{"id":3147,"date":"2026-08-13T12:53:15","date_gmt":"2026-08-13T09:53:15","guid":{"rendered":"https:\/\/shareai.now\/?p=3147"},"modified":"2026-08-13T12:53:15","modified_gmt":"2026-08-13T09:53:15","slug":"dinh-tuyen-san-xuat-slm-so-voi-llm","status":"publish","type":"post","link":"https:\/\/shareai.now\/vi\/blog\/nha-phat-trien\/dinh-tuyen-san-xuat-slm-so-voi-llm\/","title":{"rendered":"SLM vs LLM: Chuy\u1ec3n c\u00e1c nhi\u1ec7m v\u1ee5 s\u1ea3n xu\u1ea5t \u0111\u1ebfn \u0111\u00fang m\u00f4 h\u00ecnh"},"content":{"rendered":"<p class=\"wp-block-paragraph\">C\u00e1c quy\u1ebft \u0111\u1ecbnh gi\u1eefa SLM v\u00e0 LLM kh\u00f4ng n\u00ean \u0111\u01b0\u1ee3c \u0111\u01b0a ra m\u1ed9t l\u1ea7n t\u1ea1i b\u1ea3ng tr\u1eafng ki\u1ebfn tr\u00fac v\u00e0 sau \u0111\u00f3 \u00e1p d\u1ee5ng cho m\u1ecdi y\u00eau c\u1ea7u m\u00e3i m\u00e3i. Trong s\u1ea3n xu\u1ea5t, k\u00edch th\u01b0\u1edbc m\u00f4 h\u00ecnh l\u00e0 m\u1ed9t quy\u1ebft \u0111\u1ecbnh \u0111\u1ecbnh tuy\u1ebfn. M\u1ed9t s\u1ed1 nhi\u1ec7m v\u1ee5 c\u1ea7n s\u1ef1 r\u1ed9ng r\u00e3i, ph\u1ea1m vi l\u00fd lu\u1eadn v\u00e0 t\u00ednh linh ho\u1ea1t c\u1ee7a m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn. C\u00e1c nhi\u1ec7m v\u1ee5 kh\u00e1c \u0111\u1ee7 \u1ed5n \u0111\u1ecbnh \u0111\u1ec3 m\u1ed9t m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef nh\u1ecf h\u01a1n c\u00f3 th\u1ec3 cung c\u1ea5p c\u00e2u tr\u1ea3 l\u1eddi \u0111\u00fang nhanh h\u01a1n v\u00e0 v\u1edbi chi ph\u00ed th\u1ea5p h\u01a1n.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">C\u00e2u h\u1ecfi th\u1ef1c t\u1ebf kh\u00f4ng ph\u1ea3i l\u00e0 lo\u1ea1i m\u00f4 h\u00ecnh n\u00e0o th\u1eafng. C\u00e2u h\u1ecfi th\u1ef1c t\u1ebf l\u00e0 m\u00f4 h\u00ecnh n\u00e0o n\u00ean x\u1eed l\u00fd t\u1eebng nhi\u1ec7m v\u1ee5, d\u01b0\u1edbi nh\u1eefng r\u00e0ng bu\u1ed9c n\u00e0o, v\u00e0 v\u1edbi ph\u01b0\u01a1ng \u00e1n d\u1ef1 ph\u00f2ng n\u00e0o khi ch\u1ea5t l\u01b0\u1ee3ng, \u0111\u1ed9 tr\u1ec5, chi ph\u00ed ho\u1eb7c kh\u1ea3 n\u0103ng s\u1eb5n c\u00f3 thay \u0111\u1ed5i.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">SLM v\u00e0 LLM l\u00e0 m\u1ed9t quy\u1ebft \u0111\u1ecbnh \u0111\u1ecbnh tuy\u1ebfn<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ed9t m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn th\u01b0\u1eddng t\u1ed1t h\u01a1n cho c\u00f4ng vi\u1ec7c m\u1edf r\u1ed9ng: l\u00fd lu\u1eadn ph\u1ee9c t\u1ea1p, h\u1ed7 tr\u1ee3 m\u00e3 h\u00f3a, truy xu\u1ea5t ki\u1ebfn th\u1ee9c r\u1ed9ng, l\u1eadp k\u1ebf ho\u1ea1ch nhi\u1ec1u b\u01b0\u1edbc, v\u00e0 c\u00e1c tr\u01b0\u1eddng h\u1ee3p m\u00e0 ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 h\u1ecfi h\u1ea7u nh\u01b0 b\u1ea5t c\u1ee9 \u0111i\u1ec1u g\u00ec. M\u1ed9t m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef nh\u1ecf th\u01b0\u1eddng t\u1ed1t h\u01a1n cho c\u00e1c nhi\u1ec7m v\u1ee5 l\u1eb7p l\u1ea1i, h\u1eb9p, kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn n\u01a1i m\u1eabu \u0111\u1ea7u v\u00e0o c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n v\u00e0 h\u00ecnh d\u1ea1ng \u0111\u1ea7u ra \u0111\u01b0\u1ee3c hi\u1ec3u r\u00f5.