{"id":278587,"date":"2025-06-19T14:00:28","date_gmt":"2025-06-19T07:00:28","guid":{"rendered":"https:\/\/divineshop.vn\/tin-tuc\/?p=278587"},"modified":"2025-06-19T14:00:29","modified_gmt":"2025-06-19T07:00:29","slug":"6-thang-huan-luyen-mo-hinh-ngon-ngu-lon-cua-zalo-ai","status":"publish","type":"post","link":"https:\/\/divineshop.vn\/tin-tuc\/6-thang-huan-luyen-mo-hinh-ngon-ngu-lon-cua-zalo-ai\/","title":{"rendered":"6 th\u00e1ng hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn c\u1ee7a Zalo AI"},"content":{"rendered":"\n<p>Zalo AI t\u1ea1o k\u1ef3 t\u00edch khi hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM) ti\u1ebfng Vi\u1ec7t t\u1eeb \u0111\u1ea7u ch\u1ec9 trong 6 th\u00e1ng, v\u01b0\u1ee3t qua nhi\u1ec1u &#8220;\u00f4ng l\u1edbn&#8221; nh\u01b0 <a href=\"https:\/\/openai.com\/index\/gpt-4-research\/\">GPT-4<\/a>, kh\u1eb3ng \u0111\u1ecbnh v\u1ecb th\u1ebf Vi\u1ec7t Nam tr\u00ean b\u1ea3n \u0111\u1ed3 AI th\u1ebf gi\u1edbi.<\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_17 counter-hierarchy counter-decimal ez-toc-grey\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\">M\u1ee5c l\u1ee5c<\/p>\n<span class=\"ez-toc-title-toggle\"><a class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" style=\"display: none;\"><i class=\"ez-toc-glyphicon ez-toc-icon-toggle\"><\/i><\/a><\/span><\/div>\n<nav><ul class=\"ez-toc-list ez-toc-list-level-1\"><li class=\"ez-toc-page-1 ez-toc-heading-level-3\"><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/divineshop.vn\/tin-tuc\/6-thang-huan-luyen-mo-hinh-ngon-ngu-lon-cua-zalo-ai\/#Buoc_ngoat_AI_Viet_Nam_Zalo_huan_luyen_thanh_cong_LLM_trong_6_thang\" title=\"B\u01b0\u1edbc ngo\u1eb7t AI Vi\u1ec7t Nam: Zalo hu\u1ea5n luy\u1ec7n th\u00e0nh c\u00f4ng LLM trong 6 th\u00e1ng\">B\u01b0\u1edbc ngo\u1eb7t AI Vi\u1ec7t Nam: Zalo hu\u1ea5n luy\u1ec7n th\u00e0nh c\u00f4ng LLM trong 6 th\u00e1ng<\/a><\/li><li class=\"ez-toc-page-1 ez-toc-heading-level-3\"><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/divineshop.vn\/tin-tuc\/6-thang-huan-luyen-mo-hinh-ngon-ngu-lon-cua-zalo-ai\/#Vi_sao_mo_hinh_LLM_cua_Zalo_dac_biet\" title=\"V\u00ec sao m\u00f4 h\u00ecnh LLM c\u1ee7a Zalo \u0111\u1eb7c bi\u1ec7t?\">V\u00ec sao m\u00f4 h\u00ecnh LLM c\u1ee7a Zalo \u0111\u1eb7c bi\u1ec7t?