{"id":120634,"date":"2025-11-06T14:31:17","date_gmt":"2025-11-06T07:31:17","guid":{"rendered":"https:\/\/tino.vn\/blog\/?p=120634"},"modified":"2025-11-06T14:32:19","modified_gmt":"2025-11-06T07:32:19","slug":"model-cua-qwen-ai","status":"publish","type":"post","link":"https:\/\/tino.vn\/blog\/model-cua-qwen-ai\/","title":{"rendered":"T\u1ed5ng quan v\u1ec1 c\u00e1c model c\u1ee7a Qwen AI: Model n\u00e0o ph\u00f9 h\u1ee3p v\u1edbi b\u1ea1n?"},"content":{"rendered":"\n<p><strong>Trong khi th\u1ebf gi\u1edbi c\u00f4ng ngh\u1ec7 v\u1eabn \u0111ang t\u1eadp trung v\u00e0o cu\u1ed9c \u0111ua \u201ctam m\u00e3\u201d gi\u1eefa <a href=\"https:\/\/tino.vn\/blog\/model-cua-openai\/\" data-type=\"post\" data-id=\"120487\" target=\"_blank\" rel=\"noreferrer noopener\">OpenAI<\/a>, <a href=\"https:\/\/tino.vn\/blog\/model-cua-gemini\/\" data-type=\"post\" data-id=\"120523\" target=\"_blank\" rel=\"noreferrer noopener\">Google Gemini<\/a> v\u00e0<a href=\"https:\/\/tino.vn\/blog\/model-cua-claude\/\" target=\"_blank\" data-type=\"post\" data-id=\"120596\" rel=\"noreferrer noopener\"> Anthropic (Claude)<\/a>, m\u1ed9t &#8220;th\u1ebf l\u1ef1c&#8221; t\u1eeb ph\u01b0\u01a1ng \u0110\u00f4ng \u0111ang tr\u1ed7i d\u1eady v\u1edbi t\u1ed1c \u0111\u1ed9 \u0111\u00e1ng kinh ng\u1ea1c. Alibaba Cloud kh\u00f4ng ch\u1ec9 tham gia v\u00e0o cu\u1ed9c ch\u01a1i AI, h\u1ecd \u0111ang \u0111\u1ecbnh &#8220;vi\u1ebft l\u1ea1i&#8221; lu\u1eadt ch\u01a1i b\u1eb1ng h\u1ec7 sinh th\u00e1i Qwen (Tongyi Qianwen). C\u00f9ng Tino kh\u00e1m ph\u00e1 c\u00e1c model c\u1ee7a Qwen AI qua b\u00e0i vi\u1ebft d\u01b0\u1edbi \u0111\u00e2y nh\u00e9!<\/strong><\/p>\n\n\n\n<h2 id=\"\u0110i\u1ec1u_g\u00ec_gi\u00fap_Qwen_n\u1ed5i_b\u1eadt_gi\u1eefa_cu\u1ed9c_\u0111ua_c\u1ee7a_c\u00e1c_\u00f4ng_l\u1edbn_AI?\"><a id=\"post-120634-_m8j2oeygox3q\"><\/a>\u0110i\u1ec1u g\u00ec gi\u00fap Qwen n\u1ed5i b\u1eadt gi\u1eefa cu\u1ed9c \u0111ua c\u1ee7a c\u00e1c \u00f4ng l\u1edbn AI?<\/h2>\n\n\n\n<h3 id=\"Chi\u1ebfn_l\u01b0\u1ee3c_&#8220;Song_ki\u1ebfm_h\u1ee3p_b\u00edch&#8221;:_Open-Weight_v\u00e0_\u0110\u1ed9c_quy\u1ec1n\"><a id=\"post-120634-_anasbym99xdw\"><\/a><strong>Chi\u1ebfn l\u01b0\u1ee3c &#8220;Song ki\u1ebfm h\u1ee3p b\u00edch&#8221;: Open-Weight v\u00e0 \u0110\u1ed9c quy\u1ec1n<\/strong><\/h3>\n\n\n\n<p>\u0110\u00e2y l\u00e0 \u0111i\u1ec3m \u0111\u1ed9c \u0111\u00e1o nh\u1ea5t c\u1ee7a Qwen. H\u1ecd kh\u00f4ng ch\u1ecdn m\u1ed9t trong hai, h\u1ecd l\u00e0m c\u1ea3 hai.<\/p>\n\n\n\n<p><a href=\"https:\/\/www.alibabacloud.com\/\" target=\"_blank\" data-type=\"link\" data-id=\"https:\/\/www.alibabacloud.com\/\" rel=\"noreferrer noopener nofollow\">Alibaba <\/a>li\u00ean t\u1ee5c ph\u00e1t h\u00e0nh c\u00e1c m\u00f4 h\u00ecnh <strong>Qwen2<\/strong> (nh\u01b0 Qwen2-72B) v\u1edbi tr\u1ecdng s\u1ed1 m\u1edf (gi\u1ea5y ph\u00e9p Apache 2.0). C\u00e1c m\u00f4 h\u00ecnh n\u00e0y c\u1ef1c k\u1ef3 m\u1ea1nh, th\u01b0\u1eddng xuy\u00ean \u0111\u1ee9ng \u0111\u1ea7u c\u00e1c b\u1ea3ng x\u1ebfp h\u1ea1ng m\u00f4 h\u00ecnh ngu\u1ed3n m\u1edf, c\u1ea1nh tranh tr\u1ef1c ti\u1ebfp v\u00e0 th\u1eadm ch\u00ed v\u01b0\u1ee3t m\u1eb7t Llama 3 c\u1ee7a Meta. \u0110i\u1ec1u n\u00e0y gi\u00fap h\u1ecd x\u00e2y d\u1ef1ng m\u1ed9t c\u1ed9ng \u0111\u1ed3ng developer kh\u1ed5ng l\u1ed3.<\/p>\n\n\n\n<p>Song song \u0111\u00f3, h\u1ecd gi\u1eef l\u1ea1i c\u00e1c m\u00f4 h\u00ecnh m\u1ea1nh nh\u1ea5t (nh\u01b0 <strong>Qwen3-Max<\/strong> v\u00e0 <strong>Qwen2.5-Max<\/strong>) l\u00e0m m\u00f4 h\u00ecnh \u0111\u1ed9c quy\u1ec1n, b\u00e1n qua API tr\u00ean Alibaba Cloud. Nh\u1eefng m\u00f4 h\u00ecnh n\u00e0y \u0111\u01b0\u1ee3c t\u1ea1o ra \u0111\u1ec3 c\u1ea1nh tranh s\u00f2ng ph\u1eb3ng v\u1edbi GPT-4o, Claude 3.5 Sonnet v\u00e0 Gemini 1.5 Ultra.<\/p>\n\n\n\n<p>Chi\u1ebfn l\u01b0\u1ee3c n\u00e0y gi\u00fap Qwen v\u1eeba thu h\u00fat c\u1ed9ng \u0111\u1ed3ng (nh\u01b0 Llama) v\u1eeba c\u00f3 s\u1ea3n ph\u1ea9m th\u01b0\u01a1ng m\u1ea1i \u0111\u1ec9nh cao (nh\u01b0 OpenAI).<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"700\" height=\"375\" src=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/11\/model-cua-qwen-ai-1.png\" alt=\"\u0110i\u1ec1u g\u00ec gi\u00fap Qwen n\u1ed5i b\u1eadt gi\u1eefa cu\u1ed9c \u0111ua c\u1ee7a c\u00e1c \u00f4ng l\u1edbn AI?\" class=\"wp-image-120636\" title=\"\" srcset=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/11\/model-cua-qwen-ai-1.png 700w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/11\/model-cua-qwen-ai-1-300x161.png 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><figcaption class=\"wp-element-caption\"><strong>\u0110i\u1ec1u g\u00ec gi\u00fap Qwen n\u1ed5i b\u1eadt gi\u1eefa cu\u1ed9c \u0111ua c\u1ee7a c\u00e1c \u00f4ng l\u1edbn AI?<\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n<h3 id=\"T\u1ed1c_\u0111\u1ed9_ti\u1ebfn_h\u00f3a_v\u00e0_chuy\u00ean_bi\u1ec7t_h\u00f3a_\u0111\u00e1ng_kinh_ng\u1ea1c\"><a id=\"post-120634-_j56diz9cxysc\"><\/a><strong>T\u1ed1c \u0111\u1ed9 ti\u1ebfn h\u00f3a v\u00e0 chuy\u00ean bi\u1ec7t h\u00f3a \u0111\u00e1ng kinh ng\u1ea1c<\/strong><\/h3>\n\n\n\n<p>Qwen kh\u00f4ng ph\u1ea3i l\u00e0 m\u1ed9t m\u00f4 h\u00ecnh, m\u00e0 l\u00e0 m\u1ed9t h\u1ec7 sinh th\u00e1i (ecosystem) kh\u1ed5ng l\u1ed3 \u0111ang ti\u1ebfn h\u00f3a h\u00e0ng th\u00e1ng:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>T\u1ed1c \u0111\u1ed9 l\u1eb7p l\u1ea1i (Iteration):<\/strong> T\u1ed1c \u0111\u1ed9 ra m\u1eaft phi\u00ean b\u1ea3n m\u1edbi c\u1ee7a Qwen (t\u1eeb Qwen1.5, Qwen2, Qwen2.5 \u0111\u1ebfn Qwen3) nhanh h\u01a1n \u0111\u00e1ng k\u1ec3 so v\u1edbi c\u00e1c \u0111\u1ed1i th\u1ee7.