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">S\u1ef1 ph\u00e2n bi\u1ec7t \u0111\u00f3 quan tr\u1ecdng \u0111\u1ed1i v\u1edbi AI s\u1ea3n xu\u1ea5t v\u00ec m\u1ed9t s\u1ea3n ph\u1ea9m th\u01b0\u1eddng ch\u1ee9a nhi\u1ec1u lo\u1ea1i nhi\u1ec7m v\u1ee5. M\u1ed9t tr\u1ee3 l\u00fd h\u1ed7 tr\u1ee3 kh\u00e1ch h\u00e0ng c\u00f3 th\u1ec3 c\u1ea7n m\u1ed9t LLM cho cu\u1ed9c tr\u00f2 chuy\u1ec7n m\u01a1 h\u1ed3, m\u1ed9t SLM cho ph\u00e2n lo\u1ea1i \u00fd \u0111\u1ecbnh, m\u1ed9t m\u00f4 h\u00ecnh chuy\u00ean bi\u1ec7t cho vi\u1ec7c tr\u00edch xu\u1ea5t, v\u00e0 m\u1ed9t m\u00f4 h\u00ecnh d\u1ef1 ph\u00f2ng cho \u0111\u1ed9 tin c\u1eady. Xem t\u1ea5t c\u1ea3 \u0111i\u1ec1u \u0111\u00f3 nh\u01b0 m\u1ed9t l\u1ef1a ch\u1ecdn m\u00f4 h\u00ecnh th\u01b0\u1eddng l\u00e3ng ph\u00ed ch\u1ea5t l\u01b0\u1ee3ng ho\u1eb7c ng\u00e2n s\u00e1ch.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">So s\u00e1nh nhanh<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>Y\u1ebfu t\u1ed1 quy\u1ebft \u0111\u1ecbnh<\/th><th>Ph\u00f9 h\u1ee3p v\u1edbi LLM<\/th><th>Ph\u00f9 h\u1ee3p v\u1edbi SLM<\/th><\/tr><\/thead><tbody><tr><td>H\u00ecnh d\u1ea1ng nhi\u1ec7m v\u1ee5<\/td><td>M\u1edf r\u1ed9ng, nhi\u1ec1u b\u01b0\u1edbc, kh\u00f4ng th\u1ec3 \u0111o\u00e1n tr\u01b0\u1edbc<\/td><td>H\u1eb9p, \u1ed5n \u0111\u1ecbnh, l\u1eb7p l\u1ea1i<\/td><\/tr><tr><td>Nhu c\u1ea7u ch\u1ea5t l\u01b0\u1ee3ng<\/td><td>Ph\u1ea1m vi l\u00fd lu\u1eadn cao v\u00e0 t\u00ednh linh ho\u1ea1t<\/td><td>\u0110\u1ea7u ra nh\u1ea5t qu\u00e1n cho m\u1ed9t c\u00f4ng vi\u1ec7c \u0111\u00e3 bi\u1ebft<\/td><\/tr><tr><td>\u0110\u1ed9 tr\u1ec5<\/td><td>Th\u01b0\u1eddng ch\u1eadm h\u01a1n, t\u00f9y thu\u1ed9c v\u00e0o m\u00f4 h\u00ecnh v\u00e0 nh\u00e0 cung c\u1ea5p<\/td><td>Th\u01b0\u1eddng nhanh h\u01a1n cho c\u00e1c nhi\u1ec7m v\u1ee5 b\u1ecb gi\u1edbi h\u1ea1n<\/td><\/tr><tr><td>Chi ph\u00ed<\/td><td>Cao h\u01a1n cho vi\u1ec7c s\u1eed d\u1ee5ng r\u1ed9ng r\u00e3i, ng\u1eef c\u1ea3nh l\u1edbn<\/td><td>Th\u1ea5p h\u01a1n khi s\u1eed d\u1ee5ng \u1edf quy m\u00f4 l\u1edbn cho c\u00e1c nhi\u1ec7m v\u1ee5 \u0111\u01a1n gi\u1ea3n<\/td><\/tr><tr><td>S\u1eed d\u1ee5ng t\u1ed1t nh\u1ea5t<\/td><td>Nghi\u00ean c\u1ee9u, l\u1eadp tr\u00ecnh, t\u00e1c nh\u00e2n, t\u1ed5ng h\u1ee3p, tr\u00f2 chuy\u1ec7n ph\u1ee9c t\u1ea1p<\/td><td>Ph\u00e2n lo\u1ea1i, tr\u00edch xu\u1ea5t, \u0111\u1ecbnh tuy\u1ebfn, t\u00f3m t\u1eaft ng\u1eafn, x\u00e1c th\u1ef1c<\/td><\/tr><tr><td>R\u1ee7i ro<\/td><td>Chi ti\u00eau qu\u00e1 m\u1ee9c cho c\u00e1c nhi\u1ec7m v\u1ee5 \u0111\u01a1n gi\u1ea3n<\/td><td>Hi\u1ec7u su\u1ea5t k\u00e9m \u0111\u1ed1i v\u1edbi c\u00e1c nhi\u1ec7m v\u1ee5 ph\u1ee9c t\u1ea1p ho\u1eb7c kh\u00f4ng r\u00f5 r\u00e0ng<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">S\u1eed d\u1ee5ng LLM khi t\u00ednh linh ho\u1ea1t l\u00e0 quan tr\u1ecdng<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">S\u1eed d\u1ee5ng LLM khi nhi\u1ec7m v\u1ee5 y\u00eau c\u1ea7u l\u00fd lu\u1eadn linh ho\u1ea1t, ng\u1eef c\u1ea3nh r\u1ed9ng ho\u1eb7c t\u1ed5ng h\u1ee3p s\u00e1ng t\u1ea1o. \u0110\u00e2y l\u00e0 c\u00e1c quy tr\u00ecnh l\u00e0m vi\u1ec7c m\u00e0 l\u1eddi nh\u1eafc c\u00f3 th\u1ec3 thay \u0111\u1ed5i nhi\u1ec1u v\u00e0 m\u00f4 h\u00ecnh c\u1ea7n \u0111\u1ee7 kh\u1ea3 n\u0103ng \u0111\u1ec3 di\u1ec5n gi\u1ea3i c\u00e1c t\u00ecnh hu\u1ed1ng m\u1edbi m\u00e0 kh\u00f4ng c\u1ea7n m\u1ed9t h\u01b0\u1edbng d\u1eabn c\u1ee9ng nh\u1eafc.