<\/a><ul class=\"ez-toc-list-level-4\"><li class=\"ez-toc-heading-level-4\"><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/divineshop.vn\/tin-tuc\/6-thang-huan-luyen-mo-hinh-ngon-ngu-lon-cua-zalo-ai\/#Tu_huan_luyen_tu_dau_kiem_soat_toan_dien\" title=\"T\u1ef1 hu\u1ea5n luy\u1ec7n t\u1eeb \u0111\u1ea7u, ki\u1ec3m so\u00e1t to\u00e0n di\u1ec7n\">T\u1ef1 hu\u1ea5n luy\u1ec7n t\u1eeb \u0111\u1ea7u, ki\u1ec3m so\u00e1t to\u00e0n di\u1ec7n<\/a><\/li><li class=\"ez-toc-page-1 ez-toc-heading-level-4\"><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/divineshop.vn\/tin-tuc\/6-thang-huan-luyen-mo-hinh-ngon-ngu-lon-cua-zalo-ai\/#Toi_uu_tren_GPU_dan_dung_vuot_gioi_han_ha_tang\" title=\"T\u1ed1i \u01b0u tr\u00ean GPU d\u00e2n d\u1ee5ng, v\u01b0\u1ee3t gi\u1edbi h\u1ea1n h\u1ea1 t\u1ea7ng\">T\u1ed1i \u01b0u tr\u00ean GPU d\u00e2n d\u1ee5ng, v\u01b0\u1ee3t gi\u1edbi h\u1ea1n h\u1ea1 t\u1ea7ng<\/a><\/li><li class=\"ez-toc-page-1 ez-toc-heading-level-4\"><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/divineshop.vn\/tin-tuc\/6-thang-huan-luyen-mo-hinh-ngon-ngu-lon-cua-zalo-ai\/#Du_lieu_tieng_Viet_chat_luong_cao\" title=\"D\u1eef li\u1ec7u ti\u1ebfng Vi\u1ec7t ch\u1ea5t l\u01b0\u1ee3ng cao\">D\u1eef li\u1ec7u ti\u1ebfng Vi\u1ec7t ch\u1ea5t l\u01b0\u1ee3ng cao<\/a><\/li><\/ul><\/li><li class=\"ez-toc-page-1 ez-toc-heading-level-3\"><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/divineshop.vn\/tin-tuc\/6-thang-huan-luyen-mo-hinh-ngon-ngu-lon-cua-zalo-ai\/#Ung_dung_thuc_te_cua_mo_hinh_AI_Zalo\" title=\"\u1ee8ng d\u1ee5ng th\u1ef1c t\u1ebf c\u1ee7a m\u00f4 h\u00ecnh AI Zalo\">\u1ee8ng d\u1ee5ng th\u1ef1c t\u1ebf c\u1ee7a m\u00f4 h\u00ecnh AI Zalo<\/a><ul class=\"ez-toc-list-level-4\"><li class=\"ez-toc-heading-level-4\"><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/divineshop.vn\/tin-tuc\/6-thang-huan-luyen-mo-hinh-ngon-ngu-lon-cua-zalo-ai\/#Kiki_Info_-_Tro_ly_AI_cho_nguoi_Viet\" title=\"Kiki Info \u2013 Tr\u1ee3 l\u00fd AI cho ng\u01b0\u1eddi Vi\u1ec7t\">Kiki Info \u2013 Tr\u1ee3 l\u00fd AI cho ng\u01b0\u1eddi Vi\u1ec7t<\/a><\/li><li class=\"ez-toc-page-1 ez-toc-heading-level-4\"><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/divineshop.vn\/tin-tuc\/6-thang-huan-luyen-mo-hinh-ngon-ngu-lon-cua-zalo-ai\/#Thiep_AI_-_Ket_noi_cam_xuc_bang_cong_nghe\" title=\"Thi\u1ec7p AI \u2013 K\u1ebft n\u1ed1i c\u1ea3m x\u00fac b\u1eb1ng c\u00f4ng ngh\u1ec7\">Thi\u1ec7p AI \u2013 K\u1ebft n\u1ed1i c\u1ea3m x\u00fac b\u1eb1ng c\u00f4ng ngh\u1ec7<\/a><\/li><\/ul><\/li><li class=\"ez-toc-page-1 ez-toc-heading-level-3\"><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/divineshop.vn\/tin-tuc\/6-thang-huan-luyen-mo-hinh-ngon-ngu-lon-cua-zalo-ai\/#Vuot_kho_de_khang_dinh_tam_voc\" title=\"V\u01b0\u1ee3t kh\u00f3 \u0111\u1ec3 kh\u1eb3ng \u0111\u1ecbnh t\u1ea7m v\u00f3c\">V\u01b0\u1ee3t