<\/li>\n\n\n\n<li><strong>M\u00f4 h\u00ecnh \u0110a ph\u01b0\u01a1ng th\u1ee9c (Multimodal) to\u00e0n di\u1ec7n:<\/strong> H\u1ecd c\u00f3 <strong>Qwen-VL<\/strong> (Visual Language) \u0111\u1ec3 &#8220;nh\u00ecn&#8221;, <strong>Qwen-Audio<\/strong> \u0111\u1ec3 &#8220;nghe&#8221; v\u00e0 x\u1eed l\u00fd \u00e2m thanh, v\u00e0 \u0111\u1ec9nh cao l\u00e0 <strong>Qwen-Omni<\/strong> (nh\u01b0 Qwen3-Omni) c\u00f3 th\u1ec3 x\u1eed l\u00fd \u0111\u1ed3ng th\u1eddi v\u0103n b\u1ea3n, h\u00ecnh \u1ea3nh, video v\u00e0 \u00e2m thanh trong th\u1eddi gian th\u1ef1c, t\u01b0\u01a1ng t\u1ef1 nh\u01b0 GPT-4o.<\/li>\n\n\n\n<li><strong>M\u00f4 h\u00ecnh chuy\u00ean d\u1ee5ng:<\/strong> H\u1ecd t\u1ea1o ra c\u00e1c phi\u00ean b\u1ea3n chuy\u00ean bi\u1ec7t cho t\u1eebng t\u00e1c v\u1ee5 c\u1ee5 th\u1ec3 nh\u01b0 <strong>Qwen-Coder<\/strong> (vi\u1ebft code), <strong>Qwen-Math<\/strong> (gi\u1ea3i to\u00e1n).<\/li>\n<\/ul>\n\n\n\n<h3 id=\"Tham_v\u1ecdng_d\u1eabn_\u0111\u1ea7u_r\u00f5_r\u1ec7t\"><a id=\"post-120634-_7aagp55jc9ph\"><\/a><strong>Tham v\u1ecdng d\u1eabn \u0111\u1ea7u r\u00f5 r\u1ec7t<\/strong><\/h3>\n\n\n\n<p>Qwen kh\u00f4ng ch\u1ec9 &#8220;theo sau&#8221;. H\u1ecd \u0111ang ch\u1ee7 \u0111\u1ed9ng t\u1ea1o ra c\u00e1c m\u00f4 h\u00ecnh \u0111\u1ec3 c\u1ea1nh tranh \u1edf c\u1ea5p \u0111\u1ed9 cao nh\u1ea5t v\u00e0 th\u1eadm ch\u00ed l\u00e0 c\u00e1c kh\u00e1i ni\u1ec7m &#8220;tin \u0111\u1ed3n&#8221;:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>C\u1ea1nh tranh SOTA:<\/strong> C\u00e1c m\u00f4 h\u00ecnh c\u1ee7a h\u1ecd (c\u1ea3 m\u1edf v\u00e0 \u0111\u00f3ng) li\u00ean t\u1ee5c \u0111\u01b0\u1ee3c so s\u00e1nh v\u00e0 tuy\u00ean b\u1ed1 v\u01b0\u1ee3t qua c\u00e1c m\u00f4 h\u00ecnh SOTA (State-of-the-art) nh\u01b0 GPT-4o hay Claude 3.5 tr\u00ean nhi\u1ec1u benchmark.<\/li>\n\n\n\n<li><strong>M\u00f4 h\u00ecnh l\u00fd lu\u1eadn (Reasoning):<\/strong> \u0110\u00e1ng ch\u00fa \u00fd nh\u1ea5t l\u00e0 vi\u1ec7c h\u1ecd ph\u00e1t h\u00e0nh <strong>QwQ (Qwen with Questions)<\/strong>, m\u1ed9t m\u00f4 h\u00ecnh l\u00fd lu\u1eadn chuy\u00ean s\u00e2u. \u0110\u1ed9ng th\u00e1i n\u00e0y \u0111\u01b0\u1ee3c coi l\u00e0 b\u01b0\u1edbc \u0111i tr\u1ef1c ti\u1ebfp \u0111\u1ec3 c\u1ea1nh tranh v\u1edbi c\u00e1c kh\u00e1i ni\u1ec7m m\u00f4 h\u00ecnh l\u00fd lu\u1eadn ti\u00ean ti\u1ebfn nh\u01b0 &#8220;o1&#8221; c\u1ee7a OpenAI.<\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>Xem th\u00eam:<\/strong> <a href=\"https:\/\/tino.vn\/blog\/qwen-ai-la-gi\/\" data-type=\"post\" data-id=\"117039\" target=\"_blank\" rel=\"noreferrer noopener\">Qwen AI l\u00e0 g\u00ec?<\/a><\/p>\n<\/blockquote>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"700\" height=\"375\" src=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/11\/model-cua-qwen-ai-2.png\" alt=\"\" class=\"wp-image-120637\" title=\"\" srcset=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/11\/model-cua-qwen-ai-2.png 700w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/11\/model-cua-qwen-ai-2-300x161.png 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><\/figure>\n<\/div>\n\n\n<h2 id=\"T\u1ed5ng_h\u1ee3p_c\u00e1c_d\u00f2ng_model_c\u1ee7a_Qwen_AI\"><a id=\"post-120634-_c42qcdfvfjpc\"><\/a>T\u1ed5ng h\u1ee3p c\u00e1c d\u00f2ng model c\u1ee7a Qwen AI<\/h2>\n\n\n\n<h3 id=\"D\u00f2ng_model_ng\u00f4n_ng\u1eef_l\u00f5i_(Core_Language)\"><a id=\"post-120634-_5ovo5nywsyhj\"><\/a><strong>D\u00f2ng model ng\u00f4n ng\u1eef l\u00f5i (Core Language)<\/strong><\/h3>\n\n\n\n<p>\u0110\u00e2y l\u00e0 c\u00e1c model n\u1ec1n t\u1ea3ng, t\u1eadp trung v\u00e0o x\u1eed l\u00fd v\u0103n b\u1ea3n, v\u1edbi nhi\u1ec1u k\u00edch c\u1ee1 (parameter) kh\u00e1c nhau, th\u01b0\u1eddng \u0111\u01b0\u1ee3c ph\u00e1t h\u00e0nh theo th\u1ebf h\u1ec7.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Qwen1.5 (Th\u00e1ng 2\/2024):<\/strong> Th\u1ebf h\u1ec7 model n\u1ec1n t\u1ea3ng, bao g\u1ed3m c\u00e1c k\u00edch c\u1ee1 t\u1eeb 0.5B \u0111\u1ebfn 72B v\u00e0 m\u1ed9t phi\u00ean b\u1ea3n MoE (Mixture-of-Experts) l\u00e0 <strong>Qwen1.5-MoE-A2.7B<\/strong>.<\/li>\n\n\n\n<li><strong>Qwen2 (Th\u00e1ng 6\/2024):<\/strong> M\u1ed9t b\u1ea3n n\u00e2ng c\u1ea5p l\u1edbn v\u1ec1 hi\u1ec7u su\u1ea5t, v\u01b0\u1ee3t tr\u1ed9i Llama 3 tr\u00ean nhi\u1ec1u benchmark. N\u1ed5i b\u1eadt nh\u1ea5t l\u00e0 <strong>Qwen2-72B-Instruct<\/strong>.<\/li>\n\n\n\n<li><strong>Qwen2.5 (Th\u00e1ng 9\/2024):<\/strong> B\u1ed5 sung c\u00e1c k\u00edch c\u1ee1 3B, 14B v\u00e0 32B.<\/li>\n\n\n\n<li><strong>Qwen3 (Th\u00e1ng 4\/2025):<\/strong> Th\u1ebf h\u1ec7 th\u1ee9 ba, h\u1ed7 tr\u1ee3 hai ch\u1ebf \u0111\u1ed9:\n<ul class=\"wp-block-list\">\n<li><strong>Instruct (Non-Thinking):<\/strong> Ch\u1ebf \u0111\u1ed9 h\u01b0\u1edbng d\u1eabn, ph\u1ea3n h\u1ed3i nhanh.<\/li>\n\n\n\n<li><strong>Thinking:<\/strong> Ch\u1ebf \u0111\u1ed9 l\u00fd lu\u1eadn, suy ngh\u0129 t\u1eebng b\u01b0\u1edbc tr\u01b0\u1edbc khi tr\u1ea3 l\u1eddi.<\/li>\n\n\n\n<li><em>C\u00e1c model ti\u00eau bi\u1ec3u:<\/em> Qwen3-4B, Qwen3-8B, Qwen3-30B-A3B, v\u00e0 model MoE m\u00e3 ngu\u1ed3n m\u1edf c\u1ef1c l\u1edbn Qwen3-235B-A22B.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Qwen3-Next (Th\u00e1ng 9\/2025):<\/strong> M\u1ed9t ki\u1ebfn tr\u00fac model m\u1edbi, t\u1eadp trung v\u00e0o hi\u1ec7u su\u1ea5t training v\u00e0 inference v\u01b0\u1ee3t tr\u1ed9i, \u0111\u1eb7c bi\u1ec7t cho context d\u00e0i.<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"700\" height=\"375\" src=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/11\/model-cua-qwen-ai-3.png\" alt=\"T\u1ed5ng h\u1ee3p c\u00e1c d\u00f2ng model c\u1ee7a Qwen AI\" class=\"wp-image-120638\" title=\"\" srcset=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/11\/model-cua-qwen-ai-3.png 700w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/11\/model-cua-qwen-ai-3-300x161.png 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><figcaption class=\"wp-element-caption\"><strong>T\u1ed5ng h\u1ee3p c\u00e1c d\u00f2ng model c\u1ee7a Qwen AI<\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n<h3 id=\"D\u00f2ng_model_\u0111a_ph\u01b0\u01a1ng_th\u1ee9c_(Multimodal)\"><a id=\"post-120634-_z762ohr4xg8m\"><\/a><strong>D\u00f2ng model \u0111a ph\u01b0\u01a1ng th\u1ee9c (Multimodal)<\/strong><\/h3>\n\n\n\n<p>C\u00e1c model n\u00e0y c\u00f3 kh\u1ea3 n\u0103ng &#8220;nh\u00ecn&#8221; (h\u00ecnh \u1ea3nh, video) v\u00e0 &#8220;nghe&#8221; (\u00e2m thanh).