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Xiaomi v\u1eeba \u00e2m th\u1ea7m b\u01b0\u1edbc ch\u00e2n v\u00e0o l\u0129nh v\u1ef1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM) v\u1edbi MiMo-7B \u2013 h\u1ec7 th\u1ed1ng AI m\u00e3 ngu\u1ed3n m\u1edf \u0111\u1ea7u ti\u00ean c\u1ee7a h\u00e3ng. \u0110\u01b0\u1ee3c ph\u00e1t tri\u1ec3n b\u1edfi nh\u00f3m m\u1edbi th\u00e0nh l\u1eadp mang t\u00ean Big Model Core Team, MiMo-7B t\u1eadp trung \u0111\u1eb7c bi\u1ec7t v\u00e0o c\u00e1c t\u00e1c v\u1ee5 y\u00eau c\u1ea7u kh\u1ea3 n\u0103ng suy lu\u1eadn v\u00e0 \u0111\u00e3 v\u01b0\u1ee3t qua c\u00e1c \u0111\u1ed1i th\u1ee7 \u0111\u1ebfn t\u1eeb OpenAI v\u00e0 Alibaba trong c\u00e1c b\u00e0i ki\u1ec3m tra suy lu\u1eadn to\u00e1n h\u1ecdc v\u00e0 sinh m\u00e3.<\/p>\n
Nh\u01b0 t\u00ean g\u1ecdi, MiMo-7B l\u00e0 m\u1ed9t m\u00f4 h\u00ecnh c\u00f3 7 t\u1ef7 tham s\u1ed1. D\u00f9 c\u00f3 quy m\u00f4 nh\u1ecf h\u01a1n \u0111\u00e1ng k\u1ec3 so v\u1edbi h\u1ea7u h\u1ebft c\u00e1c LLM h\u00e0ng \u0111\u1ea7u, Xiaomi kh\u1eb3ng \u0111\u1ecbnh MiMo-7B c\u00f3 hi\u1ec7u n\u0103ng ngang ng\u1eeda v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng l\u1edbn h\u01a1n nh\u01b0 o1-mini c\u1ee7a OpenAI v\u00e0 Qwen-32B-Preview c\u1ee7a Alibaba \u2013 \u0111\u1ec1u l\u00e0 nh\u1eefng m\u00f4 h\u00ecnh c\u00f3 kh\u1ea3 n\u0103ng suy lu\u1eadn.<\/p>\n
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![\"Xiaomi](\"https:\/\/phukienmattroi.com\/wp-content\/uploads\/2025\/05\/VTVvn-MiMo-7B-la-mo-hinh-ngon-ngu-lon-ma.png\" "\\"Xiaomi")
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C\u1ed1t l\u00f5i c\u1ee7a MiMo-7B n\u1eb1m \u1edf quy tr\u00ecnh hu\u1ea5n luy\u1ec7n ch\u1eb7t ch\u1ebd. Xiaomi cho bi\u1ebft h\u1ecd \u0111\u00e3 x\u00e2y d\u1ef1ng m\u1ed9t t\u1eadp d\u1eef li\u1ec7u \u0111\u1eadm \u0111\u1eb7c g\u1ed3m 200 t\u1ef7 token thi\u00ean v\u1ec1 suy lu\u1eadn v\u00e0 cung c\u1ea5p t\u1ed5ng c\u1ed9ng 25 ngh\u00ecn t\u1ef7 token qua ba giai \u0111o\u1ea1n hu\u1ea5n luy\u1ec7n.<\/p>\n
H\u00e3ng c\u0169ng \u00e1p d\u1ee5ng m\u1ee5c ti\u00eau d\u1ef1 \u0111o\u00e1n nhi\u1ec1u token c\u00f9ng l\u00fac thay v\u00ec ch\u1ec9 d\u1ef1 \u0111o\u00e1n token k\u1ebf ti\u1ebfp nh\u01b0 truy\u1ec1n th\u1ed1ng, gi\u00fap r\u00fat ng\u1eafn th\u1eddi gian suy di\u1ec5n m\u00e0 kh\u00f4ng l\u00e0m gi\u1ea3m ch\u1ea5t l\u01b0\u1ee3ng \u0111\u1ea7u ra.<\/p>\n