kh\u00f3 \u0111\u1ec3 kh\u1eb3ng \u0111\u1ecbnh t\u1ea7m v\u00f3c<\/a><\/li><\/ul><\/nav><\/div>\n<h3 id=\"h-b\u01b0\u1edbc-ngo\u1eb7t-ai-vi\u1ec7t-nam-zalo-hu\u1ea5n-luy\u1ec7n-thanh-cong-llm-trong-6-thang\"><span class=\"ez-toc-section\" id=\"Buoc_ngoat_AI_Viet_Nam_Zalo_huan_luyen_thanh_cong_LLM_trong_6_thang\"><\/span><strong>B\u01b0\u1edbc ngo\u1eb7t AI Vi\u1ec7t Nam: Zalo hu\u1ea5n luy\u1ec7n th\u00e0nh c\u00f4ng LLM trong 6 th\u00e1ng<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Th\u00e1ng 6\/2023 \u0111\u00e1nh d\u1ea5u c\u1ed9t m\u1ed1c quan tr\u1ecdng khi Zalo c\u00f4ng b\u1ed1 ho\u00e0n t\u1ea5t qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n <strong>m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM) ti\u1ebfng Vi\u1ec7t<\/strong> ch\u1ec9 trong <strong>6 th\u00e1ng<\/strong>, nhanh g\u1ea5p ba l\u1ea7n k\u1ebf ho\u1ea1ch ban \u0111\u1ea7u. \u0110\u00e2y l\u00e0 m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n ho\u00e0n to\u00e0n t\u1eeb \u0111\u1ea7u (from scratch), kh\u00f4ng s\u1eed d\u1ee5ng n\u1ec1n t\u1ea3ng c\u1ee7a c\u00e1c LLM c\u00f3 s\u1eb5n \u2013 m\u1ed9t quy\u1ebft \u0111\u1ecbnh t\u00e1o b\u1ea1o v\u00e0 \u0111\u1ea7y th\u00e1ch th\u1ee9c trong b\u1ed1i c\u1ea3nh t\u00e0i nguy\u00ean c\u00f2n h\u1ea1n ch\u1ebf t\u1ea1i Vi\u1ec7t Nam.<\/p>\n\n\n\n<p>Kh\u00f4ng ch\u1ec9 v\u1eady, <strong>m\u00f4 h\u00ecnh LLM 7 t\u1ef7 tham s\u1ed1 c\u1ee7a Zalo<\/strong> \u0111\u00e3 \u0111\u1ea1t <strong>150% n\u0103ng l\u1ef1c <\/strong>so v\u1edbi GPT-3.5 c\u1ee7a OpenAI tr\u00ean b\u1ed9 \u0111\u00e1nh gi\u00e1 VMLU \u2013 ti\u00eau chu\u1ea9n \u0111o l\u01b0\u1eddng n\u0103ng l\u1ef1c LLM ti\u1ebfng Vi\u1ec7t. B\u01b0\u1edbc sang n\u0103m 2024, phi\u00ean b\u1ea3n <strong>13 t\u1ef7 tham s\u1ed1<\/strong> ti\u1ebfp t\u1ee5c v\u01b0\u1ee3t qua h\u00e0ng lo\u1ea1t t\u00ean tu\u1ed5i l\u1edbn nh\u01b0 GPT-4, Google Gemma hay Microsoft Phi-3, ch\u1ec9 x\u1ebfp sau Llama-3-70B c\u1ee7a Meta.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/vcdn1-vnexpress.vnecdn.net\/2025\/06\/18\/ZAL1-1750224920-6336-1750225122.png?w=680&amp;h=0&amp;q=100&amp;dpr=1&amp;fit=crop&amp;s=ABKtWzmYSkCXOnwAFfraiQ\" alt=\"M\u00f4 h\u00ecnh LLM c\u1ee7a Zalo \u0111\u1ee9ng th\u1ee9 3 trong th\u1eed th\u00e1ch Kahoot, x\u1ebfp sau m\u1ed9t ng\u01b0\u1eddi ch\u01a1i th\u1eadt v\u00e0 GPT 4 trong l\u1ea7n \u0111\u1ea7u ra m\u1eaft n\u0103m 2023. \u1ea2nh: Zalo\"\/><figcaption>M\u00f4 h\u00ecnh LLM c\u1ee7a Zalo \u0111\u1ee9ng th\u1ee9 3 trong th\u1eed th\u00e1ch Kahoot, x\u1ebfp sau m\u1ed9t ng\u01b0\u1eddi ch\u01a1i th\u1eadt v\u00e0 GPT 4<\/figcaption><\/figure>\n\n\n\n<h3 id=\"h-vi-sao-mo-hinh-llm-c\u1ee7a-zalo-d\u1eb7c-bi\u1ec7t\"><span class=\"ez-toc-section\" id=\"Vi_sao_mo_hinh_LLM_cua_Zalo_dac_biet\"><\/span><strong>V\u00ec sao m\u00f4 h\u00ecnh LLM c\u1ee7a Zalo \u0111\u1eb7c bi\u1ec7t?