{"id":24,"date":"2026-08-30T14:32:18","date_gmt":"2026-08-30T14:32:18","guid":{"rendered":"https:\/\/nino.to\/insights\/2026\/08\/30\/tuong-lai-xu-ly-ngon-ngu-tu-nhien-multimodal-llm\/"},"modified":"2026-08-30T14:32:18","modified_gmt":"2026-08-30T14:32:18","slug":"tuong-lai-xu-ly-ngon-ngu-tu-nhien-multimodal-llm","status":"publish","type":"post","link":"https:\/\/nino.to\/insights\/tuong-lai-xu-ly-ngon-ngu-tu-nhien-multimodal-llm\/","title":{"rendered":"T\u01b0\u01a1ng Lai C\u1ee7a X\u1eed L\u00fd Ng\u00f4n Ng\u1eef T\u1ef1 Nhi\u00ean V\u1edbi M\u00f4 H\u00ecnh \u0110a Ph\u01b0\u01a1ng Th\u1ee9c (Multimodal LLMs)"},"content":{"rendered":"<h2>Kh\u00e1i ni\u1ec7m Multimodal AI<\/h2>\n<p>M\u00f4 h\u00ecnh \u0111a ph\u01b0\u01a1ng th\u1ee9c (Multimodal) l\u00e0 th\u1ebf h\u1ec7 ki\u1ebfn tr\u00fac AI c\u00f3 kh\u1ea3 n\u0103ng ti\u1ebfp nh\u1eadn v\u00e0 t\u1ea1o ra nhi\u1ec1u lo\u1ea1i \u0111\u1ecbnh d\u1ea1ng d\u1eef li\u1ec7u c\u00f9ng l\u00fac. Thay v\u00ec ch\u1ec9 \u0111\u1ecdc v\u0103n b\u1ea3n, h\u1ec7 th\u1ed1ng gi\u1edd \u0111\u00e2y c\u00f3 th\u1ec3 &#8220;nh\u00ecn&#8221; \u1ea3nh ch\u1ee5p m\u00e0n h\u00ecnh, &#8220;nghe&#8221; b\u1ea3n ghi \u00e2m v\u00e0 ph\u00e2n t\u00edch video theo th\u1eddi gian th\u1ef1c.<\/p>\n<h2>B\u01b0\u1edbc \u0111\u1ed9t ph\u00e1 v\u1ec1 tr\u1ea3i nghi\u1ec7m t\u01b0\u01a1ng t\u00e1c<\/h2>\n<p>Khi t\u00edch h\u1ee3p v\u00e0o c\u00e1c n\u1ec1n t\u1ea3ng \u1ee9ng d\u1ee5ng di \u0111\u1ed9ng v\u00e0 h\u1ec7 th\u1ed1ng n\u1ed9i b\u1ed9, Multimodal AI m\u1edf ra nh\u1eefng ti\u1ec1m n\u0103ng kh\u00f4ng gi\u1edbi h\u1ea1n:<\/p>\n<ul>\n<li>Ph\u00e2n t\u00edch t\u00e0i li\u1ec7u qu\u00e9t (OCR) v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c tuy\u1ec7t \u0111\u1ed1i ngay c\u1ea3 khi t\u00e0i li\u1ec7u b\u1ecb m\u1edd ho\u1eb7c c\u00f3 ch\u1eef vi\u1ebft tay.<\/li>\n<li>H\u1ed7 tr\u1ee3 ng\u01b0\u1eddi khi\u1ebfm th\u1ecb nh\u1eadn di\u1ec7n m\u00f4i tr\u01b0\u1eddng xung quanh th\u00f4ng qua m\u00f4 t\u1ea3 \u00e2m thanh tr\u1ef1c ti\u1ebfp.<\/li>\n<li>Ki\u1ec3m th\u1eed giao di\u1ec7n ng\u01b0\u1eddi d\u00f9ng (UI Testing) t\u1ef1 \u0111\u1ed9ng b\u1eb1ng c\u00e1ch xem \u1ea3nh ch\u1ee5p m\u00e0n h\u00ecnh \u1ee9ng d\u1ee5ng.<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Kh\u1ea3 n\u0103ng k\u1ebft h\u1ee3p v\u0103n b\u1ea3n, h\u00ecnh \u1ea3nh, \u00e2m thanh v\u00e0 video trong c\u00f9ng m\u1ed9t m\u1ea1ng n\u01a1-ron gi\u00fap AI th\u1ea5u hi\u1ec3u th\u1ebf gi\u1edbi xung quanh t\u01b0\u01a1ng t\u1ef1 nh\u01b0 b\u1ed9 n\u00e3o con ng\u01b0\u1eddi.<\/p>\n","protected":false},"author":1,"featured_media":80,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_gspb_post_css":"","footnotes":""},"categories":[18],"tags":[26,25,24],"class_list":["post-24","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tech-ai","tag-cong-nghe-ai","tag-insights","tag-nino"],"_links":{"self":[{"href":"https:\/\/nino.to\/insights\/wp-json\/wp\/v2\/posts\/24","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nino.to\/insights\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nino.to\/insights\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nino.to\/insights\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/nino.to\/insights\/wp-json\/wp\/v2\/comments?post=24"}],"version-history":[{"count":0,"href":"https:\/\/nino.to\/insights\/wp-json\/wp\/v2\/posts\/24\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nino.to\/insights\/wp-json\/wp\/v2\/media\/80"}],"wp:attachment":[{"href":"https:\/\/nino.to\/insights\/wp-json\/wp\/v2\/media?parent=24"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nino.to\/insights\/wp-json\/wp\/v2\/categories?post=24"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nino.to\/insights\/wp-json\/wp\/v2\/tags?post=24"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}