\u03b7 \u03b5\u03ba\u03c4\u03b5\u03bd\u03ce\u03bd \u03bd\u03bf\u03bc\u03b9\u03ba\u03ce\u03bd \u03b5\u03b3\u03b3\u03c1\u03ac\u03c6\u03c9\u03bd. \u0394\u03b9\u03b5\u03c5\u03ba\u03bf\u03bb\u03cd\u03bd\u03b5\u03b9 \u03c4\u03b7\u03bd \u03ba\u03b1\u03c4\u03b1\u03bd\u03cc\u03b7\u03c3\u03b7, \u03c4\u03b7\u03bd \u03b1\u03bd\u03b1\u03b6\u03ae\u03c4\u03b7\u03c3\u03b7 \u03ba\u03b1\u03b9 \u03c4\u03b7\u03bd \u03b1\u03be\u03b9\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7 \u03c4\u03b7\u03c2 \u03bd\u03bf\u03bc\u03b9\u03ba\u03ae\u03c2 \u03c0\u03bb\u03b7\u03c1\u03bf\u03c6\u03bf\u03c1\u03af\u03b1\u03c2, \u03c5\u03c0\u03bf\u03c3\u03c4\u03b7\u03c1\u03af\u03b6\u03bf\u03bd\u03c4\u03b1\u03c2 \u03c4\u03cc\u03c3\u03bf <strong>\u03b5\u03be\u03b1\u03b3\u03c9\u03b3\u03b9\u03ba\u03ae (extractive)<\/strong> \u03cc\u03c3\u03bf \u03ba\u03b1\u03b9 <strong>\u03b1\u03c6\u03b1\u03b9\u03c1\u03b5\u03c4\u03b9\u03ba\u03ae (abstractive)<\/strong> \u03c0\u03b5\u03c1\u03af\u03bb\u03b7\u03c8\u03b7.<\/p><h3 style=\"color: #2b5a84; border-left: 5px solid #2b5a84; padding-left: 15px; margin-bottom: 20px;\">\u03a3\u03c4\u03cc\u03c7\u03bf\u03b9 \u03a5\u03c0\u03b7\u03c1\u03b5\u03c3\u03af\u03b1\u03c2<\/h3><ul style=\"list-style-type: none; padding-left: 0;\"><li style=\"margin-bottom: 12px; display: flex; align-items: start;\"><span style=\"color: #2b5a84; margin-right: 10px;\">\u2714<\/span><br \/>\u03a5\u03c0\u03bf\u03c3\u03c4\u03ae\u03c1\u03b9\u03be\u03b7 \u03c4\u03b7\u03c2 \u03c4\u03b1\u03c7\u03b5\u03af\u03b1\u03c2 \u03ba\u03b1\u03c4\u03b1\u03bd\u03cc\u03b7\u03c3\u03b7\u03c2 \u03b5\u03ba\u03c4\u03b5\u03bd\u03ce\u03bd \u03bd\u03bf\u03bc\u03b9\u03ba\u03ce\u03bd \u03b5\u03b3\u03b3\u03c1\u03ac\u03c6\u03c9\u03bd.<\/li><li style=\"margin-bottom: 12px; display: flex; align-items: start;\"><span style=\"color: #2b5a84; margin-right: 10px;\">\u2714<\/span><br \/>\u03a0\u03b1\u03c1\u03b1\u03b3\u03c9\u03b3\u03ae \u03c3\u03cd\u03bd\u03c4\u03bf\u03bc\u03c9\u03bd, \u03c3\u03c5\u03bd\u03b5\u03ba\u03c4\u03b9\u03ba\u03ce\u03bd \u03ba\u03b1\u03b9 \u03b1\u03be\u03b9\u03bf\u03c0\u03bf\u03b9\u03ae\u03c3\u03b9\u03bc\u03c9\u03bd \u03c0\u03b5\u03c1\u03b9\u03bb\u03ae\u03c8\u03b5\u03c9\u03bd.<\/li><li style=\"margin-bottom: 12px; display: flex; align-items: start;\"><span style=\"color: #2b5a84; margin-right: 10px;\">\u2714<\/span><br \/>\u0394\u03b9\u03b1\u03c4\u03ae\u03c1\u03b7\u03c3\u03b7 \u03c4\u03b7\u03c2 \u03b2\u03b1\u03c3\u03b9\u03ba\u03ae\u03c2 \u03bd\u03bf\u03bc\u03b9\u03ba\u03ae\u03c2 \u03c0\u03bb\u03b7\u03c1\u03bf\u03c6\u03bf\u03c1\u03af\u03b1\u03c2 \u03ba\u03b1\u03b9 \u03c4\u03b7\u03c2 \u03b5\u03b9\u03b4\u03b9\u03ba\u03ae\u03c2 \u03bf\u03c1\u03bf\u03bb\u03bf\u03b3\u03af\u03b1\u03c2.<\/li><li style=\"margin-bottom: 12px; display: flex; align-items: start;\"><span style=\"color: #2b5a84; margin-right: 10px;\">\u2714<\/span><br \/>\u03a5\u03c0\u03bf\u03c3\u03c4\u03ae\u03c1\u03b9\u03be\u03b7 \u03b4\u03b9\u03b1\u03c6\u03bf\u03c1\u03b5\u03c4\u03b9\u03ba\u03ce\u03bd \u03c3\u03c4\u03c1\u03b1\u03c4\u03b7\u03b3\u03b9\u03ba\u03ce\u03bd \u03c0\u03b5\u03c1\u03af\u03bb\u03b7\u03c8\u03b7\u03c2 \u03b1\u03bd\u03ac\u03bb\u03bf\u03b3\u03b1 \u03bc\u03b5 \u03c4\u03b9\u03c2 \u03b1\u03c0\u03b1\u03b9\u03c4\u03ae\u03c3\u03b5\u03b9\u03c2 \u03c4\u03bf\u03c5 \u03c7\u03c1\u03ae\u03c3\u03c4\u03b7.<\/li><li style=\"margin-bottom: 12px; display: flex; align-items: start;\"><span style=\"color: #2b5a84; margin-right: 10px;\">\u2714<\/span><br \/>\u0394\u03b9\u03ac\u03b8\u03b5\u03c3\u03b7 \u03bc\u03ad\u03c3\u03c9 <strong> REST API <\/strong>\u00a0\u03b3\u03b9\u03b1 \u03b5\u03c1\u03b5\u03c5\u03bd\u03b7\u03c4\u03b9\u03ba\u03ae \u03ba\u03b1\u03b9 \u03b5\u03c6\u03b1\u03c1\u03bc\u03bf\u03c3\u03bc\u03ad\u03bd\u03b7 \u03b1\u03be\u03b9\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7.<\/li><\/ul><div style=\"background-color: #f4f7f9; padding: 20px; border-radius: 10px; margin: 30px 0;\"><h4 style=\"margin-top: 0; color: #2b5a84;\">\u03a4\u03b5\u03c7\u03bd\u03bf\u03bb\u03bf\u03b3\u03b9\u03ba\u03ae \u03a5\u03bb\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7<\/h4><p style=\"font-size: 15px;\">\u0397 \u03b1\u03bd\u03ac\u03c0\u03c4\u03c5\u03be\u03b7 \u03b2\u03b1\u03c3\u03af\u03c3\u03c4\u03b7\u03ba\u03b5 \u03c3\u03b5 \u03b4\u03b9\u03b5\u03b8\u03bd\u03ae \u03ba\u03b1\u03b9 \u03b5\u03bb\u03bb\u03b7\u03bd\u03b9\u03ba\u03ac \u03c3\u03cd\u03bd\u03bf\u03bb\u03b1 \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03c9\u03bd \u03cc\u03c0\u03c9\u03c2 \u03c4\u03bf <strong>EUR-Lex<\/strong> \u03ba\u03b1\u03b9 \u03c4\u03bf <strong>GreekLegalSum<\/strong>.<\/p><ul style=\"font-size: 15px; padding-left: 20px;\"><li><strong>\u0395\u03be\u03b1\u03b3\u03c9\u03b3\u03b9\u03ba\u03ae \u03c0\u03c1\u03bf\u03c3\u03ad\u03b3\u03b3\u03b9\u03c3\u03b7:<\/strong> \u0391\u03bb\u03b3\u03cc\u03c1\u03b9\u03b8\u03bc\u03bf\u03c2 LexRank.<\/li><li><strong>\u0391\u03c6\u03b1\u03b9\u03c1\u03b5\u03c4\u03b9\u03ba\u03ae \u03c0\u03c1\u03bf\u03c3\u03ad\u03b3\u03b3\u03b9\u03c3\u03b7:<\/strong> \u039c\u03bf\u03bd\u03c4\u03ad\u03bb\u03bf Llama-Krikri-8B-Base.<\/li><\/ul><p style=\"font-size: 14px; font-style: italic; color: #666; margin-top: 10px;\">\u0391\u03c1\u03c7\u03b9\u03c4\u03b5\u03ba\u03c4\u03bf\u03bd\u03b9\u03ba\u03ae: prompt-guided generation, chunking, \u03b9\u03b5\u03c1\u03b1\u03c1\u03c7\u03b9\u03ba\u03ae \u03c3\u03cd\u03bd\u03bf\u03c8\u03b7 \u03ba\u03b1\u03b9 faithfulness filtering.<\/p><\/div><h3 style=\"color: #2b5a84; border-left: 5px solid #2b5a84; padding-left: 15px; margin-bottom: 15px;\">\u0391\u03c0\u03bf\u03c4\u03b5\u03bb\u03ad\u03c3\u03bc\u03b1\u03c4\u03b1 \u0391\u03be\u03b9\u03bf\u03bb\u03cc\u03b3\u03b7\u03c3\u03b7\u03c2<\/h3><p style=\"font-size: 16px;\">\u0397 \u03b1\u03be\u03b9\u03bf\u03bb\u03cc\u03b3\u03b7\u03c3\u03b7 \u03b1\u03bd\u03ad\u03b4\u03b5\u03b9\u03be\u03b5 \u03c4\u03bf\u03bd \u03c3\u03c5\u03bc\u03c0\u03bb\u03b7\u03c1\u03c9\u03bc\u03b1\u03c4\u03b9\u03ba\u03cc \u03c7\u03b1\u03c1\u03b1\u03ba\u03c4\u03ae\u03c1\u03b1 \u03c4\u03c9\u03bd \u03bc\u03b5\u03b8\u03cc\u03b4\u03c9\u03bd: \u03b7 \u03b5\u03be\u03b1\u03b3\u03c9\u03b3\u03b9\u03ba\u03ae \u03bc\u03ad\u03b8\u03bf\u03b4\u03bf\u03c2 \u03c0\u03c1\u03bf\u03c3\u03c6\u03ad\u03c1\u03b5\u03b9 \u03b1\u03c5\u03be\u03b7\u03bc\u03ad\u03bd\u03b7 <strong>\u03c0\u03b9\u03c3\u03c4\u03cc\u03c4\u03b7\u03c4\u03b1<\/strong>, \u03b5\u03bd\u03ce \u03b7 \u03b1\u03c6\u03b1\u03b9\u03c1\u03b5\u03c4\u03b9\u03ba\u03ae \u03b5\u03be\u03b1\u03c3\u03c6\u03b1\u03bb\u03af\u03b6\u03b5\u03b9 <strong>\u03c6\u03c5\u03c3\u03b9\u03ba\u03cc\u03c4\u03b7\u03c4\u03b1<\/strong> \u03ba\u03b1\u03b9 \u03c3\u03c5\u03bd\u03bf\u03c7\u03ae. \u03a3\u03c5\u03bd\u03bf\u03bb\u03b9\u03ba\u03ac, \u03b5\u03c0\u03b9\u03c4\u03c5\u03b3\u03c7\u03ac\u03bd\u03b5\u03c4\u03b1\u03b9 \u03b2\u03ad\u03bb\u03c4\u03b9\u03c3\u03c4\u03b7 \u03b9\u03c3\u03bf\u03c1\u03c1\u03bf\u03c0\u03af\u03b1 \u03bc\u03b5\u03c4\u03b1\u03be\u03cd \u03b1\u03bd\u03b1\u03b3\u03bd\u03c9\u03c3\u03b9\u03bc\u03cc\u03c4\u03b7\u03c4\u03b1\u03c2 \u03ba\u03b1\u03b9 \u03bb\u03b5\u03b9\u03c4\u03bf\u03c5\u03c1\u03b3\u03b9\u03ba\u03ae\u03c2 \u03b1\u03be\u03b9\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7\u03c2.