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h4 id=\"h-t\u1ef1-hu\u1ea5n-luy\u1ec7n-t\u1eeb-d\u1ea7u-ki\u1ec3m-soat-toan-di\u1ec7n\"><span class=\"ez-toc-section\" id=\"Tu_huan_luyen_tu_dau_kiem_soat_toan_dien\"><\/span><strong>T\u1ef1 hu\u1ea5n luy\u1ec7n t\u1eeb \u0111\u1ea7u, ki\u1ec3m so\u00e1t to\u00e0n di\u1ec7n<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>Thay v\u00ec \u0111i theo xu h\u01b0\u1edbng tinh ch\u1ec9nh (fine-tune) m\u00f4 h\u00ecnh s\u1eb5n c\u00f3 \u2013 gi\u1ea3i ph\u00e1p \u0111\u01b0\u1ee3c ph\u1ea7n l\u1edbn doanh nghi\u1ec7p l\u1ef1a ch\u1ecdn v\u00ec ti\u1ebft ki\u1ec7m chi ph\u00ed, Zalo ch\u1ecdn c\u00e1ch t\u1ef1 x\u00e2y d\u1ef1ng t\u1eeb \u0111\u1ea7u. \u0110i\u1ec1u n\u00e0y cho ph\u00e9p ki\u1ec3m so\u00e1t ho\u00e0n to\u00e0n m\u00f4 h\u00ecnh, thu\u1eadt to\u00e1n, d\u1eef li\u1ec7u v\u00e0 t\u1ed1i \u01b0u ri\u00eang cho ng\u00f4n ng\u1eef ti\u1ebfng Vi\u1ec7t.<\/p>\n\n\n\n<h4 id=\"h-t\u1ed1i-\u01b0u-tren-gpu-dan-d\u1ee5ng-v\u01b0\u1ee3t-gi\u1edbi-h\u1ea1n-h\u1ea1-t\u1ea7ng\"><span class=\"ez-toc-section\" id=\"Toi_uu_tren_GPU_dan_dung_vuot_gioi_han_ha_tang\"><\/span><strong>T\u1ed1i \u01b0u tr\u00ean GPU d\u00e2n d\u1ee5ng, v\u01b0\u1ee3t gi\u1edbi h\u1ea1n h\u1ea1 t\u1ea7ng<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>Do thi\u1ebfu thi\u1ebft b\u1ecb chuy\u00ean d\u1ee5ng nh\u01b0 c\u00e1c h\u1ec7 th\u1ed1ng GPU cao c\u1ea5p t\u1eeb Nvidia, Zalo \u0111\u00e3 t\u1eadn d\u1ee5ng GPU d\u00e2n d\u1ee5ng nh\u1ecf, k\u1ebft h\u1ee3p th\u1ef1c nghi\u1ec7m linh ho\u1ea1t \u0111\u1ec3 t\u00edch l\u0169y kinh nghi\u1ec7m v\u00e0 \u0111\u1ea9y nhanh ti\u1ebfn \u0111\u1ed9 hu\u1ea5n luy\u1ec7n. D\u00f9 \u0111\u00e3 \u0111\u1eb7t mua 8 m\u00e1y ch\u1ee7 DGX H100, nh\u01b0ng do khan hi\u1ebfm chip AI, qu\u00e1 tr\u00ecnh nh\u1eadn thi\u1ebft b\u1ecb ph\u1ea3i chia theo nhi\u1ec1u \u0111\u1ee3t.