Giai \u0111o\u1ea1n h\u1eadu hu\u1ea5n luy\u1ec7n bao g\u1ed3m c\u00e1c k\u1ef9 thu\u1eadt h\u1ecdc t\u0103ng c\u01b0\u1eddng (reinforcement learning) k\u1ebft h\u1ee3p v\u1edbi c\u1ea3i ti\u1ebfn v\u1ec1 h\u1ea1 t\u1ea7ng. Xiaomi s\u1eed d\u1ee5ng m\u1ed9t thu\u1eadt to\u00e1n t\u00f9y ch\u1ec9nh mang t\u00ean “Test Difficulty Driven Reward” \u0111\u1ec3 gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 t\u00edn hi\u1ec7u ph\u1ea7n th\u01b0\u1edfng khan hi\u1ebfm \u2013 v\u1ed1n l\u00e0 r\u00e0o c\u1ea3n trong c\u00e1c t\u00e1c v\u1ee5 RL ph\u1ee9c t\u1ea1p. \u0110\u1ed3ng th\u1eddi, h\u00e3ng tri\u1ec3n khai ph\u01b0\u01a1ng ph\u00e1p “Easy Data Re-Sampling” \u0111\u1ec3 \u1ed5n \u0111\u1ecbnh qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n.<\/p>\n
V\u1ec1 h\u1ea1 t\u1ea7ng, Xiaomi x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng tri\u1ec3n khai Seamless Rollout nh\u1eb1m gi\u1ea3m th\u1eddi gian ch\u1ebft c\u1ee7a GPU trong l\u00fac hu\u1ea5n luy\u1ec7n v\u00e0 \u0111\u00e1nh gi\u00e1. K\u1ebft qu\u1ea3, theo n\u1ed9i b\u1ed9 Xiaomi, l\u00e0 t\u1ed1c \u0111\u1ed9 hu\u1ea5n luy\u1ec7n t\u0103ng g\u1ea5p 2,29 l\u1ea7n v\u00e0 hi\u1ec7u su\u1ea5t \u0111\u00e1nh gi\u00e1 t\u0103ng g\u1ea7n g\u1ea5p \u0111\u00f4i.<\/p>\n
C\u00f4ng c\u1ee5 n\u00e0y c\u0169ng h\u1ed7 tr\u1ee3 c\u00e1c chi\u1ebfn l\u01b0\u1ee3c suy di\u1ec5n nh\u01b0 d\u1ef1 \u0111o\u00e1n nhi\u1ec1u token trong m\u00f4i tr\u01b0\u1eddng vLLM.<\/p>\n
Hi\u1ec7n t\u1ea1i, MiMo-7B \u0111\u01b0\u1ee3c c\u00f4ng b\u1ed1 v\u1edbi b\u1ed1n phi\u00ean b\u1ea3n c\u00f4ng khai. Phi\u00ean b\u1ea3n \u0111\u1ea7u ti\u00ean l\u00e0 Base, \u0111\u00e2y l\u00e0 m\u00f4 h\u00ecnh g\u1ed1c \u0111\u00e3 \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n s\u01a1 b\u1ed9. Ti\u1ebfp theo l\u00e0 SFT, m\u1ed9t phi\u00ean b\u1ea3n \u0111\u00e3 \u0111\u01b0\u1ee3c tinh ch\u1ec9nh b\u1eb1ng d\u1eef li\u1ec7u c\u00f3 gi\u00e1m s\u00e1t. Phi\u00ean b\u1ea3n th\u1ee9 ba mang t\u00ean RL-Zero, \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n d\u1ef1a tr\u00ean m\u00f4 h\u00ecnh Base th\u00f4ng qua ph\u01b0\u01a1ng ph\u00e1p h\u1ecdc t\u0103ng c\u01b0\u1eddng. Cu\u1ed1i c\u00f9ng l\u00e0 phi\u00ean b\u1ea3n RL, \u0111\u01b0\u1ee3c tinh ch\u1ec9nh s\u00e2u h\u01a1n t\u1eeb SFT v\u00e0 \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 l\u00e0 c\u00f3 \u0111\u1ed9 ch\u00ednh x\u00e1c cao nh\u1ea5t trong s\u1ed1 b\u1ed1n phi\u00ean b\u1ea3n.<\/p>\n
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![\"Xiaomi](\"https:\/\/phukienmattroi.com\/wp-content\/uploads\/2025\/05\/VTVvn-MiMo-7B-la-mo-hinh-ngon-ngu-lon-ma.jpeg\" "\\"Xiaomi")