<\/p><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6288b34c e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-parent\" data-id=\"6288b34c\" data-element_type=\"container\" data-settings=\"{&quot;shape_divider_bottom&quot;:&quot;tilt&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-shape elementor-shape-bottom\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 1000 100\" preserveAspectRatio=\"none\">\n\t<path class=\"elementor-shape-fill\" d=\"M0,6V0h1000v100L0,6z\"\/>\n<\/svg>\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5c61479a e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-parent\" data-id=\"5c61479a\" data-element_type=\"container\" id=\"visual\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-5b56dcf5 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"5b56dcf5\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3d3a50bc elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"3d3a50bc\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"678\" height=\"1017\" src=\"https:\/\/icsdweb.aegean.gr\/syn_nomos\/wp-content\/uploads\/2026\/05\/visualie.png\" class=\"attachment-large size-large wp-image-442\" alt=\"\" srcset=\"https:\/\/icsdweb.aegean.gr\/syn_nomos\/wp-content\/uploads\/2026\/05\/visualie.png 678w, https:\/\/icsdweb.aegean.gr\/syn_nomos\/wp-content\/uploads\/2026\/05\/visualie-200x300.png 200w\" sizes=\"(max-width: 678px) 100vw, 678px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-21d9f7d1 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"21d9f7d1\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7520000f elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"7520000f\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInLeft&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u0395\u03cd\u03c1\u03b5\u03c3\u03b7 \u03a3\u03c5\u03bd\u03b1\u03c6\u03ce\u03bd \u0395\u03b3\u03b3\u03c1\u03ac\u03c6\u03c9\u03bd \u03ba\u03b1\u03b9 \u039f\u03c0\u03c4\u03b9\u03ba\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7 \u039d\u03bf\u03bc\u03bf\u03b8\u03b5\u03c3\u03af\u03b1\u03c2<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-751094a elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"751094a\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-317dc5c4 elementor-widget elementor-widget-text-editor\" data-id=\"317dc5c4\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<div class=\"nomos-content-wrapper\">\n    <p style=\"font-size: 18px; line-height: 1.6; color: #333; margin-bottom: 25px;\">\n        \u0397 \u03c5\u03c0\u03b7\u03c1\u03b5\u03c3\u03af\u03b1 <strong>\u0395\u03cd\u03c1\u03b5\u03c3\u03b7\u03c2 \u03a3\u03c5\u03bd\u03b1\u03c6\u03ce\u03bd \u0395\u03b3\u03b3\u03c1\u03ac\u03c6\u03c9\u03bd \u03ba\u03b1\u03b9 \u039f\u03c0\u03c4\u03b9\u03ba\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7\u03c2 \u039d\u03bf\u03bc\u03bf\u03b8\u03b5\u03c3\u03af\u03b1\u03c2<\/strong> \u03c4\u03bf\u03c5 \u03ad\u03c1\u03b3\u03bf\u03c5 <strong>+\u039d\u039f\u039c\u039f\u03a3<\/strong> \u03b5\u03bd\u03b9\u03c3\u03c7\u03cd\u03b5\u03b9 \u03c4\u03b7 \u03bd\u03bf\u03bc\u03b9\u03ba\u03ae \u03ad\u03c1\u03b5\u03c5\u03bd\u03b1 \u03bc\u03ad\u03c3\u03c9 \u03c4\u03bf\u03c5 \u03c4\u03b1\u03c7\u03cd\u03c4\u03b5\u03c1\u03bf\u03c5 \u03b5\u03bd\u03c4\u03bf\u03c0\u03b9\u03c3\u03bc\u03bf\u03cd \u03b5\u03b3\u03b3\u03c1\u03ac\u03c6\u03c9\u03bd \u03bc\u03b5 \u03b8\u03b5\u03bc\u03b1\u03c4\u03b9\u03ba\u03ae \u03ba\u03b1\u03b9 \u03b5\u03bd\u03bd\u03bf\u03b9\u03bf\u03bb\u03bf\u03b3\u03b9\u03ba\u03ae \u03c3\u03c5\u03bd\u03ac\u03c6\u03b5\u03b9\u03b1. \u039e\u03b5\u03c0\u03b5\u03c1\u03bd\u03ac \u03c4\u03bf\u03c5\u03c2 \u03c0\u03b5\u03c1\u03b9\u03bf\u03c1\u03b9\u03c3\u03bc\u03bf\u03cd\u03c2 \u03c4\u03b7\u03c2 \u03b1\u03c0\u03bb\u03ae\u03c2 \u03b1\u03bd\u03b1\u03b6\u03ae\u03c4\u03b7\u03c3\u03b7\u03c2 \u03bb\u03ad\u03be\u03b5\u03c9\u03bd, \u03b1\u03bd\u03b1\u03b3\u03bd\u03c9\u03c1\u03af\u03b6\u03bf\u03bd\u03c4\u03b1\u03c2 \u03c3\u03c7\u03ad\u03c3\u03b5\u03b9\u03c2 \u03c3\u03c5\u03bd\u03ac\u03c6\u03b5\u03b9\u03b1\u03c2 \u03b1\u03ba\u03cc\u03bc\u03b7 \u03ba\u03b1\u03b9 \u03bc\u03b5 \u03b4\u03b9\u03b1\u03c6\u03bf\u03c1\u03b5\u03c4\u03b9\u03ba\u03ae \u03bf\u03c1\u03bf\u03bb\u03bf\u03b3\u03af\u03b1 \u03ae \u03b4\u03b9\u03b1\u03c4\u03cd\u03c0\u03c9\u03c3\u03b7.\n    <\/p>\n\n    <h3 style=\"color: #2b5a84; border-left: 5px solid #6E71E4; padding-left: 15px; margin-bottom: 20px;\">\u03a3\u03c4\u03cc\u03c7\u03bf\u03b9 &#038; \u039b\u03b5\u03b9\u03c4\u03bf\u03c5\u03c1\u03b3\u03af\u03b1<\/h3>\n    <ul style=\"list-style-type: none; padding-left: 0;\">\n        <li style=\"margin-bottom: 12px; display: flex; align-items: start;\">\n            <span style=\"color: #6E71E4; margin-right: 10px;\">\u25cf<\/span> \n            <span>\u0395\u03bd\u03c4\u03bf\u03c0\u03b9\u03c3\u03bc\u03cc\u03c2 \u03c3\u03c5\u03bd\u03b1\u03c6\u03ce\u03bd \u03bd\u03bf\u03bc\u03bf\u03b8\u03b5\u03c4\u03b9\u03ba\u03ce\u03bd \u03ba\u03b1\u03b9 \u03bd\u03bf\u03bc\u03b9\u03ba\u03ce\u03bd \u03b5\u03b3\u03b3\u03c1\u03ac\u03c6\u03c9\u03bd.<\/span>\n        <\/li>\n        <li style=\"margin-bottom: 12px; display: flex; align-items: start;\">\n            <span style=\"color: #6E71E4; margin-right: 10px;\">\u25cf<\/span> \n            <span>\u0391\u03bd\u03c4\u03b9\u03bc\u03b5\u03c4\u03ce\u03c0\u03b9\u03c3\u03b7 \u03bf\u03c1\u03bf\u03bb\u03bf\u03b3\u03b9\u03ba\u03ae\u03c2 \u03b1\u03c3\u03c5\u03bd\u03ad\u03c0\u03b5\u03b9\u03b1\u03c2 \u03bc\u03b5\u03c4\u03b1\u03be\u03cd \u03b4\u03b9\u03b1\u03c6\u03bf\u03c1\u03b5\u03c4\u03b9\u03ba\u03ce\u03bd \u03ba\u03b5\u03b9\u03bc\u03ad\u03bd\u03c9\u03bd.<\/span>\n        <\/li>\n        <li style=\"margin-bottom: 12px; display: flex; align-items: start;\">\n            <span style=\"color: #6E71E4; margin-right: 10px;\">\u25cf<\/span> \n            <span>\u0391\u03bd\u03b1\u03b3\u03bd\u03ce\u03c1\u03b9\u03c3\u03b7 \u03b8\u03b5\u03bc\u03b1\u03c4\u03b9\u03ba\u03ae\u03c2 \u03ba\u03b1\u03b9 \u03bb\u03b5\u03b9\u03c4\u03bf\u03c5\u03c1\u03b3\u03b9\u03ba\u03ae\u03c2 \u03c3\u03c5\u03bd\u03ac\u03c6\u03b5\u03b9\u03b1\u03c2.