{"id":33614,"date":"2024-09-24T14:19:48","date_gmt":"2024-09-24T12:19:48","guid":{"rendered":"https:\/\/kinit.sk\/member\/tomas-javurek\/"},"modified":"2026-10-24T10:11:05","modified_gmt":"2026-10-24T08:11:05","slug":"tomas-javurek","status":"publish","type":"member","link":"https:\/\/kinit.sk\/sk\/clen\/tomas-javurek\/","title":{"rendered":"Tom\u00e1\u0161 Jav\u016frek"},"content":{"rendered":"<div id=\"\" class=\"element core-paragraph\">\n<p>Tomas Javurek is a Research Engineer with a strong focus on algorithmic optimization and empirical analysis. While recent trends emphasize agentic frameworks, his work concentrates on improving the efficiency and reliability of existing algorithms in both large language models and classical machine learning systems. He has a particular interest in the internal mechanics of LLMs, going beyond surface-level usage to study their behavior, limitations, and optimization dynamics at a deeper level.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>His background in particle physics provides rigorous training in statistical inference, numerical methods, and data-driven analysis, which he applies to systematically evaluate and refine model performance. He focuses on both computational efficiency and output quality, aiming to reduce inference cost while maintaining or improving accuracy. He is especially interested in identifying mathematically grounded optimizations and structural shortcuts within complex learning systems.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-heading\">\n<h2 class=\"wp-block-heading\" id=\"selected-achievements\">Selected achievements<\/h2>\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>Participated in Rucio Project (CERN, Atlas &#8211; Scientific Data Management)<\/li>\n<\/div>\n\n<div id=\"\" class=\"element core-list-item\">\n<li>DisAI: Fact-Checked Article Retrieval System<\/li>\n<\/div>\n\n<div id=\"\" class=\"element core-list-item\">\n<li>Novel Clusterring Method DelTriC<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div id=\"\" class=\"element core-heading\">\n<h2 class=\"wp-block-heading\" id=\"selected-activities\">Selected activities<\/h2>\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>Equational Reasoning: Developing methods to enable large language models to generate and verify formal mathematical proofs, with a focus on step-wise correctness and symbolic consistency.<\/li>\n<\/div>\n\n<div id=\"\" class=\"element core-list-item\">\n<li>DelTriC: Improving robustness and reliability of the framework, with emphasis on stability under distributional shifts and adversarial or noisy inputs..<\/li>\n<\/div>\n\n<div id=\"\" class=\"element core-list-item\">\n<li>Long-Context Evaluation: Designing and conducting experiments to assess long-context capabilities of LLMs, including degradation patterns, retrieval fidelity, and reasoning consistency over extended sequences. Testing novel attention mechanisms.<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div id=\"projects\" class=\"element acf-loop\"><section id=\"projects\" class=\"loop old \" style=\"background-color: #ebf7f9;\" >\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>Selected Projects<\/h2><\/div>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"loop-wrap loop-Project loop-style1 loop-load_more loop-4 cf\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<article id=\"loop-item-22226\" class=\"loop-item\">\n\t\t\t\t\t\t\t\t\t<div class=\"inner cf\">\n\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/kinit.sk\/sk\/projekt\/disai-improving-scientific-excellence-of-kinit\/\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"picture\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"320\" height=\"200\" data-src=\"https:\/\/kinit.sk\/wp-content\/uploads\/2022\/08\/202207_web_project_DisAI_WEB-320x200.jpg\" class=\"attachment-thumbnail size-thumbnail wp-post-image lazyload\" alt=\"\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 320px; --smush-placeholder-aspect-ratio: 320\/200;\" \/>\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"content cf\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"content-inner\">\n\t\t\t\t\t\t\t\t\t\t\t\t<h3>DisAI: Improving scientific excellence of KInIT in AI and language technologies to fight disinformation<\/h3>\n                        \t\t\t\t\t\t\t\t\t\t\t\t<div class=\"meta cf\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"date\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\taug 2. 2022\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"excerpt\">We succeeded in Horizon Europe\u2019s Twinning scheme and joined forces with leading research institutions in natural language processing and disinformation combating. German Research Center for Artificial Intelligence (DFKI), University of&#8230;<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/a>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/article>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<article id=\"loop-item-36287\" class=\"loop-item\">\n\t\t\t\t\t\t\t\t\t<div class=\"inner cf\">\n\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/kinit.sk\/sk\/projekt\/lorai-advancing-kinit-into-a-leading-research-and-innovation-hub\/\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"picture\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"320\" height=\"200\" data-src=\"https:\/\/kinit.sk\/wp-content\/uploads\/2025\/05\/Feature-image-lorAI-Project-320x200.png\" class=\"attachment-thumbnail size-thumbnail wp-post-image lazyload\" alt=\"\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 320px; --smush-placeholder-aspect-ratio: 320\/200;\" \/>\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"content cf\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"content-inner\">\n\t\t\t\t\t\t\t\t\t\t\t\t<h3>lorAI: Advancing KInIT into a leading research and innovation hub in low-resource artificial intelligence<\/h3>\n                        \t\t\t\t\t\t\t\t\t\t\t\t<div class=\"meta cf\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"date\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tj\u00fan 2. 2025\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"excerpt\">The main objective of the lorAI project is to upgrade the Kempelen Institute of Intelligent Technologies (KInIT) to a leading R&amp;I institution in low resource artificial intelligence (LRAI) in Slovakia&#8230;<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/a>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/article>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/section>\n<\/div>\n\n<div id=\"publications\" class=\"element acf-loop background-columns-blue\"><section id=\"publications\" class=\"loop old  background-columns-blue\"  >\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>Selected Publications<\/h2><\/div>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"loop-wrap loop-Publication loop-style1 loop-static loop-5 cf\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/section>\n<\/div>\n\n<div id=\"\" class=\"element core-heading\">\n<h2 class=\"wp-block-heading\">Selected Student Supervising<\/h2>\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>Teacher at High-School<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p><\/p>\n<\/div>","protected":false},"featured_media":0,"template":"","meta":{"_acf_changed":false,"footnotes":""},"categories":[76],"class_list":["post-33614","member","type-member","status-publish","hentry","category-natural-language-processing-sk"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Tom\u00e1\u0161 Jav\u016frek - KInIT<\/title>\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\/clen\/tomas-javurek\/\" \/>\n<meta property=\"og:locale\" content=\"sk_SK\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Tom\u00e1\u0161 Jav\u016frek - KInIT\" \/>\n<meta property=\"og:description\" content=\"Tomas Javurek is a Research Engineer with a strong focus on algorithmic optimization and empirical analysis. 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