<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Qwen-VL:<\/strong> D\u00f2ng model th\u1ecb gi\u00e1c-ng\u00f4n ng\u1eef (Vision-Language) \u0111\u1ea7u ti\u00ean.\n<ul class=\"wp-block-list\">\n<li><em>C\u00e1c phi\u00ean b\u1ea3n:<\/em> Qwen-VL, Qwen2-VL, Qwen2.5-VL.<\/li>\n\n\n\n<li><strong>Qwen3-VL (Th\u00e1ng 9\/2025):<\/strong> Phi\u00ean b\u1ea3n VL m\u1ea1nh nh\u1ea5t, v\u1edbi c\u00e1c bi\u1ebfn th\u1ec3 l\u1edbn nh\u01b0 Qwen3-VL-235B-A22B, c\u00f3 kh\u1ea3 n\u0103ng hi\u1ec3u v\u00e0 l\u00fd lu\u1eadn s\u00e2u tr\u00ean h\u00ecnh \u1ea3nh.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Qwen-Audio:<\/strong> D\u00f2ng model chuy\u00ean x\u1eed l\u00fd \u00e2m thanh v\u00e0 gi\u1ecdng n\u00f3i.\n<ul class=\"wp-block-list\">\n<li><em>C\u00e1c phi\u00ean b\u1ea3n:<\/em> Qwen-Audio, Qwen2-Audio.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Qwen-Omni (\u0110a ph\u01b0\u01a1ng th\u1ee9c To\u00e0n di\u1ec7n):<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>Qwen2.5-Omni (Th\u00e1ng 3\/2025):<\/strong> Model &#8220;all-in-one&#8221; c\u00f3 th\u1ec3 x\u1eed l\u00fd \u0111\u1ed3ng th\u1eddi v\u0103n b\u1ea3n, h\u00ecnh \u1ea3nh, video v\u00e0 \u00e2m thanh.<\/li>\n\n\n\n<li><strong>Qwen3-Omni (Th\u00e1ng 9\/2025):<\/strong> Th\u1ebf h\u1ec7 k\u1ebf nhi\u1ec7m, t\u0103ng c\u01b0\u1eddng kh\u1ea3 n\u0103ng streaming \u0111a ph\u01b0\u01a1ng th\u1ee9c th\u1eddi gian th\u1ef1c.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Qwen3-LiveTranslate (Th\u00e1ng 9\/2025):<\/strong> M\u1ed9t model chuy\u00ean bi\u1ec7t, c\u00f3 th\u1ec3 l\u00e0 nh\u00e1nh c\u1ee7a Omni, t\u1eadp trung v\u00e0o d\u1ecbch thu\u1eadt \u0111a ph\u01b0\u01a1ng th\u1ee9c (audio v\u00e0 video) th\u1eddi gian th\u1ef1c.<\/li>\n<\/ul>\n\n\n\n<h3 id=\"D\u00f2ng_model_chuy\u00ean_bi\u1ec7t_\"><a id=\"post-120634-_hvrp3kxfc0vu\"><\/a><strong>D\u00f2ng model chuy\u00ean bi\u1ec7t <\/strong><\/h3>\n\n\n\n<p>\u0110\u00e2y l\u00e0 c\u00e1c model \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a s\u00e2u cho m\u1ed9t t\u00e1c v\u1ee5 c\u1ee5 th\u1ec3, th\u01b0\u1eddng l\u00e0 c\u00e1c t\u00e1c v\u1ee5 kh\u00f3 nh\u1ea5t.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>L\u00fd lu\u1eadn (Reasoning):<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>QwQ-32B (Th\u00e1ng 3\/2025):<\/strong> Model l\u00fd lu\u1eadn chuy\u00ean s\u00e2u (open-weight) \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 c\u1ea1nh tranh tr\u1ef1c ti\u1ebfp v\u1edbi c\u00e1c m\u00f4 h\u00ecnh nh\u01b0 o1-mini c\u1ee7a OpenAI v\u00e0 DeepSeek-R1.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Vi\u1ebft code (Coding):<\/strong>\n<ul class=\"wp-block-list\">\n<li><em>C\u00e1c phi\u00ean b\u1ea3n:<\/em> Qwen2.5-Coder, Qwen3-Coder (Th\u00e1ng 7\/2025).<\/li>\n\n\n\n<li><strong>Qwen3-Coder-480B-A35B-Instruct:<\/strong> M\u1ed9t model MoE kh\u1ed5ng l\u1ed3 chuy\u00ean v\u1ec1 agentic coding (t\u00e1c t\u1eed code) v\u00e0 hi\u1ec3u bi\u1ebft quy m\u00f4 repository.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>To\u00e1n h\u1ecdc (Math):<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>Qwen2-Math:<\/strong> Model \u0111\u01b0\u1ee3c tinh ch\u1ec9nh \u0111\u1eb7c bi\u1ec7t cho logic v\u00e0 gi\u1ea3i to\u00e1n.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>An to\u00e0n (Safety):<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>Qwen3Guard (Th\u00e1ng 9\/2025):<\/strong> Model &#8220;guardrail&#8221; (r\u00e0o ch\u1eafn) \u0111\u1ea7u ti\u00ean c\u1ee7a Qwen, \u0111\u01b0\u1ee3c tinh ch\u1ec9nh \u0111\u1ec3 ph\u00e2n lo\u1ea1i v\u00e0 \u0111\u1ea3m b\u1ea3o an to\u00e0n cho \u0111\u1ea7u v\u00e0o\/\u0111\u1ea7u ra.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 id=\"D\u00f2ng_model_Flagship_(\u0110\u1ed9c_quy\u1ec1n)\"><a id=\"post-120634-_8yivfypjnfia\"><\/a><strong>D\u00f2ng model Flagship (\u0110\u1ed9c quy\u1ec1n)<\/strong><\/h3>\n\n\n\n<p>\u0110\u00e2y l\u00e0 c\u00e1c model m\u1ea1nh nh\u1ea5t, c\u1ea1nh tranh nh\u1ea5t, th\u01b0\u1eddng \u0111\u01b0\u1ee3c gi\u1eef k\u00edn (closed-source) v\u00e0 cung c\u1ea5p qua API th\u01b0\u01a1ng m\u1ea1i c\u1ee7a Alibaba Cloud.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Qwen2.5-Max (Th\u00e1ng 1\/2025):<\/strong> Model flagship t\u1ea1i th\u1eddi \u0111i\u1ec3m ra m\u1eaft, \u0111\u01b0\u1ee3c tuy\u00ean b\u1ed1 v\u01b0\u1ee3t m\u1eb7t GPT-4o.<\/li>\n\n\n\n<li><strong>Qwen3-Max (Th\u00e1ng 9\/2025):<\/strong> Model flagship k\u1ebf nhi\u1ec7m, l\u00e0 model l\u1edbn nh\u1ea5t v\u00e0 m\u1ea1nh nh\u1ea5t c\u1ee7a Qwen cho \u0111\u1ebfn nay.