<\/span>\n        <\/li>\n        <li style=\"margin-bottom: 12px; display: flex; align-items: start;\">\n            <span style=\"color: #6E71E4; margin-right: 10px;\">\u25cf<\/span> \n            <span>\u0394\u03b7\u03bc\u03b9\u03bf\u03c5\u03c1\u03b3\u03af\u03b1 \u03b5\u03c1\u03b3\u03b1\u03bb\u03b5\u03af\u03c9\u03bd \u03bf\u03c0\u03c4\u03b9\u03ba\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7\u03c2 \u03b3\u03b9\u03b1 \u03c4\u03b7\u03bd \u03b5\u03c0\u03bf\u03c0\u03c4\u03b5\u03af\u03b1 \u03c4\u03bf\u03c5 \u03bd\u03bf\u03bc\u03bf\u03b8\u03b5\u03c4\u03b9\u03ba\u03bf\u03cd \u03c7\u03ac\u03c1\u03c4\u03b7.<\/span>\n        <\/li>\n    <\/ul>\n\n    <div style=\"background-color: #f0f4f8; border: 1px solid #d1d9e6; padding: 25px; border-radius: 12px; margin: 30px 0;\">\n        <h4 style=\"margin-top: 0; color: #2b5a84; text-align: center; text-transform: uppercase; letter-spacing: 1px;\">\u03a5\u03b2\u03c1\u03b9\u03b4\u03b9\u03ba\u03cc \u039c\u03bf\u03bd\u03c4\u03ad\u03bb\u03bf \u0391\u03bd\u03ac\u03ba\u03c4\u03b7\u03c3\u03b7\u03c2<\/h4>\n        <p style=\"font-size: 15px; text-align: center; margin-bottom: 20px;\">\n            \u03a3\u03c5\u03bd\u03b4\u03c5\u03b1\u03c3\u03bc\u03cc\u03c2 \u03bb\u03b5\u03be\u03b9\u03ba\u03ce\u03bd, \u03b8\u03b5\u03bc\u03b1\u03c4\u03b9\u03ba\u03ce\u03bd \u03ba\u03b1\u03b9 contextual \u03c4\u03b5\u03c7\u03bd\u03b9\u03ba\u03ce\u03bd \u03b3\u03b9\u03b1 \u03bc\u03ad\u03b3\u03b9\u03c3\u03c4\u03b7 \u03b1\u03ba\u03c1\u03af\u03b2\u03b5\u03b9\u03b1.\n        <\/p>\n        <div style=\"display: flex; justify-content: space-around; flex-wrap: wrap; gap: 10px;\">\n            <div style=\"background: #fff; padding: 10px 15px; border-radius: 8px; box-shadow: 0 2px 5px rgba(0,0,0,0.05); text-align: center; min-width: 120px;\">\n                <strong style=\"color: #2b5a84;\">TF-IDF<\/strong><br><small>\u039b\u03b5\u03be\u03b9\u03ba\u03ae \u03bf\u03bc\u03bf\u03b9\u03cc\u03c4\u03b7\u03c4\u03b1<\/small>\n            <\/div>\n            <div style=\"background: #fff; padding: 10px 15px; border-radius: 8px; box-shadow: 0 2px 5px rgba(0,0,0,0.05); text-align: center; min-width: 120px;\">\n                <strong style=\"color: #2b5a84;\">Doc2Vec<\/strong><br><small>\u0398\u03b5\u03bc\u03b1\u03c4\u03b9\u03ba\u03ac \u03bc\u03bf\u03c4\u03af\u03b2\u03b1<\/small>\n            <\/div>\n            <div style=\"background: #fff; padding: 10px 15px; border-radius: 8px; box-shadow: 0 2px 5px rgba(0,0,0,0.05); text-align: center; min-width: 120px;\">\n                <strong style=\"color: #2b5a84;\">RoBERTa<\/strong><br><small>\u03a3\u03b7\u03bc\u03b1\u03c3\u03b9\u03bf\u03bb\u03bf\u03b3\u03af\u03b1<\/small>\n            <\/div>\n        <\/div>\n        <p style=\"font-size: 13px; color: #555; margin-top: 20px; text-align: center;\">\n            \u03a4\u03b5\u03bb\u03b9\u03ba\u03ae \u03c3\u03cd\u03bd\u03b8\u03b5\u03c3\u03b7 \u03bc\u03ad\u03c3\u03c9 \u03c4\u03b5\u03c7\u03bd\u03b9\u03ba\u03ce\u03bd <strong>Reciprocal Rank Fusion<\/strong> \u03ba\u03b1\u03b9 <strong>Borda Count<\/strong>.\n        <\/p>\n    <\/div>\n\n    <h3 style=\"color: #2b5a84; border-left: 5px solid #6E71E4; padding-left: 15px; margin-bottom: 15px;\">\u0391\u03c0\u03bf\u03c4\u03b5\u03bb\u03ad\u03c3\u03bc\u03b1\u03c4\u03b1 &#038; \u039f\u03c0\u03c4\u03b9\u03ba\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7<\/h3>\n    <p style=\"font-size: 16px; line-height: 1.6;\">\n        \u0397 \u03c5\u03b2\u03c1\u03b9\u03b4\u03b9\u03ba\u03ae \u03c0\u03c1\u03bf\u03c3\u03ad\u03b3\u03b3\u03b9\u03c3\u03b7 \u03c0\u03c1\u03bf\u03c3\u03c6\u03ad\u03c1\u03b5\u03b9 \u03c5\u03c8\u03b7\u03bb\u03cc\u03c4\u03b5\u03c1\u03b7 \u03c3\u03c4\u03b1\u03b8\u03b5\u03c1\u03cc\u03c4\u03b7\u03c4\u03b1 \u03ba\u03b1\u03b9 \u03ba\u03b1\u03bb\u03cd\u03c4\u03b5\u03c1\u03b7 \u03ba\u03b1\u03c4\u03ac\u03c4\u03b1\u03be\u03b7 \u03b1\u03c0\u03bf\u03c4\u03b5\u03bb\u03b5\u03c3\u03bc\u03ac\u03c4\u03c9\u03bd. \u03a0\u03b1\u03c1\u03ac\u03bb\u03bb\u03b7\u03bb\u03b1, \u03b7 \u03b4\u03c5\u03bd\u03b1\u03c4\u03cc\u03c4\u03b7\u03c4\u03b1 <strong>\u03bf\u03c0\u03c4\u03b9\u03ba\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7\u03c2<\/strong> \u03c0\u03c1\u03bf\u03c3\u03c6\u03ad\u03c1\u03b5\u03b9 \u03c3\u03c4\u03bf\u03bd \u03c7\u03c1\u03ae\u03c3\u03c4\u03b7 \u03bc\u03b9\u03b1 \u03ba\u03b1\u03b8\u03b1\u03c1\u03ae \u03b5\u03b9\u03ba\u03cc\u03bd\u03b1 \u03c4\u03bf\u03c5 \u03bd\u03bf\u03bc\u03bf\u03b8\u03b5\u03c4\u03b9\u03ba\u03bf\u03cd \u03c0\u03b5\u03c1\u03b9\u03b2\u03ac\u03bb\u03bb\u03bf\u03bd\u03c4\u03bf\u03c2 \u03bc\u03ad\u03c3\u03b1 \u03c3\u03c4\u03bf \u03bf\u03c0\u03bf\u03af\u03bf \u03b5\u03bd\u03c4\u03ac\u03c3\u03c3\u03b5\u03c4\u03b1\u03b9 \u03ba\u03ac\u03b8\u03b5 \u03ad\u03b3\u03b3\u03c1\u03b1\u03c6\u03bf.\n    <\/p>\n<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1369d7ee e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-parent\" data-id=\"1369d7ee\" data-element_type=\"container\" data-settings=\"{&quot;shape_divider_bottom&quot;:&quot;tilt&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-shape elementor-shape-bottom\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 1000 100\" preserveAspectRatio=\"none\">\n\t<path class=\"elementor-shape-fill\" d=\"M0,6V0h1000v100L0,6z\"\/>\n<\/svg>\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6b7c0a9a e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-parent\" data-id=\"6b7c0a9a\" data-element_type=\"container\" id=\"classification\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-43615a2f elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"43615a2f\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInLeft&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u0391\u03c5\u03c4\u03cc\u03bc\u03b1\u03c4\u03b7 \u039a\u03b1\u03c4\u03b7\u03b3\u03bf\u03c1\u03b9\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7 \u039a\u03b5\u03b9\u03bc\u03ad\u03bd\u03bf\u03c5 (\u0398\u03b5\u03bc\u03b1\u03c4\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7)<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-665d5a99 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"665d5a99\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7c45bb19 elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"7c45bb19\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"327\" src=\"https:\/\/icsdweb.aegean.gr\/syn_nomos\/wp-content\/uploads\/2026\/05\/classification-1024x418.png\" class=\"attachment-large size-large wp-image-444\" alt=\"\" srcset=\"https:\/\/icsdweb.aegean.gr\/syn_nomos\/wp-content\/uploads\/2026\/05\/classification-1024x418.png 1024w, https:\/\/icsdweb.aegean.gr\/syn_nomos\/wp-content\/uploads\/2026\/05\/classification-300x122.png 300w, https:\/\/icsdweb.aegean.gr\/syn_nomos\/wp-content\/uploads\/2026\/05\/classification-768x313.png 768w, https:\/\/icsdweb.aegean.gr\/syn_nomos\/wp-content\/uploads\/2026\/05\/classification-1536x626.png 1536w, https:\/\/icsdweb.aegean.gr\/syn_nomos\/wp-content\/uploads\/2026\/05\/classification-2048x835.png 2048w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-42187ddc