<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>C\u00e1c cu\u1ed9c tr\u00f2 chuy\u1ec7n v\u1edbi kh\u00e1ch h\u00e0ng n\u01a1i c\u00e2u h\u1ecfi ti\u1ebfp theo c\u1ee7a ng\u01b0\u1eddi d\u00f9ng kh\u00f3 d\u1ef1 \u0111o\u00e1n.<\/li><li>Quy tr\u00ecnh l\u00e0m vi\u1ec7c c\u1ee7a t\u00e1c nh\u00e2n y\u00eau c\u1ea7u l\u1eadp k\u1ebf ho\u1ea1ch, s\u1eed d\u1ee5ng c\u00f4ng c\u1ee5 v\u00e0 kh\u00f4i ph\u1ee5c t\u1eeb c\u00e1c l\u1ed7i m\u1ed9t ph\u1ea7n.<\/li><li>T\u1ea1o m\u00e3, g\u1ee1 l\u1ed7i v\u00e0 l\u00fd lu\u1eadn ki\u1ebfn tr\u00fac.<\/li><li>T\u1ed5ng h\u1ee3p d\u00e0i h\u1ea1n tr\u00ean nhi\u1ec1u t\u00e0i li\u1ec7u ho\u1eb7c h\u01b0\u1edbng d\u1eabn.<\/li><li>Kh\u00e1m ph\u00e1 s\u1ea3n ph\u1ea9m ban \u0111\u1ea7u, khi nh\u00f3m v\u1eabn \u0111ang t\u00ecm hi\u1ec3u quy tr\u00ecnh l\u00e0m vi\u1ec7c n\u00ean tr\u1edf th\u00e0nh g\u00ec.<\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">LLM \u0111\u1eb7c bi\u1ec7t h\u1eefu \u00edch \u1edf giai \u0111o\u1ea1n \u0111\u1ea7u c\u1ee7a v\u00f2ng \u0111\u1eddi t\u00ednh n\u0103ng AI. Khi nhi\u1ec7m v\u1ee5 ch\u01b0a \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh \u0111\u1ea7y \u0111\u1ee7, m\u1ed9t m\u00f4 h\u00ecnh l\u1edbn h\u01a1n s\u1ebd cho ph\u00e9p nh\u00f3m c\u00f3 kh\u00f4ng gian \u0111\u1ec3 h\u1ecdc h\u1ecfi. Khi quy tr\u00ecnh l\u00e0m vi\u1ec7c tr\u1edf n\u00ean l\u1eb7p l\u1ea1i, m\u1ed9t s\u1ed1 b\u01b0\u1edbc c\u00f3 th\u1ec3 l\u00e0 \u1ee9ng vi\u00ean cho m\u1ed9t m\u00f4 h\u00ecnh nh\u1ecf h\u01a1n.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">S\u1eed d\u1ee5ng SLM khi quy tr\u00ecnh l\u00e0m vi\u1ec7c \u1ed5n \u0111\u1ecbnh<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">S\u1eed d\u1ee5ng SLM khi quy tr\u00ecnh l\u00e0m vi\u1ec7c c\u00f3 ranh gi\u1edbi r\u00f5 r\u00e0ng, \u0111\u1ea7u v\u00e0o d\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c v\u00e0 \u0111\u1ea7u ra c\u00f3 th\u1ec3 \u0111o l\u01b0\u1eddng. Nh\u1eefng nhi\u1ec7m v\u1ee5 n\u00e0y th\u01b0\u1eddng quan t\u00e2m nhi\u1ec1u h\u01a1n \u0111\u1ebfn th\u00f4ng l\u01b0\u1ee3ng, \u0111\u1ed9 tr\u1ec5 v\u00e0 kinh t\u1ebf \u0111\u01a1n v\u1ecb h\u01a1n l\u00e0 ph\u1ea1m vi l\u00fd lu\u1eadn r\u1ed9ng.<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Ph\u00e2n lo\u1ea1i \u00fd \u0111\u1ecbnh cho c\u00e1c phi\u1ebfu h\u1ed7 tr\u1ee3 ho\u1eb7c \u0111\u1ecbnh tuy\u1ebfn tr\u00f2 chuy\u1ec7n.<\/li><li>Tr\u00edch xu\u1ea5t c\u00f3 c\u1ea5u tr\u00fac t\u1eeb c\u00e1c lo\u1ea1i t\u00e0i li\u1ec7u \u0111\u00e3 bi\u1ebft.<\/li><li>T\u00f3m t\u1eaft ng\u1eafn v\u1edbi \u0111\u1ecbnh d\u1ea1ng c\u1ed1 \u0111\u1ecbnh.<\/li><li>Ki\u1ec3m tra ch\u00ednh s\u00e1ch, b\u1ed9 l\u1ecdc an to\u00e0n ho\u1eb7c c\u00e1c b\u01b0\u1edbc x\u00e1c th\u1ef1c.<\/li><li>C\u00e1c nhi\u1ec7m v\u1ee5 n\u1ec1n l\u1eb7p \u0111i l\u1eb7p l\u1ea1i v\u1edbi kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn v\u00e0 nhi\u1ec7m v\u1ee5 h\u1eb9p.