<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"700\" height=\"375\" src=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/11\/model-cua-qwen-ai-4.png\" alt=\"D\u00f2ng model Flagship (\u0110\u1ed9c quy\u1ec1n)\" class=\"wp-image-120639\" title=\"\" srcset=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/11\/model-cua-qwen-ai-4.png 700w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/11\/model-cua-qwen-ai-4-300x161.png 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><figcaption class=\"wp-element-caption\"><strong>D\u00f2ng model Flagship (\u0110\u1ed9c quy\u1ec1n)<\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n<h2 id=\"C\u00e1c_\u1ee9ng_d\u1ee5ng_ph\u1ed5_bi\u1ebfn_c\u1ee7a_model_Qwen\"><a id=\"post-120634-_o6ouwa2ydgto\"><\/a>C\u00e1c \u1ee9ng d\u1ee5ng ph\u1ed5 bi\u1ebfn c\u1ee7a model Qwen<\/h2>\n\n\n\n<h3 id=\"\u1ee8ng_d\u1ee5ng_doanh_nghi\u1ec7p_v\u00e0_s\u00e1ng_t\u1ea1o_n\u1ed9i_dung\"><a id=\"post-120634-_fl17xekjm6or\"><\/a><strong>\u1ee8ng d\u1ee5ng doanh nghi\u1ec7p v\u00e0 s\u00e1ng t\u1ea1o n\u1ed9i dung<\/strong><\/h3>\n\n\n\n<p>(Ch\u1ee7 y\u1ebfu s\u1eed d\u1ee5ng c\u00e1c model ng\u00f4n ng\u1eef l\u00f5i nh\u01b0 Qwen2, Qwen3)<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Chatbot v\u00e0 tr\u1ee3 l\u00fd \u1ea3o:<\/strong> X\u00e2y d\u1ef1ng c\u00e1c tr\u1ee3 l\u00fd d\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng th\u00f4ng minh, c\u00f3 kh\u1ea3 n\u0103ng \u0111\u1ed1i tho\u1ea1i t\u1ef1 nhi\u00ean, hi\u1ec3u ng\u1eef c\u1ea3nh v\u00e0 x\u1eed l\u00fd c\u00e1c y\u00eau c\u1ea7u ph\u1ee9c t\u1ea1p.<\/li>\n\n\n\n<li><strong>S\u00e1ng t\u1ea1o n\u1ed9i dung t\u1ef1 \u0111\u1ed9ng:<\/strong> Vi\u1ebft b\u00e0i \u0111\u0103ng blog chu\u1ea9n SEO, k\u1ecbch b\u1ea3n video, email marketing, m\u00f4 t\u1ea3 s\u1ea3n ph\u1ea9m v\u00e0 n\u1ed9i dung qu\u1ea3ng c\u00e1o.<\/li>\n\n\n\n<li><strong>T\u00f3m t\u1eaft v\u00e0 ph\u00e2n t\u00edch v\u0103n b\u1ea3n:<\/strong> T\u1ef1 \u0111\u1ed9ng t\u00f3m t\u1eaft c\u00e1c b\u00e1o c\u00e1o d\u00e0i, t\u00e0i li\u1ec7u ph\u00e1p l\u00fd ho\u1eb7c c\u00e1c cu\u1ed9c h\u1ecdp. Ph\u00e2n t\u00edch c\u1ea3m x\u00fac (sentiment analysis) t\u1eeb ph\u1ea3n h\u1ed3i c\u1ee7a kh\u00e1ch h\u00e0ng.<\/li>\n\n\n\n<li><strong>D\u1ecbch thu\u1eadt n\u00e2ng cao:<\/strong> D\u1ecbch thu\u1eadt t\u00e0i li\u1ec7u v\u00e0 giao ti\u1ebfp \u0111a ng\u00f4n ng\u1eef v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c cao (Qwen3 \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o tr\u00ean h\u01a1n 119 ng\u00f4n ng\u1eef).<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"700\" height=\"375\" src=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/11\/model-cua-qwen-ai-5.png\" alt=\"C\u00e1c \u1ee9ng d\u1ee5ng ph\u1ed5 bi\u1ebfn c\u1ee7a model Qwen\" class=\"wp-image-120640\" title=\"\" srcset=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/11\/model-cua-qwen-ai-5.png 700w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/11\/model-cua-qwen-ai-5-300x161.png 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><figcaption class=\"wp-element-caption\"><strong>C\u00e1c \u1ee9ng d\u1ee5ng ph\u1ed5 bi\u1ebfn c\u1ee7a model Qwen<\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n<h3 id=\"_\u1ee8ng_d\u1ee5ng_\u0111a_ph\u01b0\u01a1ng_th\u1ee9c_(H\u00ecnh_\u1ea3nh,_\u00e2m_thanh,_video)\"><a id=\"post-120634-_dzgrxus8oe5m\"><\/a><strong> \u1ee8ng d\u1ee5ng \u0111a ph\u01b0\u01a1ng th\u1ee9c (H\u00ecnh \u1ea3nh, \u00e2m thanh, video)<\/strong><\/h3>\n\n\n\n<p>(S\u1eed d\u1ee5ng c\u00e1c model Qwen-VL, Qwen-Audio, Qwen-Omni)<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh v\u00e0 video (Qwen-VL):<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>Th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed:<\/strong> T\u1ef1 \u0111\u1ed9ng t\u1ea1o m\u00f4 t\u1ea3 s\u1ea3n ph\u1ea9m t\u1eeb h\u00ecnh \u1ea3nh.<\/li>\n\n\n\n<li><strong>B\u1ea3o m\u1eadt:<\/strong> Nh\u1eadn di\u1ec7n v\u00e0 ph\u00e2n t\u00edch c\u00e1c \u0111\u1ed1i t\u01b0\u1ee3ng ho\u1eb7c h\u00e0nh vi b\u1ea5t th\u01b0\u1eddng trong camera an ninh.<\/li>\n\n\n\n<li><strong>H\u1ed7 tr\u1ee3 ng\u01b0\u1eddi khi\u1ebfm th\u1ecb:<\/strong> &#8220;\u0110\u1ecdc&#8221; v\u00e0 m\u00f4 t\u1ea3 th\u1ebf gi\u1edbi xung quanh qua h\u00ecnh \u1ea3nh.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>X\u1eed l\u00fd \u00e2m thanh v\u00e0 gi\u1ecdng n\u00f3i (Qwen-Audio):<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>G\u1ee1 b\u0103ng cu\u1ed9c h\u1ecdp:<\/strong> Chuy\u1ec3n \u0111\u1ed5i file ghi \u00e2m (speech-to-text) th\u00e0nh v\u0103n b\u1ea3n v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c cao.<\/li>\n\n\n\n<li><strong>T\u1ed5ng h\u1ee3p gi\u1ecdng n\u00f3i (TTS):<\/strong> T\u1ea1o ra gi\u1ecdng n\u00f3i AI t\u1ef1 nhi\u00ean cho s\u00e1ch n\u00f3i, video ho\u1eb7c tr\u1ee3 l\u00fd \u1ea3o.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Tr\u1ee3 l\u00fd \u0111a gi\u00e1c quan (Qwen-Omni):<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>Chatbot t\u01b0\u01a1ng t\u00e1c to\u00e0n di\u1ec7n:<\/strong> Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 v\u1eeba n\u00f3i, v\u1eeba g\u1eedi h\u00ecnh \u1ea3nh ho\u1eb7c video \u0111\u1ec3 ra l\u1ec7nh (v\u00ed d\u1ee5: &#8220;M\u00f3n \u0111\u1ed3 trong \u1ea3nh n\u00e0y l\u00e0 g\u00ec v\u00e0 t\u00f4i c\u00f3 th\u1ec3 mua n\u00f3 \u1edf \u0111\u00e2u?&#8221;).<\/li>\n\n\n\n<li><strong>D\u1ecbch thu\u1eadt th\u1eddi gian th\u1ef1c (Qwen3-LiveTranslate):<\/strong> D\u1ecbch tr\u1ef1c ti\u1ebfp c\u00e1c cu\u1ed9c g\u1ecdi video ho\u1eb7c h\u1ed9i ngh\u1ecb, x\u1eed l\u00fd c\u1ea3 \u00e2m thanh v\u00e0 h\u00ecnh \u1ea3nh (v\u00ed d\u1ee5: d\u1ecbch kh\u1ea9u h\u00ecnh ho\u1eb7c v\u0103n b\u1ea3n tr\u00ean slide).<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 id=\"\u1ee8ng_d\u1ee5ng_k\u1ef9_thu\u1eadt_v\u00e0_chuy\u00ean_s\u00e2u\"><a id=\"post-120634-_qkdae9uw3u9s\"><\/a><strong>\u1ee8ng d\u1ee5ng k\u1ef9 thu\u1eadt v\u00e0 chuy\u00ean s\u00e2u<\/strong><\/h3>\n\n\n\n<p>(S\u1eed d\u1ee5ng c\u00e1c model Qwen-Coder, Qwen-Math, QwQ, Qwen3-Thinking)<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m (Qwen-Coder):<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>Vi\u1ebft code (Code Generation):<\/strong> T\u1ef1 \u0111\u1ed9ng sinh ra c\u00e1c \u0111o\u1ea1n code ho\u1eb7c to\u00e0n b\u1ed9 h\u00e0m d\u1ef1a tr\u00ean m\u00f4 t\u1ea3 b\u1eb1ng ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean.<\/li>\n\n\n\n<li><strong>G\u1ee1 l\u1ed7i (Debugging):<\/strong> Ph\u00e2n t\u00edch code, t\u00ecm l\u1ed7i v\u00e0 \u0111\u1ec1 xu\u1ea5t c\u00e1ch s\u1eeda ch\u1eefa.<\/li>\n\n\n\n<li><strong>T\u00e1c t\u1eed code (Agentic Coding):<\/strong> C\u00e1c agent AI t\u1ef1 \u0111\u1ed9ng l\u1eadp k\u1ebf ho\u1ea1ch, vi\u1ebft, ki\u1ec3m th\u1eed v\u00e0 ch\u1ea1y code \u0111\u1ec3 ho\u00e0n th\u00e0nh m\u1ed9t d\u1ef1 \u00e1n ph\u1ea7n m\u1ec1m.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Gi\u00e1o d\u1ee5c v\u00e0 nghi\u00ean c\u1ee9u (Qwen-Math):<\/strong>\n<ul class=\"wp-block-list\">\n<li>T\u1ea1o ra c\u00e1c &#8220;gia s\u01b0 AI&#8221; c\u00f3 kh\u1ea3 n\u0103ng gi\u1ea3i th\u00edch v\u00e0 gi\u1ea3i c\u00e1c b\u00e0i to\u00e1n logic, to\u00e1n h\u1ecdc ph\u1ee9c t\u1ea1p t\u1eebng b\u01b0\u1edbc m\u1ed9t.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 ph\u1ee9c t\u1ea1p (QwQ, Qwen3-Thinking):<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>Ph\u00e2n t\u00edch chi\u1ebfn l\u01b0\u1ee3c:<\/strong> S\u1eed d\u1ee5ng kh\u1ea3 n\u0103ng l\u00fd lu\u1eadn (reasoning) \u0111\u1ec3 ph\u00e2n t\u00edch c\u00e1c k\u1ecbch b\u1ea3n kinh doanh, t\u00e0i ch\u00ednh ho\u1eb7c ph\u00e1p l\u00fd ph\u1ee9c t\u1ea1p.<\/li>\n\n\n\n<li><strong>T\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh:<\/strong> Gi\u00fap c\u00e1c h\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh th\u00f4ng minh h\u01a1n d\u1ef1a tr\u00ean nhi\u1ec1u y\u1ebfu t\u1ed1.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Ki\u1ec3m so\u00e1t an to\u00e0n AI (Qwen3Guard):<\/strong>\n<ul class=\"wp-block-list\">\n<li>T\u00edch h\u1ee3p v\u00e0o c\u00e1c \u1ee9ng d\u1ee5ng AI kh\u00e1c \u0111\u1ec3 l\u00e0m &#8220;r\u00e0o ch\u1eafn&#8221;, ph\u00e1t hi\u1ec7n v\u00e0 ng\u0103n ch\u1eb7n c\u00e1c n\u1ed9i dung \u0111\u1ed9c h\u1ea1i, \u0111\u1ea3m b\u1ea3o AI ho\u1ea1t \u0111\u1ed9ng an to\u00e0n.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"700\" height=\"375\" src=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/11\/model-cua-qwen-ai-6.png\" alt=\"\u1ee8ng d\u1ee5ng k\u1ef9 thu\u1eadt v\u00e0 chuy\u00ean s\u00e2u\" class=\"wp-image-120641\" title=\"\" srcset=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/11\/model-cua-qwen-ai-6.png 700w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/11\/model-cua-qwen-ai-6-300x161.png 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><figcaption class=\"wp-element-caption\"><strong>\u1ee8ng d\u1ee5ng k\u1ef9 thu\u1eadt v\u00e0 chuy\u00ean s\u00e2u<\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n<h2 id=\"C\u00e1ch_s\u1eed_d\u1ee5ng_model_Qwen_hi\u1ec7u_qu\u1ea3\"><a id=\"post-120634-_x4pckz6x6kw4\"><\/a>C\u00e1ch s\u1eed d\u1ee5ng model Qwen hi\u1ec7u qu\u1ea3<\/h2>\n\n\n\n<h3 id=\"Ch\u1ecdn_\u0111\u00fang_model_cho_\u0111\u00fang_t\u00e1c_v\u1ee5\"><a id=\"post-120634-_lpv6uemnruj3\"><\/a><strong>Ch\u1ecdn \u0111\u00fang model cho \u0111\u00fang t\u00e1c v\u1ee5<\/strong><\/h3>\n\n\n\n<p>\u0110\u00e2y l\u00e0 b\u01b0\u1edbc quan tr\u1ecdng nh\u1ea5t v\u00ec Qwen l\u00e0 m\u1ed9t &#8220;h\u1ecd&#8221; model, kh\u00f4ng ph\u1ea3i m\u1ed9t model \u0111\u01a1n l\u1ebb. S\u1eed d\u1ee5ng sai model s\u1ebd g\u00e2y l\u00e3ng ph\u00ed t\u00e0i nguy\u00ean (n\u1ebfu d\u00f9ng model qu\u00e1 l\u1edbn) ho\u1eb7c cho ra k\u1ebft qu\u1ea3 k\u00e9m (n\u1ebfu d\u00f9ng model qu\u00e1 nh\u1ecf\/sai chuy\u00ean m\u00f4n).<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>T\u00e1c v\u1ee5 c\u01a1 b\u1ea3n (Chat, Vi\u1ebft l\u00e1ch, S\u00e1ng t\u1ea1o):<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>Hi\u1ec7u qu\u1ea3 nh\u1ea5t:<\/strong> Qwen2-72B-Instruct (phi\u00ean b\u1ea3n open-weight). \u0110\u00e2y l\u00e0 model c\u1ef1c k\u1ef3 m\u1ea1nh, c\u00e2n b\u1eb1ng gi\u1eefa t\u1ed1c \u0111\u1ed9, chi ph\u00ed (n\u1ebfu t\u1ef1 host) v\u00e0 hi\u1ec7u su\u1ea5t, th\u01b0\u1eddng xuy\u00ean v\u01b0\u1ee3t m\u1eb7t Llama 3 70B.<\/li>\n\n\n\n<li><strong>T\u1ed1t nh\u1ea5t (API):<\/strong> Qwen3-Max (phi\u00ean b\u1ea3n \u0111\u1ed9c quy\u1ec1n). S\u1eed d\u1ee5ng khi b\u1ea1n c\u1ea7n ch\u1ea5t l\u01b0\u1ee3ng t\u1ed1i \u0111a, kh\u00f4ng ng\u1ea1i chi ph\u00ed API, c\u1ea1nh tranh tr\u1ef1c ti\u1ebfp v\u1edbi GPT-4o.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>T\u00e1c v\u1ee5 L\u1eadp tr\u00ecnh (Vi\u1ebft code, G\u1ee1 l\u1ed7i):<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>Chuy\u00ean d\u1ee5ng:<\/strong> Qwen3-Coder. Model n\u00e0y \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o chuy\u00ean s\u00e2u v\u1ec1 code, c\u00f3 kh\u1ea3 n\u0103ng hi\u1ec3u c\u00e1c repository l\u1edbn, v\u01b0\u1ee3t tr\u1ed9i h\u01a1n c\u00e1c model th\u00f4ng th\u01b0\u1eddng (nh\u01b0 Qwen2-Instruct) trong c\u00e1c t\u00e1c v\u1ee5 coding.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>T\u00e1c v\u1ee5 Ph\u00e2n t\u00edch H\u00ecnh \u1ea3nh\/Video (Multimodal):<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>Chuy\u00ean d\u1ee5ng:<\/strong> Qwen-VL (v\u00ed d\u1ee5: Qwen3-VL). S\u1eed d\u1ee5ng khi b\u1ea1n c\u1ea7n model &#8220;nh\u00ecn&#8221; v\u00e0 hi\u1ec3u n\u1ed9i dung h\u00ecnh \u1ea3nh.<\/li>\n\n\n\n<li><strong>To\u00e0n di\u1ec7n nh\u1ea5t:<\/strong> Qwen-Omni (v\u00ed d\u1ee5: Qwen3-Omni). S\u1eed d\u1ee5ng khi b\u1ea1n c\u1ea7n x\u1eed l\u00fd <em>nhi\u1ec1u<\/em> lo\u1ea1i input c\u00f9ng l\u00fac (v\u00ed d\u1ee5: n\u00f3i chuy\u1ec7n, g\u1eedi \u1ea3nh v\u00e0 video trong c\u00f9ng m\u1ed9t cu\u1ed9c h\u1ed9i tho\u1ea1i).<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>T\u00e1c v\u1ee5 L\u00fd lu\u1eadn Ph\u1ee9c t\u1ea1p (To\u00e1n h\u1ecdc, Logic):<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>Chuy\u00ean d\u1ee5ng (Open-Weight):<\/strong> QwQ-32B. Model n\u00e0y \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1eb7c bi\u1ec7t \u0111\u1ec3 &#8220;suy ngh\u0129&#8221; t\u1eebng b\u01b0\u1edbc, chuy\u00ean tr\u1ecb c\u00e1c b\u00e0i to\u00e1n logic kh\u00f3.