{"id":19486,"date":"2025-05-02T12:07:26","date_gmt":"2025-05-02T08:07:26","guid":{"rendered":"https:\/\/events.iliauni.edu.ge\/?post_type=tribe_events&#038;p=19486"},"modified":"2025-05-02T14:26:50","modified_gmt":"2025-05-02T10:26:50","slug":"02-05-2025-tbilisiaimeetups","status":"publish","type":"tribe_events","link":"https:\/\/events.iliauni.edu.ge\/en\/event\/02-05-2025-tbilisiaimeetups\/","title":{"rendered":"Importance and relevance of embedding models, their construction, and the methodology for selecting the appropriate architecture"},"content":{"rendered":"<p>On May 3, Ilia State University will host an event as part of Tbilisi AI Meetups:<\/p>\n<p>\u201cImportance and relevance of embedding models, their construction, and the methodology for selecting the appropriate architecture.\u201d<\/p>\n<p>In the age of powerful large language models, embeddings remain a critical component in retrieval, recommendation, and understanding systems. This session explores why embeddings still matter, how they\u2019re built, and how to choose the right architecture for your domain and application.<\/p>\n<p><strong>Agenda Highlights:<\/strong><\/p>\n<ul>\n<li>Context length limitations and the rise of RAG;<\/li>\n<li>Why LLMs aren\u2019t ideal for embedding generation;<\/li>\n<li>Causal attention vs contrastive learning;<\/li>\n<li>Sparse vs dense retrieval (TF-IDF, SPLADE, hybrid approaches);<\/li>\n<li>Bi-Encoders vs Cross-Encoders vs Late Interaction;<\/li>\n<li>Latent interaction models and HNSW search;<\/li>\n<li>Contrastive learning, triple loss, Siamese networks;<\/li>\n<li>Speed vs accuracy trade-offs;<\/li>\n<li>Domain-specific embedding tuning (e.g., code vs text);<\/li>\n<li>Evaluation with BEIR and MTEB benchmarks.<\/li>\n<\/ul>\n<div>\n<p><strong>Speaker:<\/strong>\u00a0Sandro Barnabishvili<\/p>\n<p><strong>Date &amp; Time:<\/strong>\u00a0Saturday, May 3, 13:00<\/p>\n<p>Register Here:\u00a0<a href=\"https:\/\/lu.ma\/n16g786u\" target=\"_blank\" rel=\"noopener\">https:\/\/lu.ma\/n16g786u<\/a><\/p>\n<p><strong>Location:<\/strong>\u00a0Ilia State University, T Building, Auditorium #102<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>On May 3, Ilia State University will host an event as part of Tbilisi AI Meetups: \u201cImportance and relevance of embedding models, their construction, and the methodology for selecting the [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":19493,"comment_status":"open","ping_status":"closed","template":"","meta":{"_acf_changed":false,"_tribe_events_status":"","_tribe_events_status_reason":"","footnotes":""},"tags":[],"tribe_events_cat":[51],"class_list":["post-19486","tribe_events","type-tribe_events","status-publish","has-post-thumbnail","hentry","tribe_events_cat-events","cat_events"],"acf":[],"_links":{"self":[{"href":"https:\/\/events.iliauni.edu.ge\/en\/wp-json\/wp\/v2\/tribe_events\/19486","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/events.iliauni.edu.ge\/en\/wp-json\/wp\/v2\/tribe_events"}],"about":[{"href":"https:\/\/events.iliauni.edu.ge\/en\/wp-json\/wp\/v2\/types\/tribe_events"}],"author":[{"embeddable":true,"href":"https:\/\/events.iliauni.edu.ge\/en\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/events.iliauni.edu.ge\/en\/wp-json\/wp\/v2\/comments?post=19486"}],"version-history":[{"count":0,"href":"https:\/\/events.iliauni.edu.ge\/en\/wp-json\/wp\/v2\/tribe_events\/19486\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/events.iliauni.edu.ge\/en\/wp-json\/wp\/v2\/media\/19493"}],"wp:attachment":[{"href":"https:\/\/events.iliauni.edu.ge\/en\/wp-json\/wp\/v2\/media?parent=19486"}],"wp:term":[{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/events.iliauni.edu.ge\/en\/wp-json\/wp\/v2\/tags?post=19486"},{"taxonomy":"tribe_events_cat","embeddable":true,"href":"https:\/\/events.iliauni.edu.ge\/en\/wp-json\/wp\/v2\/tribe_events_cat?post=19486"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}