<\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ed9t SLM kh\u00f4ng t\u1ef1 \u0111\u1ed9ng t\u1ed1t h\u01a1n ch\u1ec9 v\u00ec n\u00f3 nh\u1ecf h\u01a1n. N\u00f3 t\u1ed1t h\u01a1n khi c\u00f4ng vi\u1ec7c \u0111\u1ee7 h\u1ea1n ch\u1ebf \u0111\u1ec3 m\u00f4 h\u00ecnh nh\u1ecf h\u01a1n c\u00f3 th\u1ec3 \u0111\u00e1p \u1ee9ng ti\u00eau chu\u1ea9n ch\u1ea5t l\u01b0\u1ee3ng. C\u00e1ch duy nh\u1ea5t \u0111\u00e1ng tin c\u1eady \u0111\u1ec3 bi\u1ebft l\u00e0 ki\u1ec3m tra n\u00f3 v\u1edbi c\u00e1c v\u00ed d\u1ee5 th\u1ef1c t\u1ebf trong s\u1ea3n xu\u1ea5t.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">X\u00e2y d\u1ef1ng m\u1ed9t l\u1ed9 tr\u00ecnh \u0111\u1ecbnh tuy\u1ebfn lai<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">M\u00f4 h\u00ecnh s\u1ea3n xu\u1ea5t m\u1ea1nh nh\u1ea5t th\u01b0\u1eddng l\u00e0 lai. B\u1eaft \u0111\u1ea7u v\u1edbi l\u1ed9 tr\u00ecnh c\u00f3 kh\u1ea3 n\u0103ng nh\u1ea5t khi t\u00ednh n\u0103ng c\u00f2n m\u1edbi, thu th\u1eadp c\u00e1c v\u00ed d\u1ee5 th\u1ef1c t\u1ebf, x\u00e1c \u0111\u1ecbnh c\u00e1c nhi\u1ec7m v\u1ee5 con c\u00f3 th\u1ec3 l\u1eb7p l\u1ea1i, v\u00e0 ch\u1ec9 chuy\u1ec3n c\u00e1c nhi\u1ec7m v\u1ee5 con \u0111\u00f3 sang c\u00e1c l\u1ed9 tr\u00ecnh nh\u1ecf h\u01a1n ho\u1eb7c chuy\u00ean bi\u1ec7t h\u01a1n sau khi c\u00f3 b\u1eb1ng ch\u1ee9ng h\u1ed7 tr\u1ee3 thay \u0111\u1ed5i.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ed9t k\u1ebf ho\u1ea1ch \u0111\u1ecbnh tuy\u1ebfn \u0111\u01a1n gi\u1ea3n c\u00f3 th\u1ec3 tr\u00f4ng nh\u01b0 sau:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li>S\u1eed d\u1ee5ng LLM cho kh\u00e1m ph\u00e1 ban \u0111\u1ea7u v\u00e0 d\u1ef1 ph\u00f2ng ph\u1ee9c t\u1ea1p.<\/li><li>Ghi l\u1ea1i lo\u1ea1i nhi\u1ec7m v\u1ee5, \u0111\u1ed9 tr\u1ec5, t\u00edn hi\u1ec7u ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 chi ph\u00ed cho m\u1ed7i quy tr\u00ecnh l\u00e0m vi\u1ec7c ho\u00e0n th\u00e0nh.<\/li><li>T\u00ecm c\u00e1c b\u01b0\u1edbc l\u1eb7p l\u1ea1i c\u00f3 h\u00ecnh d\u1ea1ng \u0111\u1ea7u v\u00e0o v\u00e0 \u0111\u1ea7u ra \u1ed5n \u0111\u1ecbnh.<\/li><li>Ki\u1ec3m tra m\u1ed9t SLM tr\u00ean nh\u1eefng b\u01b0\u1edbc \u0111\u00f3 v\u1edbi c\u00e1c v\u00ed d\u1ee5 th\u1ef1c t\u1ebf.<\/li><li>Ch\u1ec9 \u0111\u1ecbnh tuy\u1ebfn ph\u1ea7n nhi\u1ec7m v\u1ee5 \u0111\u00e3 \u0111\u01b0\u1ee3c ch\u1ee9ng minh \u0111\u1ebfn SLM.<\/li><li>Gi\u1eef l\u1ea1i ph\u01b0\u01a1ng \u00e1n d\u1ef1 ph\u00f2ng LLM cho c\u00e1c y\u00eau c\u1ea7u c\u00f3 \u0111\u1ed9 tin c\u1eady th\u1ea5p, m\u01a1 h\u1ed3 ho\u1eb7c th\u1ea5t b\u1ea1i.<\/li><\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110i\u1ec1u n\u00e0y cho ph\u00e9p c\u00e1c nh\u00f3m gi\u1ea3m chi ph\u00ed v\u00e0 \u0111\u1ed9 tr\u1ec5 m\u00e0 kh\u00f4ng c\u1ea7n gi\u1ea3 v\u1edd r\u1eb1ng m\u1ecdi y\u00eau c\u1ea7u \u0111\u1ec1u \u0111\u01a1n gi\u1ea3n. N\u00f3 c\u0169ng l\u00e0m cho ng\u0103n x\u1ebfp m\u00f4 h\u00ecnh d\u1ec5 d\u00e0ng ph\u00e1t tri\u1ec3n h\u01a1n khi c\u00f3 c\u00e1c nh\u00e0 cung c\u1ea5p m\u1edbi, k\u00edch th\u01b0\u1edbc m\u00f4 h\u00ecnh m\u1edbi v\u00e0 c\u00e1c t\u00f9y ch\u1ecdn tr\u1ecdng s\u1ed1 m\u1edf.