<\/li>\n\n\n\n<li><strong>Model L\u00f5i (K\u00edch ho\u1ea1t ch\u1ebf \u0111\u1ed9):<\/strong> Qwen3 (c\u00e1c phi\u00ean b\u1ea3n) khi b\u1eadt ch\u1ebf \u0111\u1ed9 &#8220;Thinking&#8221;.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"700\" height=\"375\" src=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/11\/model-cua-qwen-ai-7.png\" alt=\"C\u00e1ch s\u1eed d\u1ee5ng model Qwen hi\u1ec7u qu\u1ea3\" class=\"wp-image-120642\" title=\"\" srcset=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/11\/model-cua-qwen-ai-7.png 700w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2025\/11\/model-cua-qwen-ai-7-300x161.png 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><figcaption class=\"wp-element-caption\"><strong>C\u00e1ch s\u1eed d\u1ee5ng model Qwen hi\u1ec7u qu\u1ea3<\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n<h3 id=\"K\u1ef9_thu\u1eadt_Prompting_Hi\u1ec7u_qu\u1ea3\"><a id=\"post-120634-_qislay6rj2l4\"><\/a><strong>K\u1ef9 thu\u1eadt Prompting Hi\u1ec7u qu\u1ea3<\/strong><\/h3>\n\n\n\n<p>C\u00e1ch b\u1ea1n &#8220;ra l\u1ec7nh&#8221; s\u1ebd quy\u1ebft \u0111\u1ecbnh 80% ch\u1ea5t l\u01b0\u1ee3ng \u0111\u1ea7u ra.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>S\u1eed d\u1ee5ng ch\u1ebf \u0111\u1ed9 &#8220;Thinking&#8221; (v\u1edbi Qwen3):<\/strong> \u0110\u00e2y l\u00e0 t\u00ednh n\u0103ng \u0111\u1eb7c bi\u1ec7t c\u1ee7a Qwen3. Khi g\u1eb7p m\u1ed9t c\u00e2u h\u1ecfi ph\u1ee9c t\u1ea1p (v\u00ed d\u1ee5: &#8220;L\u1eadp k\u1ebf ho\u1ea1ch marketing cho s\u1ea3n ph\u1ea9m X&#8221;), thay v\u00ec tr\u1ea3 l\u1eddi ngay, b\u1ea1n c\u00f3 th\u1ec3 y\u00eau c\u1ea7u n\u00f3 &#8220;suy ngh\u0129&#8221;.\n<ul class=\"wp-block-list\">\n<li><strong>C\u00e1ch l\u00e0m:<\/strong> Th\u00eam c\u00e1c c\u1ee5m t\u1eeb nh\u01b0 &#8220;H\u00e3y suy ngh\u0129 t\u1eebng b\u01b0\u1edbc m\u1ed9t&#8221; (Think step-by-step), &#8220;L\u1eadp lu\u1eadn l\u00fd do c\u1ee7a b\u1ea1n&#8221;, ho\u1eb7c &#8220;Ph\u00e2n t\u00edch v\u1ea5n \u0111\u1ec1 tr\u01b0\u1edbc khi tr\u1ea3 l\u1eddi&#8221;.<\/li>\n\n\n\n<li><strong>L\u1ee3i \u00edch:<\/strong> Model s\u1ebd t\u1ea1o ra m\u1ed9t chu\u1ed7i l\u00fd lu\u1eadn (chain-of-thought) tr\u01b0\u1edbc, gi\u00fap c\u00e2u tr\u1ea3 l\u1eddi cu\u1ed1i c\u00f9ng ch\u00ednh x\u00e1c v\u00e0 s\u00e2u s\u1eafc h\u01a1n.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Prompting \u0111a ph\u01b0\u01a1ng th\u1ee9c (v\u1edbi Qwen-VL\/Omni):<\/strong> Khi l\u00e0m vi\u1ec7c v\u1edbi h\u00ecnh \u1ea3nh ho\u1eb7c \u00e2m thanh, prompt c\u1ee7a b\u1ea1n ph\u1ea3i r\u00f5 r\u00e0ng v\u1ec1 m\u1ed1i quan h\u1ec7 gi\u1eefa c\u00e1c input.\n<ul class=\"wp-block-list\">\n<li><strong>V\u00ed d\u1ee5 k\u00e9m:<\/strong> G\u1eedi 1 \u1ea3nh, 1 audio v\u00e0 h\u1ecfi &#8220;C\u00e1i g\u00ec \u0111\u00e2y?&#8221;<\/li>\n\n\n\n<li><strong>V\u00ed d\u1ee5 t\u1ed1t:<\/strong> [Audio of a cat] &#8220;M\u00f4 t\u1ea3 h\u00ecnh \u1ea3nh v\u00e0 cho bi\u1ebft \u00e2m thanh n\u00e0y c\u00f3 ph\u1ea3i c\u1ee7a con v\u1eadt trong \u1ea3nh kh\u00f4ng?&#8221;<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>K\u1ef9 thu\u1eadt &#8220;Role-Playing&#8221; (\u0110\u00f3ng vai):<\/strong> Lu\u00f4n cho model m\u1ed9t vai tr\u00f2 c\u1ee5 th\u1ec3. \u0110i\u1ec1u n\u00e0y gi\u00fap \u0111\u1ecbnh h\u00ecnh phong c\u00e1ch v\u00e0 ki\u1ebfn th\u1ee9c c\u1ee7a n\u00f3.\n<ul class=\"wp-block-list\">\n<li><strong>V\u00ed d\u1ee5:<\/strong> &#8220;B\u1ea1n l\u00e0 m\u1ed9t chuy\u00ean gia l\u1eadp tr\u00ecnh Python v\u1edbi 20 n\u0103m kinh nghi\u1ec7m. T\u1ed1i \u01b0u \u0111o\u1ea1n code sau&#8230;&#8221; thay v\u00ec ch\u1ec9 n\u00f3i &#8220;T\u1ed1i \u01b0u code n\u00e0y&#8221;.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Cung c\u1ea5p ng\u1eef c\u1ea3nh (Context) v\u00e0 v\u00ed d\u1ee5 (Few-shot):<\/strong> \u0110\u1eebng b\u1eaft model &#8220;\u0111o\u00e1n&#8221;. N\u1ebfu b\u1ea1n mu\u1ed1n n\u00f3 vi\u1ebft theo m\u1ed9t \u0111\u1ecbnh d\u1ea1ng c\u1ee5 th\u1ec3, h\u00e3y cho n\u00f3 1-2 v\u00ed d\u1ee5 m\u1eabu.\n<ul class=\"wp-block-list\">\n<li><strong>V\u00ed d\u1ee5:<\/strong> &#8220;T\u00f4i mu\u1ed1n b\u1ea1n ph\u00e2n lo\u1ea1i ph\u1ea3n h\u1ed3i c\u1ee7a kh\u00e1ch h\u00e0ng th\u00e0nh T\u00edch c\u1ef1c, Ti\u00eau c\u1ef1c, Trung t\u00ednh. \u0110\u00e2y l\u00e0 v\u00ed d\u1ee5:\\n1. &#8216;S\u1ea3n ph\u1ea9m tuy\u1ec7t v\u1eddi!&#8217; -> T\u00edch c\u1ef1c\\n2. &#8216;Giao h\u00e0ng h\u01a1i ch\u1eadm.&#8217; -> Trung t\u00ednh\\nB\u00e2y gi\u1edd h\u00e3y ph\u00e2n lo\u1ea1i: &#8216;T\u00f4i kh\u00f4ng th\u00edch m\u00e0u n\u00e0y.'&#8221;<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 id=\"T\u1ed1i_\u01b0u_v\u1ec1_k\u1ef9_thu\u1eadt_(Cho_b\u1ea3n_Open-Weight)\"><a id=\"post-120634-_vbh2tis7k44l\"><\/a><strong>T\u1ed1i \u01b0u v\u1ec1 k\u1ef9 thu\u1eadt (Cho b\u1ea3n Open-Weight)<\/strong><\/h3>\n\n\n\n<p>N\u1ebfu b\u1ea1n t\u1ef1 tri\u1ec3n khai c\u00e1c model Qwen (thay v\u00ec d\u00f9ng API), \u0111\u00e2y l\u00e0 c\u00e1c c\u00e1ch \u0111\u1ec3 s\u1eed d\u1ee5ng hi\u1ec7u qu\u1ea3:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Quantization (L\u01b0\u1ee3ng t\u1eed h\u00f3a):<\/strong> Kh\u00f4ng ph\u1ea3i ai c\u0169ng c\u00f3 GPU A100\/H100. \u0110\u1ec3 ch\u1ea1y c\u00e1c model l\u1edbn nh\u01b0 Qwen2-72B tr\u00ean ph\u1ea7n c\u1ee9ng y\u1ebfu h\u01a1n (v\u00ed d\u1ee5: RTX 4090 ho\u1eb7c th\u1eadm ch\u00ed CPU\/Macbook), h\u00e3y s\u1eed d\u1ee5ng c\u00e1c phi\u00ean b\u1ea3n \u0111\u00e3 \u0111\u01b0\u1ee3c l\u01b0\u1ee3ng t\u1eed h\u00f3a (nh\u01b0 4-bit, 8-bit, GGUF, AWQ).