<\/p>\n\n\n\n<h4 id=\"h-d\u1eef-li\u1ec7u-ti\u1ebfng-vi\u1ec7t-ch\u1ea5t-l\u01b0\u1ee3ng-cao\"><span class=\"ez-toc-section\" id=\"Du_lieu_tieng_Viet_chat_luong_cao\"><\/span><strong>D\u1eef li\u1ec7u ti\u1ebfng Vi\u1ec7t ch\u1ea5t l\u01b0\u1ee3ng cao<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>Zalo \u0111\u1ea7u t\u01b0 m\u1ea1nh v\u00e0o x\u00e2y d\u1ef1ng <strong>b\u1ed9 d\u1eef li\u1ec7u ti\u1ebfng Vi\u1ec7t ch\u1ea5t l\u01b0\u1ee3ng<\/strong>, b\u00f9 \u0111\u1eafp s\u1ef1 thi\u1ebfu h\u1ee5t so v\u1edbi c\u00e1c ng\u00f4n ng\u1eef nh\u01b0 ti\u1ebfng Anh hay Trung. \u0110i\u1ec1u n\u00e0y \u0111\u00f3ng vai tr\u00f2 then ch\u1ed1t \u0111\u1ec3 m\u00f4 h\u00ecnh \u0111\u1ea1t hi\u1ec7u su\u1ea5t v\u01b0\u1ee3t tr\u1ed9i tr\u00ean c\u00e1c b\u1ea3ng x\u1ebfp h\u1ea1ng \u0111\u00e1nh gi\u00e1 n\u0103ng l\u1ef1c.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/vcdn1-vnexpress.vnecdn.net\/2025\/06\/18\/ZL2-1750224967-9167-1750225122.png?w=680&amp;h=0&amp;q=100&amp;dpr=1&amp;fit=crop&amp;s=3YJeveGld0ekyLCfN7Ywrg\" alt=\"M\u00e1y ch\u1ee7 DGX H100 Zalo \u0111\u1eb7t mua c\u1ee7a Nvidia. \u1ea2nh: Zalo\"\/><figcaption>M\u00e1y ch\u1ee7 DGX H100 Zalo \u0111\u1eb7t mua c\u1ee7a Nvidia. <\/figcaption><\/figure>\n\n\n\n<h3 id=\"h-\u1ee9ng-d\u1ee5ng-th\u1ef1c-t\u1ebf-c\u1ee7a-mo-hinh-ai-zalo\"><span class=\"ez-toc-section\" id=\"Ung_dung_thuc_te_cua_mo_hinh_AI_Zalo\"><\/span><strong>\u1ee8ng d\u1ee5ng th\u1ef1c t\u1ebf c\u1ee7a m\u00f4 h\u00ecnh AI Zalo<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Kh\u00f4ng d\u1eebng \u1edf nghi\u00ean c\u1ee9u, Zalo \u0111\u00e3 nhanh ch\u00f3ng \u1ee9ng d\u1ee5ng LLM v\u00e0o \u0111\u1eddi s\u1ed1ng ng\u01b0\u1eddi Vi\u1ec7t th\u00f4ng qua nh\u1eefng s\u1ea3n ph\u1ea9m c\u1ee5 th\u1ec3:<\/p>\n\n\n\n<h4 id=\"h-kiki-info-tr\u1ee3-ly-ai-cho-ng\u01b0\u1eddi-vi\u1ec7t\"><span class=\"ez-toc-section\" id=\"Kiki_Info_-_Tro_ly_AI_cho_nguoi_Viet\"><\/span><strong>Kiki Info \u2013 Tr\u1ee3 l\u00fd AI cho ng\u01b0\u1eddi Vi\u1ec7t<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>Ra m\u1eaft \u0111\u1ea7u 2025, Kiki Info l\u00e0 tr\u1ee3 l\u00fd AI t\u1ed5ng h\u1ee3p tr\u00ean n\u1ec1n t\u1ea3ng Zalo OA, h\u1ed7 tr\u1ee3 h\u1ecfi \u0111\u00e1p ki\u1ebfn th\u1ee9c, gi\u1ea3i tr\u00ed v\u00e0 s\u00e1ng t\u1ea1o n\u1ed9i dung. Ch\u1ec9 trong ch\u01b0a \u0111\u1ea7y 2 th\u00e1ng, Kiki Info \u0111\u00e3 thu h\u00fat 1 tri\u1ec7u l\u01b0\u1ee3t truy c\u1eadp, ch\u1ee9ng minh ti\u1ec1m n\u0103ng ph\u1ed5 c\u1eadp AI trong c\u1ed9ng \u0111\u1ed3ng.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/vcdn1-vnexpress.vnecdn.net\/2025\/06\/18\/ZL24-1750224997-5272-1750225122.png?w=680&amp;h=0&amp;q=100&amp;dpr=1&amp;fit=crop&amp;s=aiPQi4Tb9ntuGxKRA6VycQ\" alt=\"M\u00f4 h\u00ecnh LLM c\u1ee7a Zalo \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng \u0111\u1ec3 ph\u00e1t tri\u1ec3n Tr\u1ee3 l\u00fd Kiki Info. \u1ea2nh: Zalo\"\/><figcaption>M\u00f4 h\u00ecnh LLM c\u1ee7a Zalo \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng \u0111\u1ec3 ph\u00e1t tri\u1ec3n Tr\u1ee3 l\u00fd Kiki Info.