{"id":37839,"date":"2025-06-20T09:16:00","date_gmt":"2025-06-20T07:16:00","guid":{"rendered":"https:\/\/kinit.sk\/event\/ai-forum-in-the-field-of-robust-language-models\/"},"modified":"2025-09-11T15:36:46","modified_gmt":"2025-09-11T13:36:46","slug":"ai-forum-in-the-field-of-robust-language-models","status":"publish","type":"event","link":"https:\/\/kinit.sk\/sk\/podujatie\/ai-forum-in-the-field-of-robust-language-models\/","title":{"rendered":"AI Forum in the field of Robust Language Models"},"content":{"rendered":"<div id=\"\" class=\"element core-paragraph\">\n<p><strong>Michal \u0160tef\u00e1nik, an NLP Researcher at the University of Helsinki, gave a lecture as part of the Slovak NLP community event on <em>Robust Language Models and Where to Find Them<\/em>.<\/strong><\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-heading\">\n<h4 class=\"wp-block-heading\">Lecture abstract<\/h4>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Language models (LMs) have emerged as a technology adopted in a wide variety of use-cases, today largely exceeding traditional NLP tasks. Despite that, over the last years, we have made little progress in LMs&#8216; applicability in tasks with limited data and tasks requiring reliable decision making, bearing huge potential for automation. Both these limitations can be attributed to models&#8216; limited robustness in out-of-distribution settings. In this talk, I will share our experience with making language models more robust across languages, domains and tasks, and underline some general rules for improving robustness. Finally, I will outline our vision for achieving progress beyond the inherent limitations of the Transformer architecture, motivating further research in several key directions.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-heading\">\n<h2 class=\"wp-block-heading\">Photos from the event<\/h2>\n<\/div>\n\n<div id=\"\" class=\"element core-columns\">\n<div class=\"wp-block-columns has-small-font-size is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\"><div id=\"\" class=\"element core-column\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div id=\"\" class=\"element core-image\">\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"768\" data-src=\"https:\/\/kinit.sk\/wp-content\/uploads\/2025\/09\/stefanik1-1024x768.jpg\" alt=\"\" class=\"wp-image-37798 lazyload\" data-srcset=\"https:\/\/kinit.sk\/wp-content\/uploads\/2025\/09\/stefanik1-1024x768.jpg 1024w, https:\/\/kinit.sk\/wp-content\/uploads\/2025\/09\/stefanik1-300x225.jpg 300w, https:\/\/kinit.sk\/wp-content\/uploads\/2025\/09\/stefanik1-768x576.jpg 768w, https:\/\/kinit.sk\/wp-content\/uploads\/2025\/09\/stefanik1.jpg 1329w\" data-sizes=\"(max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/768;\" \/><\/figure>\n<\/div><\/div>\n<\/div>\n\n<div id=\"\" class=\"element core-column\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div id=\"\" class=\"element core-image\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1329\" height=\"997\" data-src=\"https:\/\/kinit.sk\/wp-content\/uploads\/2025\/09\/stefanik3.jpg\" alt=\"\" class=\"wp-image-37802 lazyload\" data-srcset=\"https:\/\/kinit.sk\/wp-content\/uploads\/2025\/09\/stefanik3.jpg 1329w, https:\/\/kinit.sk\/wp-content\/uploads\/2025\/09\/stefanik3-300x225.jpg 300w, https:\/\/kinit.sk\/wp-content\/uploads\/2025\/09\/stefanik3-1024x768.jpg 1024w, https:\/\/kinit.sk\/wp-content\/uploads\/2025\/09\/stefanik3-768x576.jpg 768w\" data-sizes=\"(max-width: 1329px) 100vw, 1329px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1329px; --smush-placeholder-aspect-ratio: 1329\/997;\" \/><\/figure>\n<\/div><\/div>\n<\/div>\n\n<div id=\"\" class=\"element core-column\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div id=\"\" class=\"element core-image\">\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"768\" data-src=\"https:\/\/kinit.sk\/wp-content\/uploads\/2025\/09\/stefanik2-1024x768.jpg\" alt=\"\" class=\"wp-image-37800 lazyload\" data-srcset=\"https:\/\/kinit.sk\/wp-content\/uploads\/2025\/09\/stefanik2-1024x768.jpg 1024w, https:\/\/kinit.sk\/wp-content\/uploads\/2025\/09\/stefanik2-300x225.jpg 300w, https:\/\/kinit.sk\/wp-content\/uploads\/2025\/09\/stefanik2-768x576.jpg 768w, https:\/\/kinit.sk\/wp-content\/uploads\/2025\/09\/stefanik2.jpg 1329w\" data-sizes=\"(max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/768;\" \/><\/figure>\n<\/div><\/div>\n<\/div><\/div>\n<\/div>","protected":false},"featured_media":37809,"template":"","meta":{"_acf_changed":true,"footnotes":""},"categories":[87,520],"class_list":["post-37839","event","type-event","status-publish","has-post-thumbnail","hentry","category-past-events-sk","category-2025-sk"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - 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