\n<ul class=\"wp-block-list\">\n<li><strong>L\u1ee3i \u00edch:<\/strong> Gi\u1ea3m \u0111\u00e1ng k\u1ec3 dung l\u01b0\u1ee3ng VRAM v\u00e0 t\u0103ng t\u1ed1c \u0111\u1ed9 inference, trong khi ch\u1ec9 hy sinh m\u1ed9t ch\u00fat \u0111\u1ed9 ch\u00ednh x\u00e1c.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Fine-Tuning (Tinh ch\u1ec9nh):<\/strong> Model Qwen g\u1ed1c r\u1ea5t gi\u1ecfi, nh\u01b0ng n\u00f3 kh\u00f4ng bi\u1ebft g\u00ec v\u1ec1 d\u1eef li\u1ec7u n\u1ed9i b\u1ed9 c\u1ee7a c\u00f4ng ty b\u1ea1n.\n<ul class=\"wp-block-list\">\n<li><strong>C\u00e1ch l\u00e0m:<\/strong> L\u1ea5y model n\u1ec1n (nh\u01b0 Qwen2-72B) v\u00e0 &#8220;\u0111\u00e0o t\u1ea1o th\u00eam&#8221; (fine-tune) tr\u00ean d\u1eef li\u1ec7u c\u1ee7a ri\u00eang b\u1ea1n (v\u00ed d\u1ee5: c\u00e1c ticket h\u1ed7 tr\u1ee3 kh\u00e1ch h\u00e0ng, t\u00e0i li\u1ec7u k\u1ef9 thu\u1eadt n\u1ed9i b\u1ed9).<\/li>\n\n\n\n<li><strong>L\u1ee3i \u00edch:<\/strong> B\u1ea1n s\u1ebd c\u00f3 m\u1ed9t model &#8220;chuy\u00ean gia&#8221; v\u1ec1 l\u0129nh v\u1ef1c c\u1ee7a m\u00ecnh v\u1edbi chi ph\u00ed th\u1ea5p h\u01a1n nhi\u1ec1u so v\u1edbi \u0111\u00e0o t\u1ea1o t\u1eeb \u0111\u1ea7u.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Qu\u1ea3n l\u00fd Context (Context Length):<\/strong> C\u00e1c model m\u1edbi (nh\u01b0 Qwen3-Next) h\u1ed7 tr\u1ee3 context r\u1ea5t d\u00e0i. Tuy nhi\u00ean, s\u1eed d\u1ee5ng context c\u00e0ng d\u00e0i th\u00ec c\u00e0ng t\u1ed1n t\u00e0i nguy\u00ean v\u00e0 ch\u1eadm.\n<ul class=\"wp-block-list\">\n<li><strong>M\u1eb9o:<\/strong> Ch\u1ec9 cung c\u1ea5p l\u01b0\u1ee3ng th\u00f4ng tin (context) v\u1eeba \u0111\u1ee7 cho t\u00e1c v\u1ee5. N\u1ebfu b\u1ea1n \u0111ang l\u00e0m RAG (Retrieval-Augmented Generation), h\u00e3y t\u1ed1i \u01b0u h\u1ec7 th\u1ed1ng t\u00ecm ki\u1ebfm (vector search) \u0111\u1ec3 ch\u1ec9 l\u1ea5y c\u00e1c \u0111o\u1ea1n v\u0103n b\u1ea3n li\u00ean quan nh\u1ea5t, thay v\u00ec &#8220;nh\u1ed3i&#8221; to\u00e0n b\u1ed9 t\u00e0i li\u1ec7u v\u00e0o prompt.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 id=\"K\u1ebft_lu\u1eadn\"><a id=\"post-120634-_cptt2lx0l5fr\"><\/a><strong>K\u1ebft lu\u1eadn<\/strong><\/h3>\n\n\n\n<p>H\u1ec7 sinh th\u00e1i Qwen AI kh\u00f4ng c\u00f2n l\u00e0 m\u1ed9t &#8220;ng\u00f4i sao \u0111ang l\u00ean&#8221; m\u00e0 \u0111\u00e3 th\u1ef1c s\u1ef1 tr\u1edf th\u00e0nh m\u1ed9t &#8220;ch\u00f2m sao&#8221; s\u00e1ng ch\u00f3i tr\u00ean b\u1ea3n \u0111\u1ed3 AI to\u00e0n c\u1ea7u. V\u1edbi chi\u1ebfn l\u01b0\u1ee3c &#8220;open-source&#8221; m\u1ea1nh m\u1ebd, t\u1ed1c \u0111\u1ed9 c\u1eadp nh\u1eadt ch\u00f3ng m\u1eb7t v\u00e0 s\u1ef1 \u0111\u1ea7u t\u01b0 nghi\u00eam t\u00fac v\u00e0o c\u00e1c m\u00f4 h\u00ecnh, Alibaba \u0111\u00e3 ch\u1ee9ng minh r\u1eb1ng h\u1ecd kh\u00f4ng ch\u1ec9 sao ch\u00e9p m\u00e0 c\u00f2n \u0111ang t\u00edch c\u1ef1c \u0111\u1ed5i m\u1edbi. Cu\u1ed9c \u0111ua AI ch\u1eafc ch\u1eafn s\u1ebd kh\u00f4ng ph\u1ea3i l\u00e0 \u0111\u01b0\u1eddng \u0111ua c\u1ee7a ri\u00eang ai v\u00e0 Qwen \u0111\u00e3 kh\u1eb3ng \u0111\u1ecbnh m\u00ecnh l\u00e0 m\u1ed9t tay \u0111ua ch\u1ee7 ch\u1ed1t kh\u00f4ng th\u1ec3 b\u1ecb xem th\u01b0\u1eddng. B\u1ea1n \u0111\u00e3 s\u1eb5n s\u00e0ng \u0111\u1ec3 tr\u1ea3i nghi\u1ec7m s\u1ee9c m\u1ea1nh c\u1ee7a ch\u00fang ch\u01b0a?<\/p>\n\n\n\n<h2 id=\"Nh\u1eefng_c\u00e2u_h\u1ecfi_th\u01b0\u1eddng_g\u1eb7p\"><a id=\"post-120634-_2hxj0dakr8c7\"><\/a>Nh\u1eefng c\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p<\/h2>\n\n\n\t\t<section\t\thelp class=\"sc_fs_faq sc_card    \"\n\t\t\t\t>\n\t\t\t\t<h2 id=\"Model_Qwen_n\u00e0o_m\u1ea1nh_nh\u1ea5t_hi\u1ec7n_nay?\">Model Qwen n\u00e0o m\u1ea1nh nh\u1ea5t hi\u1ec7n nay?<\/h2>\t\t\t\t<div>\n\t\t\t\t\t\t<div class=\"sc_fs_faq__content\">\n\t\t\t\t\n\n<p>Model \u0111\u1ed9c quy\u1ec1n flagship m\u1ea1nh nh\u1ea5t l\u00e0 Qwen3-Max. \u0110\u00e2y l\u00e0 model l\u1edbn nh\u1ea5t v\u00e0 c\u00f3 hi\u1ec7u n\u0103ng cao nh\u1ea5t c\u1ee7a Alibaba, \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 c\u1ea1nh tranh tr\u1ef1c ti\u1ebfp v\u1edbi c\u00e1c model SOTA (state-of-the-art) h\u00e0ng \u0111\u1ea7u th\u1ebf gi\u1edbi.<\/p>\n\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section\t\thelp class=\"sc_fs_faq sc_card    \"\n\t\t\t\t>\n\t\t\t\t<h2 id=\"Ch\u1ebf_\u0111\u1ed9_&quot;Thinking&quot;_(Suy_ngh\u0129)_c\u1ee7a_Qwen3_l\u00e0_g\u00ec?_\">Ch\u1ebf \u0111\u1ed9 &quot;Thinking&quot; (Suy ngh\u0129) c\u1ee7a Qwen3 l\u00e0 g\u00ec? <\/h2>\t\t\t\t<div>\n\t\t\t\t\t\t<div class=\"sc_fs_faq__content\">\n\t\t\t\t\n\n<p>\u0110\u00e2y l\u00e0 m\u1ed9t t\u00ednh n\u0103ng \u0111\u1eb7c bi\u1ec7t c\u1ee7a d\u00f2ng Qwen3. Khi \u0111\u01b0\u1ee3c k\u00edch ho\u1ea1t (th\u01b0\u1eddng b\u1eb1ng m\u1ed9t prompt c\u1ee5 th\u1ec3), model s\u1ebd th\u1ef1c hi\u1ec7n m\u1ed9t chu\u1ed7i l\u00fd lu\u1eadn &#8220;chain-of-thought&#8221; (suy ngh\u0129 t\u1eebng b\u01b0\u1edbc) tr\u01b0\u1edbc khi \u0111\u01b0a ra c\u00e2u tr\u1ea3 l\u1eddi cu\u1ed1i c\u00f9ng. \u0110i\u1ec1u n\u00e0y gi\u00fap t\u0103ng \u0111\u1ed9 ch\u00ednh x\u00e1c \u0111\u00e1ng k\u1ec3 cho c\u00e1c c\u00e2u h\u1ecfi ph\u1ee9c t\u1ea1p v\u00e0 \u0111\u00f2i h\u1ecfi logic.<\/p>\n\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section\t\thelp class=\"sc_fs_faq sc_card    \"\n\t\t\t\t>\n\t\t\t\t<h2 id=\"Model_open-weight_n\u00e0o_c\u1ee7a_Qwen_t\u1ed1t_nh\u1ea5t_\u0111\u1ec3_t\u1ef1_host?_\">Model open-weight n\u00e0o c\u1ee7a Qwen t\u1ed1t nh\u1ea5t \u0111\u1ec3 t\u1ef1 host? <\/h2>\t\t\t\t<div>\n\t\t\t\t\t\t<div class=\"sc_fs_faq__content\">\n\t\t\t\t\n\n<p>Hi\u1ec7n t\u1ea1i, Qwen2-72B-Instruct \u0111\u01b0\u1ee3c coi l\u00e0 m\u1ed9t trong nh\u1eefng model open-weight m\u1ea1nh m\u1ebd v\u00e0 c\u00e2n b\u1eb1ng nh\u1ea5t, th\u01b0\u1eddng xuy\u00ean \u0111\u1ee9ng \u0111\u1ea7u c\u00e1c b\u1ea3ng x\u1ebfp h\u1ea1ng, v\u01b0\u1ee3t qua c\u1ea3 Llama 3 70B trong nhi\u1ec1u t\u00e1c v\u1ee5.