<\/figcaption><\/figure>\n\n\n\n<h4 id=\"h-thi\u1ec7p-ai-k\u1ebft-n\u1ed1i-c\u1ea3m-xuc-b\u1eb1ng-cong-ngh\u1ec7\"><span class=\"ez-toc-section\" id=\"Thiep_AI_-_Ket_noi_cam_xuc_bang_cong_nghe\"><\/span><strong>Thi\u1ec7p AI \u2013 K\u1ebft n\u1ed1i c\u1ea3m x\u00fac b\u1eb1ng c\u00f4ng ngh\u1ec7<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u1ee8ng d\u1ee5ng thi\u1ec7p AI c\u1ee7a Zalo nhanh ch\u00f3ng &#8220;g\u00e2y s\u1ed1t&#8221; v\u1edbi 15 tri\u1ec7u thi\u1ec7p \u0111\u01b0\u1ee3c t\u1ea1o ra v\u00e0 g\u1eedi \u0111i trong 2 th\u00e1ng, \u0111\u1eb7c bi\u1ec7t trong c\u00e1c d\u1ecbp l\u1ec5 t\u1ebft. \u0110\u00e2y l\u00e0 minh ch\u1ee9ng cho s\u1ef1 g\u1ea7n g\u0169i, nh\u00e2n v\u0103n trong c\u00e1ch Zalo \u0111\u01b0a c\u00f4ng ngh\u1ec7 v\u00e0o \u0111\u1eddi s\u1ed1ng ng\u01b0\u1eddi d\u00f9ng.<\/p>\n\n\n\n<h3 id=\"h-v\u01b0\u1ee3t-kho-d\u1ec3-kh\u1eb3ng-d\u1ecbnh-t\u1ea7m-voc\"><span class=\"ez-toc-section\" id=\"Vuot_kho_de_khang_dinh_tam_voc\"><\/span><strong>V\u01b0\u1ee3t kh\u00f3 \u0111\u1ec3 kh\u1eb3ng \u0111\u1ecbnh t\u1ea7m v\u00f3c<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>Ti\u1ebfn s\u0129 Nguy\u1ec5n Tr\u01b0\u1eddng S\u01a1n<\/strong>, Gi\u00e1m \u0111\u1ed1c Khoa h\u1ecdc t\u1ea1i Zalo AI, chia s\u1ebb r\u1eb1ng \u0111\u1ed9i ng\u0169 k\u1ef9 s\u01b0 Vi\u1ec7t Nam g\u1eb7p nhi\u1ec1u kh\u00f3 kh\u0103n khi b\u01b0\u1edbc v\u00e0o l\u0129nh v\u1ef1c AI: thi\u1ebfu h\u1ea1 t\u1ea7ng, thi\u1ebfu d\u1eef li\u1ec7u, thi\u1ebfu kinh nghi\u1ec7m. Tuy nhi\u00ean, v\u1edbi quy\u1ebft t\u00e2m v\u00e0 chi\u1ebfn l\u01b0\u1ee3c ph\u00f9 h\u1ee3p, Zalo kh\u00f4ng ch\u1ec9 l\u00e0m ch\u1ee7 c\u00f4ng ngh\u1ec7 m\u00e0 c\u00f2n kh\u1eb3ng \u0111\u1ecbnh n\u0103ng l\u1ef1c s\u00e1ng t\u1ea1o, \u0111\u01b0a Vi\u1ec7t Nam v\u00e0o b\u1ea3n \u0111\u1ed3 AI khu v\u1ef1c \u0110\u00f4ng Nam \u00c1.<\/p>\n\n\n\n<p>V\u1edbi th\u00e0nh c\u00f4ng trong hu\u1ea5n luy\u1ec7n v\u00e0 \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf, Zalo AI \u0111ang ti\u1ebfp t\u1ee5c ph\u00e1t tri\u1ec3n c\u00e1c m\u00f4 h\u00ecnh m\u1ea1nh h\u01a1n, th\u00f4ng minh h\u01a1n, h\u01b0\u1edbng \u0111\u1ebfn chu\u1ea9n qu\u1ed1c t\u1ebf. \u0110\u00e2y l\u00e0 t\u00edn hi\u1ec7u t\u00edch c\u1ef1c cho h\u1ec7 sinh th\u00e1i AI t\u1ea1i Vi\u1ec7t Nam, kh\u01a1i d\u1eady \u0111\u1ed9ng l\u1ef1c nghi\u00ean c\u1ee9u trong c\u1ed9ng \u0111\u1ed3ng c\u00f4ng ngh\u1ec7 n\u1ed9i \u0111\u1ecba.