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Xiaomi c\u0169ng c\u00f4ng b\u1ed1 c\u00e1c k\u1ebft qu\u1ea3 benchmark \u0111\u1ec3 ch\u1ee9ng minh n\u0103ng l\u1ef1c: trong l\u0129nh v\u1ef1c to\u00e1n h\u1ecdc, phi\u00ean b\u1ea3n MiMo-7B-RL \u0111\u1ea1t 95,8% tr\u00ean b\u1ed9 d\u1eef li\u1ec7u MATH-500 v\u00e0 h\u01a1n 68% tr\u00ean AIME 2024. Trong l\u1eadp tr\u00ecnh, m\u00f4 h\u00ecnh \u0111\u1ea1t 57,8% tr\u00ean LiveCodeBench v5 v\u00e0 g\u1ea7n 50% tr\u00ean phi\u00ean b\u1ea3n 6. V\u1edbi c\u00e1c t\u00e1c v\u1ee5 ki\u1ebfn th\u1ee9c t\u1ed5ng qu\u00e1t nh\u01b0 DROP, MMLU-Pro v\u00e0 GPQA, \u0111i\u1ec3m s\u1ed1 \u0111\u1ea1t m\u1ee9c trung b\u00ecnh \u0111\u1ebfn cao 50 \u2013 r\u1ea5t \u0111\u00e1ng k\u1ec3 v\u1edbi m\u1ed9t m\u00f4 h\u00ecnh 7B.<\/p>\n
MiMo-7B hi\u1ec7n \u0111\u00e3 \u0111\u01b0\u1ee3c ph\u00e1t h\u00e0nh tr\u00ean n\u1ec1n t\u1ea3ng Hugging Face theo gi\u1ea5y ph\u00e9p m\u00e3 ngu\u1ed3n m\u1edf.\u00a0<\/p>\n<\/p>\n<\/div>\n\n","protected":false},"excerpt":{"rendered":"
Xiaomi v\u1eeba \u00e2m th\u1ea7m b\u01b0\u1edbc ch\u00e2n v\u00e0o l\u0129nh v\u1ef1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM) v\u1edbi MiMo-7B \u2013 h\u1ec7 th\u1ed1ng AI m\u00e3 ngu\u1ed3n m\u1edf \u0111\u1ea7u ti\u00ean c\u1ee7a h\u00e3ng. \u0110\u01b0\u1ee3c ph\u00e1t<\/p>\n","protected":false},"author":1,"featured_media":9687,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[141],"tags":[],"class_list":["post-9686","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-cong-nghe"],"yoast_head":"\n
VTV.vn - MiMo-7B l\u00e0 m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn m\u00e3 ngu\u1ed3n m\u1edf \u0111\u1ea7u ti\u00ean c\u1ee7a Xiaomi, \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf chuy\u00ean cho c\u00e1c t\u00e1c v\u1ee5 suy lu\u1eadn v\u00e0 l\u1eadp tr\u00ecnh. - Ph\u1ee5 Ki\u1ec7n M\u1eb7t Tr\u1eddi<\/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:\/\/phukienmattroi.com\/index.php\/2025\/05\/11\/vtv-vn-mimo-7b-la-mo-hinh-ngon-ngu-lon-ma-nguon-mo-dau-tien-cua-xiaomi-duoc-thiet-ke-chuyen-cho-cac-tac-vu-suy-luan-va-lap-trinh\/\" \/>\n<meta property=\"og:locale\" content=\"vi_VN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"VTV.vn - MiMo-7B l\u00e0 m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn m\u00e3 ngu\u1ed3n m\u1edf \u0111\u1ea7u ti\u00ean c\u1ee7a Xiaomi, \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf chuy\u00ean cho c\u00e1c 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