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">V\u1ecb tr\u00ed c\u1ee7a ShareAI<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">ShareAI gi\u00fap c\u00e1c Nh\u00e0 x\u00e2y d\u1ef1ng \u0111\u1ecbnh tuy\u1ebfn qua m\u1ed9t m\u1ea1ng l\u01b0\u1edbi m\u00f4 h\u00ecnh AI v\u00e0 nh\u00e0 cung c\u1ea5p r\u1ed9ng l\u1edbn th\u00f4ng qua m\u1ed9t API duy nh\u1ea5t. Thay v\u00ec coi SLM v\u00e0 LLM nh\u01b0 m\u1ed9t quy\u1ebft \u0111\u1ecbnh nh\u00e0 cung c\u1ea5p c\u1ed1 \u0111\u1ecbnh, c\u00e1c Nh\u00e0 x\u00e2y d\u1ef1ng c\u00f3 th\u1ec3 so s\u00e1nh c\u00e1c t\u00f9y ch\u1ecdn, ki\u1ec3m tra c\u00e1c tuy\u1ebfn \u0111\u01b0\u1eddng v\u00e0 gi\u1eef logic s\u1ea3n ph\u1ea9m c\u1ee7a h\u1ecd t\u00e1ch bi\u1ec7t kh\u1ecfi l\u1edbp m\u00f4 h\u00ecnh.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110i\u1ec1u n\u00e0y h\u1eefu \u00edch cho c\u00e1c s\u1ea3n ph\u1ea9m SaaS, c\u00e1c c\u01a1 quan, c\u00f4ng c\u1ee5 m\u00e3 ngu\u1ed3n m\u1edf, \u1ee9ng d\u1ee5ng ch\u00fa tr\u1ecdng quy\u1ec1n ri\u00eang t\u01b0 v\u00e0 c\u00e1c nh\u00f3m ph\u1ea7n m\u1ec1m n\u1ed9i b\u1ed9 c\u1ea7n c\u00e1c t\u00ednh n\u0103ng AI nh\u01b0ng kh\u00f4ng mu\u1ed1n m\u1ed7i thay \u0111\u1ed5i m\u00f4 h\u00ecnh tr\u1edf th\u00e0nh m\u1ed9t chu k\u1ef3 ph\u00e1t h\u00e0nh. C\u00e1c Nh\u00e0 x\u00e2y d\u1ef1ng c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u v\u1edbi <a href=\"https:\/\/shareai.now\/documentation\/?utm_source=blog&amp;utm_medium=content&amp;utm_campaign=slm-vs-llm-production-routing\">t\u00e0i li\u1ec7u ShareAI<\/a>, so s\u00e1nh c\u00e1c <a href=\"https:\/\/shareai.now\/models\/?utm_source=blog&amp;utm_medium=content&amp;utm_campaign=slm-vs-llm-production-routing\">m\u00f4 h\u00ecnh AI<\/a>, c\u00f3 s\u1eb5n, v\u00e0 ki\u1ec3m tra \u0111\u1ea7u ra trong <a href=\"https:\/\/console.shareai.now\/chat\/?utm_source=shareai.now&amp;utm_medium=content&amp;utm_campaign=slm-vs-llm-production-routing\">S\u00e2n ch\u01a1i ShareAI<\/a>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Logic \u0111\u1ecbnh tuy\u1ebfn m\u00f4 h\u00ecnh t\u01b0\u01a1ng t\u1ef1 c\u0169ng h\u1ed7 tr\u1ee3 c\u00e1c Nh\u00e0 cung c\u1ea5p. N\u1ebfu m\u1ed9t nh\u00e0 cung c\u1ea5p cung c\u1ea5p \u0111\u1ed9 tr\u1ec5, kh\u1ea3 n\u0103ng s\u1eb5n s\u00e0ng ho\u1eb7c gi\u00e1 c\u1ea3 m\u1ea1nh m\u1ebd cho m\u1ed9t lo\u1ea1i kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c, \u0111\u1ecbnh tuy\u1ebfn s\u1ebd cung c\u1ea5p cho kh\u1ea3 n\u0103ng \u0111\u00f3 m\u1ed9t con \u0111\u01b0\u1eddng \u0111\u1ebfn nhu c\u1ea7u. \u0110\u1ed1i v\u1edbi c\u00e1c Nh\u00e0 s\u00e1ng t\u1ea1o v\u00e0 ch\u1ee7 s\u1edf h\u1eefu m\u00f4 h\u00ecnh, \u0111\u1ecbnh tuy\u1ebfn c\u00f3 th\u1ec3 l\u00e0m cho m\u1ed9t m\u00f4 h\u00ecnh d\u1ec5 d\u00e0ng h\u01a1n \u0111\u1ec3 c\u00e1c Nh\u00e0 x\u00e2y d\u1ef1ng th\u1eed nghi\u1ec7m, \u00e1p d\u1ee5ng v\u00e0 ki\u1ebfm ti\u1ec1n khi n\u00f3 ph\u00f9 h\u1ee3p v\u1edbi m\u1ed9t nhi\u1ec7m v\u1ee5 s\u1ea3n xu\u1ea5t th\u1ef1c t\u1ebf.