elementor-widget elementor-widget-text-editor\" data-id=\"42187ddc\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<div class=\"nomos-content-wrapper\">\n<p style=\"font-size: 18px; line-height: 1.6; color: #333; margin-bottom: 25px;\">\u0397 \u03c5\u03c0\u03b7\u03c1\u03b5\u03c3\u03af\u03b1 <strong>\u0391\u03c5\u03c4\u03cc\u03bc\u03b1\u03c4\u03b7\u03c2 \u039a\u03b1\u03c4\u03b7\u03b3\u03bf\u03c1\u03b9\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7\u03c2<\/strong> \u03c4\u03bf\u03c5 \u03ad\u03c1\u03b3\u03bf\u03c5 <strong>+\u039d\u039f\u039c\u039f\u03a3<\/strong> \u03b4\u03b9\u03b1\u03c7\u03b5\u03b9\u03c1\u03af\u03b6\u03b5\u03c4\u03b1\u03b9 \u03c4\u03b7\u03bd \u03c0\u03bf\u03bb\u03c5-\u03b8\u03b5\u03bc\u03b1\u03c4\u03b9\u03ba\u03ae \u03c6\u03cd\u03c3\u03b7 \u03c4\u03c9\u03bd \u03bd\u03bf\u03bc\u03b9\u03ba\u03ce\u03bd \u03b5\u03b3\u03b3\u03c1\u03ac\u03c6\u03c9\u03bd, \u03b1\u03c0\u03bf\u03b4\u03af\u03b4\u03bf\u03bd\u03c4\u03b1\u03c2 \u03b1\u03c5\u03c4\u03cc\u03bc\u03b1\u03c4\u03b1 \u03c4\u03b9\u03c2 \u03ba\u03b1\u03c4\u03ac\u03bb\u03bb\u03b7\u03bb\u03b5\u03c2 \u03ba\u03b1\u03c4\u03b7\u03b3\u03bf\u03c1\u03af\u03b5\u03c2 \u03b2\u03ac\u03c3\u03b5\u03b9 \u03b9\u03b5\u03c1\u03b1\u03c1\u03c7\u03b9\u03ba\u03ce\u03bd \u03c4\u03b1\u03be\u03b9\u03bd\u03bf\u03bc\u03b9\u03ce\u03bd.<\/p>\n\n<div style=\"display: grid; grid-template-columns: 1fr 1fr; gap: 15px; margin-bottom: 30px;\">\n<div style=\"background: #f9f9f9; padding: 15px; border-radius: 8px; border-left: 4px solid #6E71E4;\"><strong style=\"color: #2b5a84;\">\u03a0\u03bf\u03bb\u03c5-\u03b8\u03b5\u03bc\u03b1\u03c4\u03b9\u03ba\u03cc\u03c4\u03b7\u03c4\u03b1<\/strong>\n<small>\u03a7\u03b5\u03b9\u03c1\u03b9\u03c3\u03bc\u03cc\u03c2 \u03b5\u03b3\u03b3\u03c1\u03ac\u03c6\u03c9\u03bd \u03bc\u03b5 \u03c0\u03bf\u03bb\u03bb\u03b1\u03c0\u03bb\u03ac \u03b1\u03bd\u03c4\u03b9\u03ba\u03b5\u03af\u03bc\u03b5\u03bd\u03b1.<\/small><\/div>\n<div style=\"background: #f9f9f9; padding: 15px; border-radius: 8px; border-left: 4px solid #6E71E4;\"><strong style=\"color: #2b5a84;\">\u03a0\u03c1\u03bf\u03c3\u03b1\u03c1\u03bc\u03bf\u03c3\u03c4\u03b9\u03ba\u03cc\u03c4\u03b7\u03c4\u03b1<\/strong>\n<small>\u03a3\u03c5\u03bc\u03b2\u03b1\u03c4\u03cc\u03c4\u03b7\u03c4\u03b1 \u03bc\u03b5 HellasVoc &amp; EuroVoc.<\/small><\/div>\n<div style=\"background: #f9f9f9; padding: 15px; border-radius: 8px; border-left: 4px solid #6E71E4;\"><strong style=\"color: #2b5a84;\">\u0394\u03c5\u03bd\u03b1\u03bc\u03b9\u03ba\u03ae \u03a4\u03b1\u03be\u03b9\u03bd\u03bf\u03bc\u03af\u03b1<\/strong>\n<small>\u0394\u03b9\u03b1\u03c7\u03b5\u03af\u03c1\u03b9\u03c3\u03b7 \u03c3\u03c5\u03bd\u03b5\u03c7\u03ce\u03c2 \u03b1\u03bd\u03b1\u03bd\u03b5\u03ce\u03c3\u03b9\u03bc\u03c9\u03bd \u03cc\u03c1\u03c9\u03bd.<\/small><\/div>\n<div style=\"background: #f9f9f9; padding: 15px; border-radius: 8px; border-left: 4px solid #6E71E4;\"><strong style=\"color: #2b5a84;\">\u0395\u03be\u03b1\u03c4\u03bf\u03bc\u03af\u03ba\u03b5\u03c5\u03c3\u03b7<\/strong>\n<small>\u03a0\u03c1\u03bf\u03c3\u03b1\u03c1\u03bc\u03bf\u03b3\u03ae \u03c3\u03c4\u03b9\u03c2 \u03b9\u03b4\u03b9\u03b1\u03b9\u03c4\u03b5\u03c1\u03cc\u03c4\u03b7\u03c4\u03b5\u03c2 \u03ba\u03ac\u03b8\u03b5 \u03b5\u03b3\u03b3\u03c1\u03ac\u03c6\u03bf\u03c5.<\/small><\/div>\n<\/div>\n<h3 style=\"color: #2b5a84; margin-bottom: 15px;\">\u03a4\u03b5\u03c7\u03bd\u03bf\u03bb\u03bf\u03b3\u03b9\u03ba\u03ae \u039a\u03b1\u03b9\u03bd\u03bf\u03c4\u03bf\u03bc\u03af\u03b1<\/h3>\n<p style=\"font-size: 16px; margin-bottom: 20px;\">\u0397 \u03c5\u03c0\u03b7\u03c1\u03b5\u03c3\u03af\u03b1 \u03b2\u03b1\u03c3\u03af\u03b6\u03b5\u03c4\u03b1\u03b9 \u03c3\u03c4\u03b7 \u03bc\u03ad\u03b8\u03bf\u03b4\u03bf <strong>zero-shot multi-label text classification<\/strong>, \u03b5\u03c0\u03b9\u03c4\u03c1\u03ad\u03c0\u03bf\u03bd\u03c4\u03b1\u03c2 \u03c4\u03b7\u03bd \u03b1\u03bd\u03b1\u03b3\u03bd\u03ce\u03c1\u03b9\u03c3\u03b7 \u03ba\u03b1\u03c4\u03b7\u03b3\u03bf\u03c1\u03b9\u03ce\u03bd \u03b1\u03ba\u03cc\u03bc\u03b7 \u03ba\u03b1\u03b9 \u03c7\u03c9\u03c1\u03af\u03c2 \u03c0\u03c1\u03bf\u03b7\u03b3\u03bf\u03cd\u03bc\u03b5\u03bd\u03b1 \u03c0\u03b1\u03c1\u03b1\u03b4\u03b5\u03af\u03b3\u03bc\u03b1\u03c4\u03b1 \u03b5\u03ba\u03c0\u03b1\u03af\u03b4\u03b5\u03c5\u03c3\u03b7\u03c2.<\/p>\n\n<div style=\"background-color: #2b5a84; color: white; padding: 20px; border-radius: 10px; margin-bottom: 30px;\">\n<h4 style=\"margin-top: 0; color: #ffcc00;\">\u0391\u03c1\u03c7\u03b9\u03c4\u03b5\u03ba\u03c4\u03bf\u03bd\u03b9\u03ba\u03ae Encoder-Decoder<\/h4>\n<p style=\"font-size: 14px; margin-bottom: 0;\">\u03a7\u03c1\u03ae\u03c3\u03b7 <strong>\u03b4\u03b9\u03c4\u03c4\u03bf\u03cd \u03ba\u03c9\u03b4\u03b9\u03ba\u03bf\u03c0\u03bf\u03b9\u03b7\u03c4\u03ae<\/strong> \u03b3\u03b9\u03b1 \u03c4\u03b7\u03bd \u03b1\u03bd\u03b1\u03c0\u03b1\u03c1\u03ac\u03c3\u03c4\u03b1\u03c3\u03b7 \u03b5\u03b3\u03b3\u03c1\u03ac\u03c6\u03c9\u03bd \u03ba\u03b1\u03b9 \u03b5\u03c4\u03b9\u03ba\u03b5\u03c4\u03ce\u03bd, \u03ba\u03b1\u03b9 \u03b5\u03bd\u03cc\u03c2 \u03b1\u03c0\u03bf\u03ba\u03c9\u03b4\u03b9\u03ba\u03bf\u03c0\u03bf\u03b9\u03b7\u03c4\u03ae \u03c0\u03bf\u03c5 \u03c0\u03b1\u03c1\u03ac\u03b3\u03b5\u03b9 \u03c4\u03b7 \u03bb\u03af\u03c3\u03c4\u03b1 \u03ba\u03b1\u03c4\u03b7\u03b3\u03bf\u03c1\u03b9\u03ce\u03bd \u03bc\u03b5 \u03b2\u03ac\u03c3\u03b7 \u03b5\u03bd\u03b9\u03c3\u03c7\u03c5\u03bc\u03ad\u03bd\u03b5\u03c2 \u03c0\u03b5\u03c1\u03b9\u03b3\u03c1\u03b1\u03c6\u03ad\u03c2 (enriched label descriptions).<\/p>\n\n<\/div>\n<h3 style=\"color: #2b5a84; border-left: 5px solid #ffcc00; padding-left: 15px; margin-bottom: 15px;\">\u0391\u03c0\u03bf\u03c4\u03b5\u03bb\u03ad\u03c3\u03bc\u03b1\u03c4\u03b1<\/h3>\n<p style=\"font-size: 16px;\">\u0397 \u03bc\u03ad\u03b8\u03bf\u03b4\u03bf\u03c2 \u03c5\u03c0\u03b5\u03c1\u03c4\u03b5\u03c1\u03b5\u03af \u03ad\u03bd\u03b1\u03bd\u03c4\u03b9 \u03b5\u03bd\u03b1\u03bb\u03bb\u03b1\u03ba\u03c4\u03b9\u03ba\u03ce\u03bd \u03bb\u03cd\u03c3\u03b5\u03c9\u03bd (state-of-the-art), \u03b5\u03c0\u03b9\u03b4\u03b5\u03b9\u03ba\u03bd\u03cd\u03bf\u03bd\u03c4\u03b1\u03c2 \u03b9\u03b4\u03b9\u03b1\u03af\u03c4\u03b5\u03c1\u03b7 \u03b9\u03ba\u03b1\u03bd\u03cc\u03c4\u03b7\u03c4\u03b1 \u03c3\u03c4\u03bf\u03bd \u03c7\u03b5\u03b9\u03c1\u03b9\u03c3\u03bc\u03cc \u03ba\u03b1\u03c4\u03b7\u03b3\u03bf\u03c1\u03b9\u03ce\u03bd \u03bc\u03b5 \u03c0\u03b5\u03c1\u03b9\u03bf\u03c1\u03b9\u03c3\u03bc\u03ad\u03bd\u03b1 \u03ae \u03bc\u03b7\u03b4\u03b5\u03bd\u03b9\u03ba\u03ac \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03b1 \u03b5\u03ba\u03c0\u03b1\u03af\u03b4\u03b5\u03c5\u03c3\u03b7\u03c2.