<\/p>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/divineshop.vn\/search?q=AI\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" width=\"728\" height=\"240\" src=\"https:\/\/divineshop.vn\/tin-tuc\/wp-content\/uploads\/2025\/12\/AI-Chatbot-2-1.png\" alt=\"\" class=\"wp-image-286362\" srcset=\"https:\/\/divineshop.vn\/tin-tuc\/wp-content\/uploads\/2025\/12\/AI-Chatbot-2-1.png 728w, https:\/\/divineshop.vn\/tin-tuc\/wp-content\/uploads\/2025\/12\/AI-Chatbot-2-1-300x99.png 300w, https:\/\/divineshop.vn\/tin-tuc\/wp-content\/uploads\/2025\/12\/AI-Chatbot-2-1-150x49.png 150w, https:\/\/divineshop.vn\/tin-tuc\/wp-content\/uploads\/2025\/12\/AI-Chatbot-2-1-696x229.png 696w\" sizes=\"(max-width: 728px) 100vw, 728px\" \/><\/a><\/figure>\n\n\n\n<!--nextpage-->\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-right kksr-valign-bottom\"\n    data-payload=\"{&quot;align&quot;:&quot;right&quot;,&quot;id&quot;:&quot;278587&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;192&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;4.7&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;\\u0110\\u00c1NH GI\\u00c1 B\\u00c0I VI\\u1ebeT&quot;,&quot;legend&quot;:&quot;4.7\\\/5 - (192 votes)&quot;,&quot;size&quot;:&quot;24&quot;,&quot;width&quot;:&quot;133.8&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} - ({count} {votes})&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}\">\n    \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; 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nh\u01b0 GPT-4, kh\u1eb3ng \u0111\u1ecbnh v\u1ecb th\u1ebf Vi\u1ec7t Nam tr\u00ean b\u1ea3n \u0111\u1ed3 AI th\u1ebf gi\u1edbi. M\u1ee5c l\u1ee5c B\u01b0\u1edbc ngo\u1eb7t AI Vi\u1ec7t Nam: Zalo hu\u1ea5n luy\u1ec7n th\u00e0nh c\u00f4ng LLM trong [&hellip;]<\/p>\n","protected":false},"author":23,"featured_media":278589,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false},"categories":[5407],"tags":[5360,5430,38,103],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v18.1 (Yoast SEO v18.2) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<meta name=\"description\" content=\"Zalo AI t\u1ea1o k\u1ef3 t\u00edch khi hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM) ti\u1ebfng Vi\u1ec7t t\u1eeb \u0111\u1ea7u ch\u1ec9 trong 6 th\u00e1ng, v\u01b0\u1ee3t qua nhi\u1ec1u &quot;\u00f4ng l\u1edbn&quot; nh\u01b0 GPT-4, kh\u1eb3ng \u0111\u1ecbnh v\u1ecb th\u1ebf\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link 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