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">M\u1ed9t b\u00e0i ki\u1ec3m tra th\u1ef1c t\u1ebf tr\u01b0\u1edbc khi chuy\u1ec3n \u0111\u1ed5i nhi\u1ec7m v\u1ee5<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Tr\u01b0\u1edbc khi chuy\u1ec3n m\u1ed9t kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c t\u1eeb LLM sang SLM, h\u00e3y x\u00e1c \u0111\u1ecbnh ti\u00eau chu\u1ea9n ch\u1ea5t l\u01b0\u1ee3ng. V\u00ed d\u1ee5, m\u1ed9t b\u01b0\u1edbc tr\u00edch xu\u1ea5t c\u00f3 th\u1ec3 y\u00eau c\u1ea7u JSON h\u1ee3p l\u1ec7, c\u00e1c tr\u01b0\u1eddng ch\u00ednh x\u00e1c v\u00e0 kh\u00f4ng c\u00f3 gi\u00e1 tr\u1ecb \u1ea3o t\u01b0\u1edfng. M\u1ed9t b\u01b0\u1edbc ph\u00e2n lo\u1ea1i c\u00f3 th\u1ec3 y\u00eau c\u1ea7u s\u1ef1 \u0111\u1ed3ng thu\u1eadn v\u1edbi nh\u00e3n c\u1ee7a con ng\u01b0\u1eddi tr\u00ean m\u1ed9t ng\u01b0\u1ee1ng m\u1ee5c ti\u00eau. M\u1ed9t b\u01b0\u1edbc \u0111\u1ecbnh tuy\u1ebfn c\u00f3 th\u1ec3 y\u00eau c\u1ea7u c\u1ea3 \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 th\u1eddi gian ph\u1ea3n h\u1ed3i nhanh.<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Ch\u1ecdn m\u1ed9t nhi\u1ec7m v\u1ee5 h\u1eb9p v\u1edbi c\u00e1c ti\u00eau ch\u00ed th\u00e0nh c\u00f4ng r\u00f5 r\u00e0ng.<\/li><li>X\u00e2y d\u1ef1ng m\u1ed9t t\u1eadp ki\u1ec3m tra t\u1eeb c\u00e1c v\u00ed d\u1ee5 th\u1ef1c t\u1ebf c\u1ee7a kh\u00e1ch h\u00e0ng ho\u1eb7c s\u1ea3n xu\u1ea5t.<\/li><li>So s\u00e1nh \u0111\u1ea7u ra c\u1ee7a LLM v\u00e0 SLM song song.<\/li><li>\u0110o l\u01b0\u1eddng to\u00e0n b\u1ed9 chi ph\u00ed nhi\u1ec7m v\u1ee5, kh\u00f4ng ch\u1ec9 gi\u00e1 token.<\/li><li>\u0110\u1eb7t quy t\u1eafc d\u1ef1 ph\u00f2ng cho \u0111\u1ea7u ra c\u00f3 \u0111\u1ed9 tin c\u1eady th\u1ea5p ho\u1eb7c b\u1ecb l\u1ed7i \u0111\u1ecbnh d\u1ea1ng.<\/li><li>Xem x\u00e9t hi\u1ec7u su\u1ea5t tuy\u1ebfn sau khi tri\u1ec3n khai, v\u00ec c\u00e1c m\u00f4 h\u00ecnh v\u00e0 nh\u00e0 cung c\u1ea5p c\u00f3 th\u1ec3 thay \u0111\u1ed5i.<\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">C\u00e2u tr\u1ea3 l\u1eddi \u0111\u00fang hi\u1ebfm khi l\u00e0 thay th\u1ebf m\u1ecdi cu\u1ed9c g\u1ecdi LLM b\u1eb1ng m\u1ed9t SLM. C\u00e2u tr\u1ea3 l\u1eddi t\u1ed1t h\u01a1n l\u00e0 \u0111\u1ecbnh tuy\u1ebfn c\u00f4ng vi\u1ec7c \u1ed5n \u0111\u1ecbnh \u0111\u1ebfn c\u00e1c m\u00f4 h\u00ecnh nh\u1ecf h\u01a1n v\u00e0 gi\u1eef c\u00e1c m\u00f4 h\u00ecnh l\u1edbn h\u01a1n cho nh\u1eefng c\u00f4ng vi\u1ec7c th\u1ef1c s\u1ef1 c\u1ea7n \u0111\u1ebfn ch\u00fang.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u1ec3 c\u00f3 \u0111\u1ecbnh ngh\u0129a r\u1ed9ng h\u01a1n v\u1ec1 c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef nh\u1ecf, h\u00e3y xem h\u01b0\u1edbng d\u1eabn c\u1ee7a Microsoft Azure v\u1ec1 <a href=\"https:\/\/azure.microsoft.com\/en-us\/resources\/cloud-computing-dictionary\/what-are-small-language-models?utm_source=shareai.now&amp;utm_medium=content&amp;utm_campaign=slm-vs-llm-production-routing\">c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef nh\u1ecf<\/a>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">C\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">S\u1ef1 kh\u00e1c bi\u1ec7t ch\u00ednh gi\u1eefa SLM v\u00e0 LLM l\u00e0 g\u00ec?