<\/p>\n\n<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6ee2c70b e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-parent\" data-id=\"6ee2c70b\" data-element_type=\"container\" data-settings=\"{&quot;shape_divider_bottom&quot;:&quot;tilt&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-shape elementor-shape-bottom\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 1000 100\" preserveAspectRatio=\"none\">\n\t<path class=\"elementor-shape-fill\" d=\"M0,6V0h1000v100L0,6z\"\/>\n<\/svg>\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-717431f5 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-parent\" data-id=\"717431f5\" data-element_type=\"container\" id=\"ner\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-284e8565 elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"284e8565\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInLeft&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u0391\u03bd\u03b1\u03b3\u03bd\u03ce\u03c1\u03b9\u03c3\u03b7 \u039f\u03bd\u03bf\u03bc\u03b1\u03c4\u03b9\u03ba\u03ce\u03bd \u039f\u03bd\u03c4\u03bf\u03c4\u03ae\u03c4\u03c9\u03bd<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5fce0b9d elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"5fce0b9d\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-242fb9d elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"242fb9d\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"387\" src=\"https:\/\/icsdweb.aegean.gr\/syn_nomos\/wp-content\/uploads\/2026\/05\/ner-1024x495.png\" class=\"attachment-large size-large wp-image-445\" alt=\"\" srcset=\"https:\/\/icsdweb.aegean.gr\/syn_nomos\/wp-content\/uploads\/2026\/05\/ner-1024x495.png 1024w, https:\/\/icsdweb.aegean.gr\/syn_nomos\/wp-content\/uploads\/2026\/05\/ner-300x145.png 300w, https:\/\/icsdweb.aegean.gr\/syn_nomos\/wp-content\/uploads\/2026\/05\/ner-768x371.png 768w, https:\/\/icsdweb.aegean.gr\/syn_nomos\/wp-content\/uploads\/2026\/05\/ner-1536x742.png 1536w, https:\/\/icsdweb.aegean.gr\/syn_nomos\/wp-content\/uploads\/2026\/05\/ner.png 2037w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6a72c88d elementor-widget elementor-widget-text-editor\" data-id=\"6a72c88d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<div class=\"nomos-content-wrapper\">\n    <p style=\"font-size: 18px; line-height: 1.6; color: #333; margin-bottom: 25px;\">\n        \u0397 \u03c5\u03c0\u03b7\u03c1\u03b5\u03c3\u03af\u03b1 <strong>\u0391\u03bd\u03b1\u03b3\u03bd\u03ce\u03c1\u03b9\u03c3\u03b7\u03c2 \u039f\u03bd\u03bf\u03bc\u03b1\u03c4\u03b9\u03ba\u03ce\u03bd \u039f\u03bd\u03c4\u03bf\u03c4\u03ae\u03c4\u03c9\u03bd (NER)<\/strong> \u03c4\u03bf\u03c5 \u03ad\u03c1\u03b3\u03bf\u03c5 <strong>+\u039d\u039f\u039c\u039f\u03a3<\/strong> \u03b1\u03c5\u03c4\u03bf\u03bc\u03b1\u03c4\u03bf\u03c0\u03bf\u03b9\u03b5\u03af \u03c4\u03b7\u03bd \u03b5\u03be\u03b1\u03b3\u03c9\u03b3\u03ae \u03b4\u03bf\u03bc\u03b7\u03bc\u03ad\u03bd\u03b7\u03c2 \u03c0\u03bb\u03b7\u03c1\u03bf\u03c6\u03bf\u03c1\u03af\u03b1\u03c2 \u03b1\u03c0\u03cc \u03b1\u03b4\u03cc\u03bc\u03b7\u03c4\u03b1 \u03bd\u03bf\u03bc\u03b9\u03ba\u03ac \u03ba\u03b5\u03af\u03bc\u03b5\u03bd\u03b1, \u03bc\u03b5\u03c4\u03b1\u03c4\u03c1\u03ad\u03c0\u03bf\u03bd\u03c4\u03ac\u03c2 \u03c4\u03b1 \u03c3\u03b5 \u03b1\u03be\u03b9\u03bf\u03c0\u03bf\u03b9\u03ae\u03c3\u03b9\u03bc\u03b1 \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03b1.\n    <\/p>\n\n    <div style=\"display: flex; flex-wrap: wrap; gap: 10px; margin-bottom: 30px;\">\n        <span style=\"background: #eef2ff; color: #2b5a84; padding: 5px 15px; border-radius: 20px; font-size: 14px; border: 1px solid #6E71E4;\">\ud83d\udc64 \u03a6\u03c5\u03c3\u03b9\u03ba\u03ac \u03a0\u03c1\u03cc\u03c3\u03c9\u03c0\u03b1<\/span>\n        <span style=\"background: #eef2ff; color: #2b5a84; padding: 5px 15px; border-radius: 20px; font-size: 14px; border: 1px solid #6E71E4;\">\ud83c\udfdb\ufe0f \u039f\u03c1\u03b3\u03b1\u03bd\u03b9\u03c3\u03bc\u03bf\u03af<\/span>\n        <span style=\"background: #eef2ff; color: #2b5a84; padding: 5px 15px; border-radius: 20px; font-size: 14px; border: 1px solid #6E71E4;\">\ud83d\udcdc \u039d\u03bf\u03bc\u03bf\u03b8\u03b5\u03c4\u03ae\u03bc\u03b1\u03c4\u03b1<\/span>\n        <span style=\"background: #eef2ff; color: #2b5a84; padding: 5px 15px; border-radius: 20px; font-size: 14px; border: 1px solid #6E71E4;\">\u2696\ufe0f \u0394\u03b9\u03ba\u03b1\u03c3\u03c4\u03ae\u03c1\u03b9\u03b1<\/span>\n        <span style=\"background: #eef2ff; color: #2b5a84; padding: 5px 15px; border-radius: 20px; font-size: 14px; border: 1px solid #6E71E4;\">\ud83d\udccd \u03a4\u03bf\u03c0\u03bf\u03b8\u03b5\u03c3\u03af\u03b5\u03c2<\/span>\n        <span style=\"background: #eef2ff; color: #2b5a84; padding: 5px 15px; border-radius: 20px; font-size: 14px; border: 1px solid #6E71E4;\">\ud83d\udcc5 \u0397\u03bc\u03b5\u03c1\u03bf\u03bc\u03b7\u03bd\u03af\u03b5\u03c2<\/span>\n    <\/div>\n\n    <h3 style=\"color: #2b5a84; margin-bottom: 20px;\">\u03a4\u03b5\u03c7\u03bd\u03bf\u03bb\u03bf\u03b3\u03b9\u03ba\u03ae \u03a5\u03c0\u03b5\u03c1\u03bf\u03c7\u03ae: \u03a3\u03cd\u03bd\u03b8\u03b5\u03c3\u03b7 Embeddings<\/h3>\n    <p style=\"font-size: 16px; margin-bottom: 20px;\">\n        \u0397 \u03c5\u03c0\u03b7\u03c1\u03b5\u03c3\u03af\u03b1 \u03b2\u03b1\u03c3\u03af\u03b6\u03b5\u03c4\u03b1\u03b9 \u03c3\u03c4\u03b7 \u03c3\u03cd\u03bd\u03b8\u03b5\u03c3\u03b7 \u03c0\u03bf\u03bb\u03bb\u03b1\u03c0\u03bb\u03ce\u03bd \u03b4\u03b9\u03b1\u03bd\u03c5\u03c3\u03bc\u03b1\u03c4\u03b9\u03ba\u03ce\u03bd \u03b1\u03bd\u03b1\u03c0\u03b1\u03c1\u03b1\u03c3\u03c4\u03ac\u03c3\u03b5\u03c9\u03bd (embeddings), \u03c3\u03c5\u03bd\u03b4\u03c5\u03ac\u03b6\u03bf\u03bd\u03c4\u03b1\u03c2 \u03b4\u03b9\u03b1\u03c6\u03bf\u03c1\u03b5\u03c4\u03b9\u03ba\u03ad\u03c2 &#8220;\u03cc\u03c8\u03b5\u03b9\u03c2&#8221; \u03c4\u03bf\u03c5 \u03ba\u03b5\u03b9\u03bc\u03ad\u03bd\u03bf\u03c5 \u03b3\u03b9\u03b1 \u03bc\u03ad\u03b3\u03b9\u03c3\u03c4\u03b7 \u03b1\u03c0\u03cc\u03b4\u03bf\u03c3\u03b7.\n    <\/p>\n\n    <div style=\"border: 1px solid #ddd; border-radius: 12px; overflow: hidden; margin-bottom: 30px;\">\n        <div style=\"background: #6E71E4; color: white; padding: 10px 20px; font-weight: bold;\">\n            \u039c\u03bf\u03bd\u03c4\u03ad\u03bb\u03b1 &#038; \u039a\u03b1\u03b9\u03bd\u03bf\u03c4\u03cc\u03bc\u03b5\u03c2 \u039c\u03ad\u03b8\u03bf\u03b4\u03bf\u03b9\n        <\/div>\n        <div style=\"padding: 20px; background: #fff;\">\n            <ul style=\"padding-left: 20px; margin-bottom: 0;\">\n                <li style=\"margin-bottom: 10px;\"><strong>\u03a5\u03c0\u03bf\u03b4\u03bf\u03bc\u03ae:<\/strong> DeBERTa, GreekLegalRoBERTa \u03ba\u03b1\u03b9 FastText.<\/li>\n                <li style=\"margin-bottom: 10px;\"><strong>Grouped-ACE (G-ACE):<\/strong> \u03a4\u03b5\u03bc\u03b1\u03c7\u03b9\u03c3\u03bc\u03cc\u03c2 \u03ba\u03b1\u03b9 \u03b5\u03c0\u03b9\u03bb\u03bf\u03b3\u03ae \u03c4\u03bf\u03c5 \u03b2\u03ad\u03bb\u03c4\u03b9\u03c3\u03c4\u03bf\u03c5 \u03c3\u03c5\u03bd\u03b4\u03c5\u03b1\u03c3\u03bc\u03bf\u03cd \u03b5\u03c4\u03b5\u03c1\u03bf\u03b3\u03b5\u03bd\u03ce\u03bd embeddings.