<\/p>\n\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section\t\thelp class=\"sc_fs_faq sc_card    \"\n\t\t\t\t>\n\t\t\t\t<h2 id=\"Qwen_c\u00f3_th\u1ec3_hi\u1ec3u_h\u00ecnh_\u1ea3nh,_\u00e2m_thanh_v\u00e0_video_kh\u00f4ng?_\">Qwen c\u00f3 th\u1ec3 hi\u1ec3u h\u00ecnh \u1ea3nh, \u00e2m thanh v\u00e0 video kh\u00f4ng? <\/h2>\t\t\t\t<div>\n\t\t\t\t\t\t<div class=\"sc_fs_faq__content\">\n\t\t\t\t\n\n<p>C\u00f3. Qwen c\u00f3 c\u00e1c d\u00f2ng model \u0111a ph\u01b0\u01a1ng th\u1ee9c chuy\u00ean d\u1ee5ng, bao g\u1ed3m Qwen-VL (hi\u1ec3u h\u00ecnh \u1ea3nh) v\u00e0 Qwen-Audio (hi\u1ec3u \u00e2m thanh). Model cao c\u1ea5p nh\u1ea5t l\u00e0 Qwen-Omni (v\u00ed d\u1ee5: Qwen3-Omni) c\u00f3 th\u1ec3 x\u1eed l\u00fd \u0111\u1ed3ng th\u1eddi v\u0103n b\u1ea3n, h\u00ecnh \u1ea3nh, \u00e2m thanh v\u00e0 video trong c\u00f9ng m\u1ed9t y\u00eau c\u1ea7u.<\/p>\n\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t<\/section>\n\t\t\n<script type=\"application\/ld+json\">\n\t{\n\t\t\"@context\": \"https:\/\/schema.org\",\n\t\t\"@type\": \"FAQPage\",\n\t\t\"mainEntity\": [\n\t\t\t\t\t{\n\t\t\t\t\"@type\": \"Question\",\n\t\t\t\t\"name\": \"Model Qwen n\u00e0o m\u1ea1nh nh\u1ea5t hi\u1ec7n nay?\",\n\t\t\t\t\"acceptedAnswer\": {\n\t\t\t\t\t\"@type\": \"Answer\",\n\t\t\t\t\t\"text\": \"<p>Model \u0111\u1ed9c quy\u1ec1n flagship m\u1ea1nh nh\u1ea5t l\u00e0 Qwen3-Max. \u0110\u00e2y l\u00e0 model l\u1edbn nh\u1ea5t v\u00e0 c\u00f3 hi\u1ec7u n\u0103ng cao nh\u1ea5t c\u1ee7a Alibaba, \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 c\u1ea1nh tranh tr\u1ef1c ti\u1ebfp v\u1edbi c\u00e1c model SOTA (state-of-the-art) h\u00e0ng \u0111\u1ea7u th\u1ebf gi\u1edbi.<\/p>\"\n\t\t\t\t\t\t\t\t\t}\n\t\t\t}\n\t\t\t,\t\t\t\t{\n\t\t\t\t\"@type\": \"Question\",\n\t\t\t\t\"name\": \"Ch\u1ebf \u0111\u1ed9 \\\"Thinking\\\" (Suy ngh\u0129) c\u1ee7a Qwen3 l\u00e0 g\u00ec? \",\n\t\t\t\t\"acceptedAnswer\": {\n\t\t\t\t\t\"@type\": \"Answer\",\n\t\t\t\t\t\"text\": \"<p>\u0110\u00e2y l\u00e0 m\u1ed9t t\u00ednh n\u0103ng \u0111\u1eb7c bi\u1ec7t c\u1ee7a d\u00f2ng Qwen3. Khi \u0111\u01b0\u1ee3c k\u00edch ho\u1ea1t (th\u01b0\u1eddng b\u1eb1ng m\u1ed9t prompt c\u1ee5 th\u1ec3), model s\u1ebd th\u1ef1c hi\u1ec7n m\u1ed9t chu\u1ed7i l\u00fd lu\u1eadn \\\"chain-of-thought\\\" (suy ngh\u0129 t\u1eebng b\u01b0\u1edbc) tr\u01b0\u1edbc khi \u0111\u01b0a ra c\u00e2u tr\u1ea3 l\u1eddi cu\u1ed1i c\u00f9ng. \u0110i\u1ec1u n\u00e0y gi\u00fap t\u0103ng \u0111\u1ed9 ch\u00ednh x\u00e1c \u0111\u00e1ng k\u1ec3 cho c\u00e1c c\u00e2u h\u1ecfi ph\u1ee9c t\u1ea1p v\u00e0 \u0111\u00f2i h\u1ecfi logic.<\/p>\"\n\t\t\t\t\t\t\t\t\t}\n\t\t\t}\n\t\t\t,\t\t\t\t{\n\t\t\t\t\"@type\": \"Question\",\n\t\t\t\t\"name\": \"Model open-weight n\u00e0o c\u1ee7a Qwen t\u1ed1t nh\u1ea5t \u0111\u1ec3 t\u1ef1 host? \",\n\t\t\t\t\"acceptedAnswer\": {\n\t\t\t\t\t\"@type\": \"Answer\",\n\t\t\t\t\t\"text\": \"<p>Hi\u1ec7n t\u1ea1i, Qwen2-72B-Instruct \u0111\u01b0\u1ee3c coi l\u00e0 m\u1ed9t trong nh\u1eefng model open-weight m\u1ea1nh m\u1ebd v\u00e0 c\u00e2n b\u1eb1ng nh\u1ea5t, th\u01b0\u1eddng xuy\u00ean \u0111\u1ee9ng \u0111\u1ea7u c\u00e1c b\u1ea3ng x\u1ebfp h\u1ea1ng, v\u01b0\u1ee3t qua c\u1ea3 Llama 3 70B trong nhi\u1ec1u t\u00e1c v\u1ee5.<\/p>\"\n\t\t\t\t\t\t\t\t\t}\n\t\t\t}\n\t\t\t,\t\t\t\t{\n\t\t\t\t\"@type\": \"Question\",\n\t\t\t\t\"name\": \"Qwen c\u00f3 th\u1ec3 hi\u1ec3u h\u00ecnh \u1ea3nh, \u00e2m thanh v\u00e0 video kh\u00f4ng? \",\n\t\t\t\t\"acceptedAnswer\": {\n\t\t\t\t\t\"@type\": \"Answer\",\n\t\t\t\t\t\"text\": \"<p>C\u00f3. Qwen c\u00f3 c\u00e1c d\u00f2ng model \u0111a ph\u01b0\u01a1ng th\u1ee9c chuy\u00ean d\u1ee5ng, bao g\u1ed3m Qwen-VL (hi\u1ec3u h\u00ecnh \u1ea3nh) v\u00e0 Qwen-Audio (hi\u1ec3u \u00e2m thanh). Model cao c\u1ea5p nh\u1ea5t l\u00e0 Qwen-Omni (v\u00ed d\u1ee5: Qwen3-Omni) c\u00f3 th\u1ec3 x\u1eed l\u00fd \u0111\u1ed3ng th\u1eddi v\u0103n b\u1ea3n, h\u00ecnh \u1ea3nh, \u00e2m thanh v\u00e0 video trong c\u00f9ng m\u1ed9t y\u00eau c\u1ea7u.<\/p>\"\n\t\t\t\t\t\t\t\t\t}\n\t\t\t}\n\t\t\t\t\t\t]\n\t}\n<\/script>\n","protected":false},"excerpt":{"rendered":"<p>Trong khi th\u1ebf gi\u1edbi c\u00f4ng ngh\u1ec7 v\u1eabn \u0111ang t\u1eadp trung v\u00e0o cu\u1ed9c \u0111ua \u201ctam m\u00e3\u201d gi\u1eefa OpenAI, Google Gemini v\u00e0 Anthropic (Claude), m\u1ed9t &#8220;th\u1ebf l\u1ef1c&#8221; t\u1eeb ph\u01b0\u01a1ng \u0110\u00f4ng \u0111ang tr\u1ed7i d\u1eady v\u1edbi t\u1ed1c \u0111\u1ed9 \u0111\u00e1ng kinh ng\u1ea1c. Alibaba Cloud kh\u00f4ng ch\u1ec9 tham gia v\u00e0o cu\u1ed9c ch\u01a1i AI, h\u1ecd \u0111ang \u0111\u1ecbnh &#8220;vi\u1ebft l\u1ea1i&#8221; lu\u1eadt ch\u01a1i b\u1eb1ng [&hellip;]<\/p>\n","protected":false},"author":23,"featured_media":120643,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7396],"tags":[7447],"class_list":["post-120634","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-cong-cu-ai","tag-model-cua-qwen-ai"],"_links":{"self":[{"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/posts\/120634","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/users\/23"}],"replies":[{"embeddable":true,"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/comments?post=120634"}],"version-history":[{"count":4,"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/posts\/120634\/revisions"}],"predecessor-version":[{"id":120646,"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/posts\/120634\/revisions\/120646"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/media\/120643"}],"wp:attachment":[{"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/media?parent=120634"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/categories?post=120634"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/tags?post=120634"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}