<\/h3>\n\n\n<p class=\"wp-block-paragraph\">M\u1ed9t SLM nh\u1ecf h\u01a1n v\u00e0 th\u01b0\u1eddng ph\u00f9 h\u1ee3p h\u01a1n v\u1edbi c\u00e1c nhi\u1ec7m v\u1ee5 h\u1eb9p, l\u1eb7p l\u1ea1i. M\u1ed9t LLM l\u1edbn h\u01a1n v\u00e0 th\u01b0\u1eddng t\u1ed1t h\u01a1n cho l\u00fd lu\u1eadn r\u1ed9ng, h\u1ed9i tho\u1ea1i ph\u1ee9c t\u1ea1p, l\u1eadp tr\u00ecnh, v\u00e0 c\u00e1c nhi\u1ec7m v\u1ee5 kh\u00f4ng th\u1ec3 \u0111o\u00e1n tr\u01b0\u1edbc.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">M\u1ed9t SLM c\u00f3 lu\u00f4n r\u1ebb h\u01a1n m\u1ed9t LLM kh\u00f4ng?<\/h3>\n\n\n<p class=\"wp-block-paragraph\">M\u1ed9t SLM th\u01b0\u1eddng r\u1ebb h\u01a1n cho c\u00e1c nhi\u1ec7m v\u1ee5 h\u1eb9p, kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn, nh\u01b0ng so s\u00e1nh th\u1ef1c s\u1ef1 l\u00e0 chi ph\u00ed tr\u00ean m\u1ed7i nhi\u1ec7m v\u1ee5 th\u00e0nh c\u00f4ng. M\u1ed9t m\u00f4 h\u00ecnh r\u1ebb nh\u01b0ng th\u1ea5t b\u1ea1i th\u01b0\u1eddng xuy\u00ean c\u00f3 th\u1ec3 t\u1ed1n k\u00e9m h\u01a1n do ph\u1ea3i th\u1eed l\u1ea1i, g\u1ecdi d\u1ef1 ph\u00f2ng v\u00e0 xem x\u00e9t c\u1ee7a con ng\u01b0\u1eddi.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">M\u1ed9t SLM c\u00f3 lu\u00f4n nhanh h\u01a1n m\u1ed9t LLM kh\u00f4ng?<\/h3>\n\n\n<p class=\"wp-block-paragraph\">C\u00e1c m\u00f4 h\u00ecnh nh\u1ecf h\u01a1n th\u01b0\u1eddng nhanh h\u01a1n, nh\u01b0ng \u0111\u1ed9 tr\u1ec5 ph\u1ee5 thu\u1ed9c v\u00e0o nh\u00e0 cung c\u1ea5p, ph\u1ea7n c\u1ee9ng, khu v\u1ef1c, x\u1ebfp h\u00e0ng, \u0111\u1ed9 d\u00e0i ng\u1eef c\u1ea3nh v\u00e0 h\u00e0nh vi ph\u00e1t tr\u1ef1c tuy\u1ebfn. \u0110o l\u01b0\u1eddng to\u00e0n b\u1ed9 quy tr\u00ecnh l\u00e0m vi\u1ec7c, kh\u00f4ng ch\u1ec9 k\u00edch th\u01b0\u1edbc m\u00f4 h\u00ecnh.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">M\u1ed9t s\u1ea3n ph\u1ea9m c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng c\u1ea3 SLM v\u00e0 LLM kh\u00f4ng?<\/h3>\n\n\n<p class=\"wp-block-paragraph\">C\u00f3. Nhi\u1ec1u h\u1ec7 th\u1ed1ng s\u1ea3n xu\u1ea5t n\u00ean s\u1eed d\u1ee5ng c\u1ea3 hai. \u0110\u1ecbnh tuy\u1ebfn c\u00e1c nhi\u1ec7m v\u1ee5 \u0111\u01a1n gi\u1ea3n, \u1ed5n \u0111\u1ecbnh \u0111\u1ebfn SLM v\u00e0 gi\u1eef LLM cho c\u00e1c y\u00eau c\u1ea7u ph\u1ee9c t\u1ea1p, m\u01a1 h\u1ed3 ho\u1eb7c c\u00f3 gi\u00e1 tr\u1ecb cao.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Khi n\u00e0o m\u1ed9t nh\u00f3m n\u00ean tr\u00e1nh s\u1eed d\u1ee5ng SLM?<\/h3>\n\n\n<p class=\"wp-block-paragraph\">Tr\u00e1nh s\u1eed d\u1ee5ng SLM khi nhi\u1ec7m v\u1ee5 l\u00e0 m\u1edf, kh\u00f4ng \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh r\u00f5, quan tr\u1ecdng v\u1ec1 an to\u00e0n m\u00e0 kh\u00f4ng c\u00f3 x\u00e1c th\u1ef1c m\u1ea1nh, ho\u1eb7c ph\u1ee5 thu\u1ed9c v\u00e0o l\u00fd lu\u1eadn r\u1ed9ng m\u00e0 m\u00f4 h\u00ecnh nh\u1ecf h\u01a1n kh\u00f4ng th\u1ec3 x\u1eed l\u00fd \u0111\u00e1ng tin c\u1eady.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">L\u00e0m th\u1ebf n\u00e0o \u0111\u1ecbnh tuy\u1ebfn m\u00f4 h\u00ecnh gi\u00fap v\u1edbi c\u00e1c quy\u1ebft \u0111\u1ecbnh SLM so v\u1edbi LLM?