<\/li>\n                <li><strong>Hierarchical-ACE (H-ACE):<\/strong> \u0394\u03b7\u03bc\u03b9\u03bf\u03c5\u03c1\u03b3\u03af\u03b1 \u03c3\u03c5\u03bc\u03c0\u03b1\u03b3\u03ce\u03bd \u03c3\u03c5\u03bd\u03cc\u03bb\u03c9\u03bd \u03b1\u03bd\u03b1\u03c0\u03b1\u03c1\u03b1\u03c3\u03c4\u03ac\u03c3\u03b5\u03c9\u03bd \u03bc\u03b5 \u03b1\u03bd\u03c4\u03b1\u03b3\u03c9\u03bd\u03b9\u03c3\u03c4\u03b9\u03ba\u03ae \u03b1\u03c0\u03cc\u03b4\u03bf\u03c3\u03b7.<\/li>\n            <\/ul>\n        <\/div>\n    <\/div>\n\n    <div style=\"display: grid; grid-template-columns: 1fr 1fr; gap: 20px;\">\n        <div style=\"background: #f4f7f9; padding: 20px; border-radius: 10px;\">\n            <h4 style=\"color: #2b5a84; margin-top: 0;\">\u03a1\u03bf\u03ae \u03a3\u03c5\u03c3\u03c4\u03ae\u03bc\u03b1\u03c4\u03bf\u03c2<\/h4>\n            <p style=\"font-size: 14px; margin-bottom: 0;\">\n                \u03a4\u03b5\u03bc\u03b1\u03c7\u03b9\u03c3\u03bc\u03cc\u03c2 \u03b5\u03b3\u03b3\u03c1\u03ac\u03c6\u03bf\u03c5 \u03c3\u03b5 \u03c0\u03c1\u03bf\u03c4\u03ac\u03c3\u03b5\u03b9\u03c2 \u03ba\u03b1\u03b9 \u03b5\u03bd\u03c4\u03bf\u03c0\u03b9\u03c3\u03bc\u03cc\u03c2 \u03bf\u03bd\u03c4\u03bf\u03c4\u03ae\u03c4\u03c9\u03bd \u03bc\u03b1\u03b6\u03af \u03bc\u03b5 \u03c4\u03b9\u03c2 \u03b1\u03ba\u03c1\u03b9\u03b2\u03b5\u03af\u03c2 \u03b8\u03ad\u03c3\u03b5\u03b9\u03c2 \u03b5\u03bc\u03c6\u03ac\u03bd\u03b9\u03c3\u03ae\u03c2 \u03c4\u03bf\u03c5\u03c2 \u03c3\u03c4\u03bf \u03ba\u03b5\u03af\u03bc\u03b5\u03bd\u03bf.\n            <\/p>\n        <\/div>\n        <div style=\"background: #f4f7f9; padding: 20px; border-radius: 10px;\">\n            <h4 style=\"color: #2b5a84; margin-top: 0;\">\u0391\u03c0\u03bf\u03c4\u03b5\u03bb\u03ad\u03c3\u03bc\u03b1\u03c4\u03b1<\/h4>\n            <p style=\"font-size: 14px; margin-bottom: 0;\">\n                \u0391\u03bd\u03ac\u03c0\u03c4\u03c5\u03be\u03b7 \u03b2\u03b5\u03bb\u03c4\u03b9\u03c9\u03bc\u03ad\u03bd\u03bf\u03c5 \u03c3\u03c5\u03bd\u03cc\u03bb\u03bf\u03c5 \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03c9\u03bd <strong>Greek Legal NER<\/strong> \u03ba\u03b1\u03b9 \u03b5\u03c0\u03b9\u03c4\u03c5\u03c7\u03b7\u03bc\u03ad\u03bd\u03b7 \u03b1\u03be\u03b9\u03bf\u03bb\u03cc\u03b3\u03b7\u03c3\u03b7 \u03c3\u03b5 \u0395\u03bb\u03bb\u03b7\u03bd\u03b9\u03ba\u03ac, \u0391\u03b3\u03b3\u03bb\u03b9\u03ba\u03ac \u03ba\u03b1\u03b9 \u03a1\u03bf\u03c5\u03bc\u03ac\u03bd\u03b9\u03ba\u03b1.\n            <\/p>\n        <\/div>\n    <\/div>\n<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>RESEARCH\u0397 \u03ad\u03c1\u03b5\u03c5\u03bd\u03b1 \u03ba\u03b1\u03b9 \u03b7 \u03ba\u03b1\u03b9\u03bd\u03bf\u03c4\u03bf\u03bc\u03af\u03b1, \u03c3\u03c4\u03b1 \u03c0\u03bb\u03b1\u03af\u03c3\u03b9\u03b1 \u03c4\u03bf\u03c5 +\u039d\u039f\u039c\u039f\u03a3 \u0391\u03c5\u03c4\u03cc\u03bc\u03b1\u03c4\u03b7 \u03a0\u03b5\u03c1\u03af\u03bb\u03b7\u03c8\u03b7 \u039d\u03bf\u03bc\u03bf\u03b8\u03b5\u03c4\u03b7\u03bc\u03ac\u03c4\u03c9\u03bd \u0395\u03cd\u03c1\u03b5\u03c3\u03b7 \u03a3\u03c5\u03bd\u03b1\u03c6\u03ce\u03bd \u0395\u03b3\u03b3\u03c1\u03ac\u03c6\u03c9\u03bd \u0391\u03c5\u03c4\u03cc\u03bc\u03b1\u03c4\u03b7 \u039a\u03b1\u03c4\u03b7\u03b3\u03bf\u03c1\u03b9\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7 (\u0398\u03b5\u03bc\u03b1\u03c4\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7) \u0391\u03bd\u03b1\u03b3\u03bd\u03ce\u03c1\u03b9\u03c3\u03b7 \u039f\u03bd\u03bf\u03bc\u03b1\u03c4\u03b9\u03ba\u03ce\u03bd \u039f\u03bd\u03c4\u03bf\u03c4\u03ae\u03c4\u03c9\u03bd (NER) \u0391\u03c5\u03c4\u03cc\u03bc\u03b1\u03c4\u03b7 \u03a0\u03b5\u03c1\u03af\u03bb\u03b7\u03c8\u03b7 \u039d\u03bf\u03bc\u03bf\u03b8\u03b5\u03c4\u03b7\u03bc\u03ac\u03c4\u03c9\u03bd \u0397 \u03a5\u03c0\u03b7\u03c1\u03b5\u03c3\u03af\u03b1 \u0391\u03c5\u03c4\u03cc\u03bc\u03b1\u03c4\u03b7\u03c2 \u03a0\u03b5\u03c1\u03af\u03bb\u03b7\u03c8\u03b7\u03c2 \u039d\u03bf\u03bc\u03b9\u03ba\u03ce\u03bd \u039a\u03b5\u03b9\u03bc\u03ad\u03bd\u03c9\u03bd \u03c4\u03bf\u03c5 \u03ad\u03c1\u03b3\u03bf\u03c5 +\u039d\u039f\u039c\u039f\u03a3 \u03b1\u03bd\u03b1\u03c0\u03c4\u03cd\u03c7\u03b8\u03b7\u03ba\u03b5 \u03bc\u03b5 \u03c3\u03ba\u03bf\u03c0\u03cc \u03c4\u03b7 \u03c3\u03c5\u03bd\u03bf\u03c0\u03c4\u03b9\u03ba\u03ae, \u03c3\u03c5\u03bd\u03b5\u03ba\u03c4\u03b9\u03ba\u03ae \u03ba\u03b1\u03b9 \u03b1\u03be\u03b9\u03cc\u03c0\u03b9\u03c3\u03c4\u03b7 \u03b1\u03c0\u03cc\u03b4\u03bf\u03c3\u03b7 \u03b5\u03ba\u03c4\u03b5\u03bd\u03ce\u03bd \u03bd\u03bf\u03bc\u03b9\u03ba\u03ce\u03bd \u03b5\u03b3\u03b3\u03c1\u03ac\u03c6\u03c9\u03bd. \u0394\u03b9\u03b5\u03c5\u03ba\u03bf\u03bb\u03cd\u03bd\u03b5\u03b9 \u03c4\u03b7\u03bd \u03ba\u03b1\u03c4\u03b1\u03bd\u03cc\u03b7\u03c3\u03b7, \u03c4\u03b7\u03bd \u03b1\u03bd\u03b1\u03b6\u03ae\u03c4\u03b7\u03c3\u03b7 \u03ba\u03b1\u03b9 \u03c4\u03b7\u03bd \u03b1\u03be\u03b9\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7 \u03c4\u03b7\u03c2 \u03bd\u03bf\u03bc\u03b9\u03ba\u03ae\u03c2 \u03c0\u03bb\u03b7\u03c1\u03bf\u03c6\u03bf\u03c1\u03af\u03b1\u03c2, \u03c5\u03c0\u03bf\u03c3\u03c4\u03b7\u03c1\u03af\u03b6\u03bf\u03bd\u03c4\u03b1\u03c2 \u03c4\u03cc\u03c3\u03bf \u03b5\u03be\u03b1\u03b3\u03c9\u03b3\u03b9\u03ba\u03ae (extractive) \u03cc\u03c3\u03bf \u03ba\u03b1\u03b9 \u03b1\u03c6\u03b1\u03b9\u03c1\u03b5\u03c4\u03b9\u03ba\u03ae (abstractive) \u03c0\u03b5\u03c1\u03af\u03bb\u03b7\u03c8\u03b7. \u03a3\u03c4\u03cc\u03c7\u03bf\u03b9 \u03a5\u03c0\u03b7\u03c1\u03b5\u03c3\u03af\u03b1\u03c2 \u2714\u03a5\u03c0\u03bf\u03c3\u03c4\u03ae\u03c1\u03b9\u03be\u03b7 \u03c4\u03b7\u03c2 \u03c4\u03b1\u03c7\u03b5\u03af\u03b1\u03c2 \u03ba\u03b1\u03c4\u03b1\u03bd\u03cc\u03b7\u03c3\u03b7\u03c2 \u03b5\u03ba\u03c4\u03b5\u03bd\u03ce\u03bd \u03bd\u03bf\u03bc\u03b9\u03ba\u03ce\u03bd \u03b5\u03b3\u03b3\u03c1\u03ac\u03c6\u03c9\u03bd. \u2714\u03a0\u03b1\u03c1\u03b1\u03b3\u03c9\u03b3\u03ae \u03c3\u03cd\u03bd\u03c4\u03bf\u03bc\u03c9\u03bd, \u03c3\u03c5\u03bd\u03b5\u03ba\u03c4\u03b9\u03ba\u03ce\u03bd \u03ba\u03b1\u03b9 \u03b1\u03be\u03b9\u03bf\u03c0\u03bf\u03b9\u03ae\u03c3\u03b9\u03bc\u03c9\u03bd \u03c0\u03b5\u03c1\u03b9\u03bb\u03ae\u03c8\u03b5\u03c9\u03bd. \u2714\u0394\u03b9\u03b1\u03c4\u03ae\u03c1\u03b7\u03c3\u03b7 \u03c4\u03b7\u03c2 \u03b2\u03b1\u03c3\u03b9\u03ba\u03ae\u03c2 \u03bd\u03bf\u03bc\u03b9\u03ba\u03ae\u03c2 \u03c0\u03bb\u03b7\u03c1\u03bf\u03c6\u03bf\u03c1\u03af\u03b1\u03c2 \u03ba\u03b1\u03b9 \u03c4\u03b7\u03c2 \u03b5\u03b9\u03b4\u03b9\u03ba\u03ae\u03c2 \u03bf\u03c1\u03bf\u03bb\u03bf\u03b3\u03af\u03b1\u03c2. \u2714\u03a5\u03c0\u03bf\u03c3\u03c4\u03ae\u03c1\u03b9\u03be\u03b7 \u03b4\u03b9\u03b1\u03c6\u03bf\u03c1\u03b5\u03c4\u03b9\u03ba\u03ce\u03bd \u03c3\u03c4\u03c1\u03b1\u03c4\u03b7\u03b3\u03b9\u03ba\u03ce\u03bd \u03c0\u03b5\u03c1\u03af\u03bb\u03b7\u03c8\u03b7\u03c2 \u03b1\u03bd\u03ac\u03bb\u03bf\u03b3\u03b1 \u03bc\u03b5 \u03c4\u03b9\u03c2 \u03b1\u03c0\u03b1\u03b9\u03c4\u03ae\u03c3\u03b5\u03b9\u03c2 \u03c4\u03bf\u03c5 \u03c7\u03c1\u03ae\u03c3\u03c4\u03b7. \u2714\u0394\u03b9\u03ac\u03b8\u03b5\u03c3\u03b7 \u03bc\u03ad\u03c3\u03c9 REST API \u00a0\u03b3\u03b9\u03b1 \u03b5\u03c1\u03b5\u03c5\u03bd\u03b7\u03c4\u03b9\u03ba\u03ae \u03ba\u03b1\u03b9 \u03b5\u03c6\u03b1\u03c1\u03bc\u03bf\u03c3\u03bc\u03ad\u03bd\u03b7 \u03b1\u03be\u03b9\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7. \u03a4\u03b5\u03c7\u03bd\u03bf\u03bb\u03bf\u03b3\u03b9\u03ba\u03ae \u03a5\u03bb\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7 \u0397 \u03b1\u03bd\u03ac\u03c0\u03c4\u03c5\u03be\u03b7 \u03b2\u03b1\u03c3\u03af\u03c3\u03c4\u03b7\u03ba\u03b5 \u03c3\u03b5 \u03b4\u03b9\u03b5\u03b8\u03bd\u03ae \u03ba\u03b1\u03b9 \u03b5\u03bb\u03bb\u03b7\u03bd\u03b9\u03ba\u03ac \u03c3\u03cd\u03bd\u03bf\u03bb\u03b1 \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03c9\u03bd \u03cc\u03c0\u03c9\u03c2 \u03c4\u03bf EUR-Lex \u03ba\u03b1\u03b9 \u03c4\u03bf GreekLegalSum. \u0395\u03be\u03b1\u03b3\u03c9\u03b3\u03b9\u03ba\u03ae \u03c0\u03c1\u03bf\u03c3\u03ad\u03b3\u03b3\u03b9\u03c3\u03b7: \u0391\u03bb\u03b3\u03cc\u03c1\u03b9\u03b8\u03bc\u03bf\u03c2 LexRank. \u0391\u03c6\u03b1\u03b9\u03c1\u03b5\u03c4\u03b9\u03ba\u03ae \u03c0\u03c1\u03bf\u03c3\u03ad\u03b3\u03b3\u03b9\u03c3\u03b7: \u039c\u03bf\u03bd\u03c4\u03ad\u03bb\u03bf Llama-Krikri-8B-Base. \u0391\u03c1\u03c7\u03b9\u03c4\u03b5\u03ba\u03c4\u03bf\u03bd\u03b9\u03ba\u03ae: prompt-guided generation, chunking, \u03b9\u03b5\u03c1\u03b1\u03c1\u03c7\u03b9\u03ba\u03ae \u03c3\u03cd\u03bd\u03bf\u03c8\u03b7 \u03ba\u03b1\u03b9 faithfulness filtering. \u0391\u03c0\u03bf\u03c4\u03b5\u03bb\u03ad\u03c3\u03bc\u03b1\u03c4\u03b1 \u0391\u03be\u03b9\u03bf\u03bb\u03cc\u03b3\u03b7\u03c3\u03b7\u03c2 \u0397 \u03b1\u03be\u03b9\u03bf\u03bb\u03cc\u03b3\u03b7\u03c3\u03b7 \u03b1\u03bd\u03ad\u03b4\u03b5\u03b9\u03be\u03b5 \u03c4\u03bf\u03bd \u03c3\u03c5\u03bc\u03c0\u03bb\u03b7\u03c1\u03c9\u03bc\u03b1\u03c4\u03b9\u03ba\u03cc \u03c7\u03b1\u03c1\u03b1\u03ba\u03c4\u03ae\u03c1\u03b1 \u03c4\u03c9\u03bd \u03bc\u03b5\u03b8\u03cc\u03b4\u03c9\u03bd: \u03b7 \u03b5\u03be\u03b1\u03b3\u03c9\u03b3\u03b9\u03ba\u03ae \u03bc\u03ad\u03b8\u03bf\u03b4\u03bf\u03c2 \u03c0\u03c1\u03bf\u03c3\u03c6\u03ad\u03c1\u03b5\u03b9 \u03b1\u03c5\u03be\u03b7\u03bc\u03ad\u03bd\u03b7 \u03c0\u03b9\u03c3\u03c4\u03cc\u03c4\u03b7\u03c4\u03b1, \u03b5\u03bd\u03ce \u03b7 \u03b1\u03c6\u03b1\u03b9\u03c1\u03b5\u03c4\u03b9\u03ba\u03ae \u03b5\u03be\u03b1\u03c3\u03c6\u03b1\u03bb\u03af\u03b6\u03b5\u03b9 \u03c6\u03c5\u03c3\u03b9\u03ba\u03cc\u03c4\u03b7\u03c4\u03b1 \u03ba\u03b1\u03b9 \u03c3\u03c5\u03bd\u03bf\u03c7\u03ae. \u03a3\u03c5\u03bd\u03bf\u03bb\u03b9\u03ba\u03ac, \u03b5\u03c0\u03b9\u03c4\u03c5\u03b3\u03c7\u03ac\u03bd\u03b5\u03c4\u03b1\u03b9 \u03b2\u03ad\u03bb\u03c4\u03b9\u03c3\u03c4\u03b7 \u03b9\u03c3\u03bf\u03c1\u03c1\u03bf\u03c0\u03af\u03b1 \u03bc\u03b5\u03c4\u03b1\u03be\u03cd \u03b1\u03bd\u03b1\u03b3\u03bd\u03c9\u03c3\u03b9\u03bc\u03cc\u03c4\u03b7\u03c4\u03b1\u03c2 \u03ba\u03b1\u03b9 \u03bb\u03b5\u03b9\u03c4\u03bf\u03c5\u03c1\u03b3\u03b9\u03ba\u03ae\u03c2 \u03b1\u03be\u03b9\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7\u03c2. \u0395\u03cd\u03c1\u03b5\u03c3\u03b7 \u03a3\u03c5\u03bd\u03b1\u03c6\u03ce\u03bd \u0395\u03b3\u03b3\u03c1\u03ac\u03c6\u03c9\u03bd \u03ba\u03b1\u03b9 \u039f\u03c0\u03c4\u03b9\u03ba\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7 \u039d\u03bf\u03bc\u03bf\u03b8\u03b5\u03c3\u03af\u03b1\u03c2 \u0397 \u03c5\u03c0\u03b7\u03c1\u03b5\u03c3\u03af\u03b1 \u0395\u03cd\u03c1\u03b5\u03c3\u03b7\u03c2 \u03a3\u03c5\u03bd\u03b1\u03c6\u03ce\u03bd \u0395\u03b3\u03b3\u03c1\u03ac\u03c6\u03c9\u03bd \u03ba\u03b1\u03b9 \u039f\u03c0\u03c4\u03b9\u03ba\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7\u03c2 \u039d\u03bf\u03bc\u03bf\u03b8\u03b5\u03c3\u03af\u03b1\u03c2 \u03c4\u03bf\u03c5 \u03ad\u03c1\u03b3\u03bf\u03c5 +\u039d\u039f\u039c\u039f\u03a3 \u03b5\u03bd\u03b9\u03c3\u03c7\u03cd\u03b5\u03b9 \u03c4\u03b7 \u03bd\u03bf\u03bc\u03b9\u03ba\u03ae \u03ad\u03c1\u03b5\u03c5\u03bd\u03b1 \u03bc\u03ad\u03c3\u03c9 \u03c4\u03bf\u03c5 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\u03c3\u03c5\u03bd\u03b5\u03c7\u03ce\u03c2 \u03b1\u03bd\u03b1\u03bd\u03b5\u03ce\u03c3\u03b9\u03bc\u03c9\u03bd \u03cc\u03c1\u03c9\u03bd. \u0395\u03be\u03b1\u03c4\u03bf\u03bc\u03af\u03ba\u03b5\u03c5\u03c3\u03b7 \u03a0\u03c1\u03bf\u03c3\u03b1\u03c1\u03bc\u03bf\u03b3\u03ae \u03c3\u03c4\u03b9\u03c2 \u03b9\u03b4\u03b9\u03b1\u03b9\u03c4\u03b5\u03c1\u03cc\u03c4\u03b7\u03c4\u03b5\u03c2 \u03ba\u03ac\u03b8\u03b5 \u03b5\u03b3\u03b3\u03c1\u03ac\u03c6\u03bf\u03c5. \u03a4\u03b5\u03c7\u03bd\u03bf\u03bb\u03bf\u03b3\u03b9\u03ba\u03ae \u039a\u03b1\u03b9\u03bd\u03bf\u03c4\u03bf\u03bc\u03af\u03b1 \u0397 \u03c5\u03c0\u03b7\u03c1\u03b5\u03c3\u03af\u03b1 \u03b2\u03b1\u03c3\u03af\u03b6\u03b5\u03c4\u03b1\u03b9 \u03c3\u03c4\u03b7 \u03bc\u03ad\u03b8\u03bf\u03b4\u03bf zero-shot multi-label text classification, \u03b5\u03c0\u03b9\u03c4\u03c1\u03ad\u03c0\u03bf\u03bd\u03c4\u03b1\u03c2 \u03c4\u03b7\u03bd \u03b1\u03bd\u03b1\u03b3\u03bd\u03ce\u03c1\u03b9\u03c3\u03b7 \u03ba\u03b1\u03c4\u03b7\u03b3\u03bf\u03c1\u03b9\u03ce\u03bd \u03b1\u03ba\u03cc\u03bc\u03b7 \u03ba\u03b1\u03b9 \u03c7\u03c9\u03c1\u03af\u03c2 \u03c0\u03c1\u03bf\u03b7\u03b3\u03bf\u03cd\u03bc\u03b5\u03bd\u03b1 \u03c0\u03b1\u03c1\u03b1\u03b4\u03b5\u03af\u03b3\u03bc\u03b1\u03c4\u03b1 \u03b5\u03ba\u03c0\u03b1\u03af\u03b4\u03b5\u03c5\u03c3\u03b7\u03c2. \u0391\u03c1\u03c7\u03b9\u03c4\u03b5\u03ba\u03c4\u03bf\u03bd\u03b9\u03ba\u03ae Encoder-Decoder \u03a7\u03c1\u03ae\u03c3\u03b7 \u03b4\u03b9\u03c4\u03c4\u03bf\u03cd \u03ba\u03c9\u03b4\u03b9\u03ba\u03bf\u03c0\u03bf\u03b9\u03b7\u03c4\u03ae \u03b3\u03b9\u03b1 \u03c4\u03b7\u03bd \u03b1\u03bd\u03b1\u03c0\u03b1\u03c1\u03ac\u03c3\u03c4\u03b1\u03c3\u03b7 \u03b5\u03b3\u03b3\u03c1\u03ac\u03c6\u03c9\u03bd \u03ba\u03b1\u03b9 \u03b5\u03c4\u03b9\u03ba\u03b5\u03c4\u03ce\u03bd, \u03ba\u03b1\u03b9 \u03b5\u03bd\u03cc\u03c2 \u03b1\u03c0\u03bf\u03ba\u03c9\u03b4\u03b9\u03ba\u03bf\u03c0\u03bf\u03b9\u03b7\u03c4\u03ae \u03c0\u03bf\u03c5 \u03c0\u03b1\u03c1\u03ac\u03b3\u03b5\u03b9 \u03c4\u03b7 \u03bb\u03af\u03c3\u03c4\u03b1 \u03ba\u03b1\u03c4\u03b7\u03b3\u03bf\u03c1\u03b9\u03ce\u03bd \u03bc\u03b5 \u03b2\u03ac\u03c3\u03b7 \u03b5\u03bd\u03b9\u03c3\u03c7\u03c5\u03bc\u03ad\u03bd\u03b5\u03c2 \u03c0\u03b5\u03c1\u03b9\u03b3\u03c1\u03b1\u03c6\u03ad\u03c2 (enriched label descriptions). \u0391\u03c0\u03bf\u03c4\u03b5\u03bb\u03ad\u03c3\u03bc\u03b1\u03c4\u03b1 \u0397 \u03bc\u03ad\u03b8\u03bf\u03b4\u03bf\u03c2 \u03c5\u03c0\u03b5\u03c1\u03c4\u03b5\u03c1\u03b5\u03af \u03ad\u03bd\u03b1\u03bd\u03c4\u03b9 \u03b5\u03bd\u03b1\u03bb\u03bb\u03b1\u03ba\u03c4\u03b9\u03ba\u03ce\u03bd \u03bb\u03cd\u03c3\u03b5\u03c9\u03bd (state-of-the-art), \u03b5\u03c0\u03b9\u03b4\u03b5\u03b9\u03ba\u03bd\u03cd\u03bf\u03bd\u03c4\u03b1\u03c2 \u03b9\u03b4\u03b9\u03b1\u03af\u03c4\u03b5\u03c1\u03b7 \u03b9\u03ba\u03b1\u03bd\u03cc\u03c4\u03b7\u03c4\u03b1 \u03c3\u03c4\u03bf\u03bd \u03c7\u03b5\u03b9\u03c1\u03b9\u03c3\u03bc\u03cc \u03ba\u03b1\u03c4\u03b7\u03b3\u03bf\u03c1\u03b9\u03ce\u03bd \u03bc\u03b5 \u03c0\u03b5\u03c1\u03b9\u03bf\u03c1\u03b9\u03c3\u03bc\u03ad\u03bd\u03b1 \u03ae \u03bc\u03b7\u03b4\u03b5\u03bd\u03b9\u03ba\u03ac \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03b1 \u03b5\u03ba\u03c0\u03b1\u03af\u03b4\u03b5\u03c5\u03c3\u03b7\u03c2. \u0391\u03bd\u03b1\u03b3\u03bd\u03ce\u03c1\u03b9\u03c3\u03b7 \u039f\u03bd\u03bf\u03bc\u03b1\u03c4\u03b9\u03ba\u03ce\u03bd \u039f\u03bd\u03c4\u03bf\u03c4\u03ae\u03c4\u03c9\u03bd \u0397 \u03c5\u03c0\u03b7\u03c1\u03b5\u03c3\u03af\u03b1 \u0391\u03bd\u03b1\u03b3\u03bd\u03ce\u03c1\u03b9\u03c3\u03b7\u03c2 \u039f\u03bd\u03bf\u03bc\u03b1\u03c4\u03b9\u03ba\u03ce\u03bd \u039f\u03bd\u03c4\u03bf\u03c4\u03ae\u03c4\u03c9\u03bd (NER) \u03c4\u03bf\u03c5 \u03ad\u03c1\u03b3\u03bf\u03c5 +\u039d\u039f\u039c\u039f\u03a3 \u03b1\u03c5\u03c4\u03bf\u03bc\u03b1\u03c4\u03bf\u03c0\u03bf\u03b9\u03b5\u03af \u03c4\u03b7\u03bd \u03b5\u03be\u03b1\u03b3\u03c9\u03b3\u03ae \u03b4\u03bf\u03bc\u03b7\u03bc\u03ad\u03bd\u03b7\u03c2 \u03c0\u03bb\u03b7\u03c1\u03bf\u03c6\u03bf\u03c1\u03af\u03b1\u03c2 \u03b1\u03c0\u03cc \u03b1\u03b4\u03cc\u03bc\u03b7\u03c4\u03b1 \u03bd\u03bf\u03bc\u03b9\u03ba\u03ac \u03ba\u03b5\u03af\u03bc\u03b5\u03bd\u03b1, \u03bc\u03b5\u03c4\u03b1\u03c4\u03c1\u03ad\u03c0\u03bf\u03bd\u03c4\u03ac\u03c2 \u03c4\u03b1 \u03c3\u03b5 \u03b1\u03be\u03b9\u03bf\u03c0\u03bf\u03b9\u03ae\u03c3\u03b9\u03bc\u03b1 \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03b1. \ud83d\udc64 \u03a6\u03c5\u03c3\u03b9\u03ba\u03ac \u03a0\u03c1\u03cc\u03c3\u03c9\u03c0\u03b1 \ud83c\udfdb\ufe0f \u039f\u03c1\u03b3\u03b1\u03bd\u03b9\u03c3\u03bc\u03bf\u03af \ud83d\udcdc \u039d\u03bf\u03bc\u03bf\u03b8\u03b5\u03c4\u03ae\u03bc\u03b1\u03c4\u03b1 \u2696\ufe0f \u0394\u03b9\u03ba\u03b1\u03c3\u03c4\u03ae\u03c1\u03b9\u03b1 \ud83d\udccd \u03a4\u03bf\u03c0\u03bf\u03b8\u03b5\u03c3\u03af\u03b5\u03c2 \ud83d\udcc5 \u0397\u03bc\u03b5\u03c1\u03bf\u03bc\u03b7\u03bd\u03af\u03b5\u03c2 \u03a4\u03b5\u03c7\u03bd\u03bf\u03bb\u03bf\u03b3\u03b9\u03ba\u03ae \u03a5\u03c0\u03b5\u03c1\u03bf\u03c7\u03ae: \u03a3\u03cd\u03bd\u03b8\u03b5\u03c3\u03b7 Embeddings \u0397 \u03c5\u03c0\u03b7\u03c1\u03b5\u03c3\u03af\u03b1 \u03b2\u03b1\u03c3\u03af\u03b6\u03b5\u03c4\u03b1\u03b9 \u03c3\u03c4\u03b7 \u03c3\u03cd\u03bd\u03b8\u03b5\u03c3\u03b7 \u03c0\u03bf\u03bb\u03bb\u03b1\u03c0\u03bb\u03ce\u03bd \u03b4\u03b9\u03b1\u03bd\u03c5\u03c3\u03bc\u03b1\u03c4\u03b9\u03ba\u03ce\u03bd \u03b1\u03bd\u03b1\u03c0\u03b1\u03c1\u03b1\u03c3\u03c4\u03ac\u03c3\u03b5\u03c9\u03bd (embeddings), \u03c3\u03c5\u03bd\u03b4\u03c5\u03ac\u03b6\u03bf\u03bd\u03c4\u03b1\u03c2 \u03b4\u03b9\u03b1\u03c6\u03bf\u03c1\u03b5\u03c4\u03b9\u03ba\u03ad\u03c2 &#8220;\u03cc\u03c8\u03b5\u03b9\u03c2&#8221; \u03c4\u03bf\u03c5 \u03ba\u03b5\u03b9\u03bc\u03ad\u03bd\u03bf\u03c5 \u03b3\u03b9\u03b1 \u03bc\u03ad\u03b3\u03b9\u03c3\u03c4\u03b7 \u03b1\u03c0\u03cc\u03b4\u03bf\u03c3\u03b7. \u039c\u03bf\u03bd\u03c4\u03ad\u03bb\u03b1 &#038; \u039a\u03b1\u03b9\u03bd\u03bf\u03c4\u03cc\u03bc\u03b5\u03c2 \u039c\u03ad\u03b8\u03bf\u03b4\u03bf\u03b9 \u03a5\u03c0\u03bf\u03b4\u03bf\u03bc\u03ae: DeBERTa, GreekLegalRoBERTa \u03ba\u03b1\u03b9 FastText. Grouped-ACE (G-ACE): \u03a4\u03b5\u03bc\u03b1\u03c7\u03b9\u03c3\u03bc\u03cc\u03c2 \u03ba\u03b1\u03b9 \u03b5\u03c0\u03b9\u03bb\u03bf\u03b3\u03ae \u03c4\u03bf\u03c5 \u03b2\u03ad\u03bb\u03c4\u03b9\u03c3\u03c4\u03bf\u03c5 \u03c3\u03c5\u03bd\u03b4\u03c5\u03b1\u03c3\u03bc\u03bf\u03cd \u03b5\u03c4\u03b5\u03c1\u03bf\u03b3\u03b5\u03bd\u03ce\u03bd embeddings. Hierarchical-ACE (H-ACE): \u0394\u03b7\u03bc\u03b9\u03bf\u03c5\u03c1\u03b3\u03af\u03b1 \u03c3\u03c5\u03bc\u03c0\u03b1\u03b3\u03ce\u03bd \u03c3\u03c5\u03bd\u03cc\u03bb\u03c9\u03bd \u03b1\u03bd\u03b1\u03c0\u03b1\u03c1\u03b1\u03c3\u03c4\u03ac\u03c3\u03b5\u03c9\u03bd \u03bc\u03b5 \u03b1\u03bd\u03c4\u03b1\u03b3\u03c9\u03bd\u03b9\u03c3\u03c4\u03b9\u03ba\u03ae \u03b1\u03c0\u03cc\u03b4\u03bf\u03c3\u03b7. \u03a1\u03bf\u03ae \u03a3\u03c5\u03c3\u03c4\u03ae\u03bc\u03b1\u03c4\u03bf\u03c2 \u03a4\u03b5\u03bc\u03b1\u03c7\u03b9\u03c3\u03bc\u03cc\u03c2 \u03b5\u03b3\u03b3\u03c1\u03ac\u03c6\u03bf\u03c5 \u03c3\u03b5 \u03c0\u03c1\u03bf\u03c4\u03ac\u03c3\u03b5\u03b9\u03c2 \u03ba\u03b1\u03b9 \u03b5\u03bd\u03c4\u03bf\u03c0\u03b9\u03c3\u03bc\u03cc\u03c2 \u03bf\u03bd\u03c4\u03bf\u03c4\u03ae\u03c4\u03c9\u03bd \u03bc\u03b1\u03b6\u03af \u03bc\u03b5 \u03c4\u03b9\u03c2 \u03b1\u03ba\u03c1\u03b9\u03b2\u03b5\u03af\u03c2 \u03b8\u03ad\u03c3\u03b5\u03b9\u03c2 \u03b5\u03bc\u03c6\u03ac\u03bd\u03b9\u03c3\u03ae\u03c2 \u03c4\u03bf\u03c5\u03c2 \u03c3\u03c4\u03bf \u03ba\u03b5\u03af\u03bc\u03b5\u03bd\u03bf. \u0391\u03c0\u03bf\u03c4\u03b5\u03bb\u03ad\u03c3\u03bc\u03b1\u03c4\u03b1 \u0391\u03bd\u03ac\u03c0\u03c4\u03c5\u03be\u03b7 \u03b2\u03b5\u03bb\u03c4\u03b9\u03c9\u03bc\u03ad\u03bd\u03bf\u03c5 \u03c3\u03c5\u03bd\u03cc\u03bb\u03bf\u03c5 \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03c9\u03bd Greek Legal NER \u03ba\u03b1\u03b9 \u03b5\u03c0\u03b9\u03c4\u03c5\u03c7\u03b7\u03bc\u03ad\u03bd\u03b7 \u03b1\u03be\u03b9\u03bf\u03bb\u03cc\u03b3\u03b7\u03c3\u03b7 \u03c3\u03b5 \u0395\u03bb\u03bb\u03b7\u03bd\u03b9\u03ba\u03ac, \u0391\u03b3\u03b3\u03bb\u03b9\u03ba\u03ac \u03ba\u03b1\u03b9 \u03a1\u03bf\u03c5\u03bc\u03ac\u03bd\u03b9\u03ba\u03b1.<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-76","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/icsdweb.aegean.gr\/syn_nomos\/wp-json\/wp\/v2\/pages\/76","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/icsdweb.aegean.gr\/syn_nomos\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/icsdweb.aegean.gr\/syn_nomos\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/icsdweb.aegean.gr\/syn_nomos\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/icsdweb.aegean.gr\/syn_nomos\/wp-json\/wp\/v2\/comments?post=76"}],"version-history":[{"count":55,"href":"https:\/\/icsdweb.aegean.gr\/syn_nomos\/wp-json\/wp\/v2\/pages\/76\/revisions"}],"predecessor-version":[{"id":554,"href":"https:\/\/icsdweb.aegean.gr\/syn_nomos\/wp-json\/wp\/v2\/pages\/76\/revisions\/554"}],"wp:attachment":[{"href":"https:\/\/icsdweb.aegean.gr\/syn_nomos\/wp-json\/wp\/v2\/media?parent=76"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}