<\/h3>\n\n\n<p class=\"wp-block-paragraph\">\u0110\u1ecbnh tuy\u1ebfn m\u00f4 h\u00ecnh cho ph\u00e9p \u1ee9ng d\u1ee5ng ch\u1ecdn m\u1ed9t m\u00f4 h\u00ecnh cho t\u1eebng nhi\u1ec7m v\u1ee5, kh\u00e1ch h\u00e0ng, gi\u1edbi h\u1ea1n chi ph\u00ed, m\u1ee5c ti\u00eau \u0111\u1ed9 tr\u1ec5 ho\u1eb7c \u0111i\u1ec1u ki\u1ec7n d\u1ef1 ph\u00f2ng. \u0110i\u1ec1u \u0111\u00f3 linh ho\u1ea1t h\u01a1n so v\u1edbi vi\u1ec7c ch\u1ecdn m\u1ed9t k\u00edch th\u01b0\u1edbc m\u00f4 h\u00ecnh cho m\u1ecdi y\u00eau c\u1ea7u.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">C\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n n\u00ean b\u1eaft \u0111\u1ea7u v\u1edbi LLM hay SLM?<\/h3>\n\n\n<p class=\"wp-block-paragraph\">B\u1eaft \u0111\u1ea7u v\u1edbi l\u1ed9 tr\u00ecnh gi\u00fap b\u1ea1n h\u1ecdc nhanh nh\u1ea5t. Nhi\u1ec1u nh\u00f3m b\u1eaft \u0111\u1ea7u v\u1edbi m\u1ed9t LLM trong khi quy tr\u00ecnh l\u00e0m vi\u1ec7c \u0111ang thay \u0111\u1ed5i, sau \u0111\u00f3 chuy\u1ec3n c\u00e1c nhi\u1ec7m v\u1ee5 ph\u1ee5 \u1ed5n \u0111\u1ecbnh sang SLM sau khi h\u1ecd c\u00f3 c\u00e1c v\u00ed d\u1ee5 th\u1ef1c t\u1ebf v\u00e0 c\u00e1c ch\u1ec9 s\u1ed1 th\u00e0nh c\u00f4ng r\u00f5 r\u00e0ng.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">ShareAI c\u00f3 x\u00e2y d\u1ef1ng ho\u1eb7c l\u01b0u tr\u1eef \u1ee9ng d\u1ee5ng c\u1ee7a t\u00f4i kh\u00f4ng?<\/h3>\n\n\n<p class=\"wp-block-paragraph\">Kh\u00f4ng. ShareAI kh\u00f4ng ph\u1ea3i l\u00e0 m\u1ed9t khung \u1ee9ng d\u1ee5ng, CMS, n\u1ec1n t\u1ea3ng l\u01b0u tr\u1eef ho\u1eb7c c\u00f4ng c\u1ee5 x\u00e2y d\u1ef1ng kh\u00f4ng m\u00e3. C\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n s\u1eed d\u1ee5ng ShareAI \u0111\u1ec3 truy c\u1eadp, so s\u00e1nh v\u00e0 \u0111\u1ecbnh tuy\u1ebfn c\u00e1c m\u00f4 h\u00ecnh AI th\u00f4ng qua m\u1ed9t API.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">C\u00e1c c\u01a1 quan n\u00ean s\u1eed d\u1ee5ng \u0111\u1ecbnh tuy\u1ebfn SLM so v\u1edbi LLM nh\u01b0 th\u1ebf n\u00e0o?<\/h3>\n\n\n<p class=\"wp-block-paragraph\">C\u00e1c c\u01a1 quan c\u00f3 th\u1ec3 \u0111\u1ecbnh tuy\u1ebfn kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c c\u1ee7a kh\u00e1ch h\u00e0ng theo chi ph\u00ed, ch\u1ea5t l\u01b0\u1ee3ng, nhu c\u1ea7u b\u1ea3o m\u1eadt v\u00e0 y\u00eau c\u1ea7u th\u1eddi gian ph\u1ea3n h\u1ed3i. \u0110i\u1ec1u \u0111\u00f3 gi\u00fap tr\u00e1nh vi\u1ec7c x\u00e2y d\u1ef1ng m\u1ed9t k\u1ebf ho\u1ea1ch t\u00edch h\u1ee3p m\u00f4 h\u00ecnh t\u00f9y ch\u1ec9nh t\u1eeb \u0111\u1ea7u cho m\u1ed7i kh\u00e1ch h\u00e0ng.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">C\u00e1c nh\u00e0 cung c\u1ea5p \u0111\u01b0\u1ee3c l\u1ee3i g\u00ec t\u1eeb \u0111\u1ecbnh tuy\u1ebfn SLM v\u00e0 LLM?<\/h3>\n\n\n<p class=\"wp-block-paragraph\">C\u00e1c nh\u00e0 cung c\u1ea5p c\u00f3 th\u1ec3 ki\u1ebfm \u0111\u01b0\u1ee3c nhu c\u1ea7u khi kh\u1ea3 n\u0103ng t\u00ednh to\u00e1n ho\u1eb7c suy lu\u1eadn c\u1ee7a h\u1ecd ho\u1ea1t \u0111\u1ed9ng t\u1ed1t cho c\u00e1c lo\u1ea1i kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c c\u1ee5 th\u1ec3. \u0110\u1ecbnh tuy\u1ebfn gi\u00fap kh\u1ea3 n\u0103ng c\u1ee7a nh\u00e0 cung c\u1ea5p t\u1ed1t tr\u1edf n\u00ean d\u1ec5 d\u00e0ng \u0111\u01b0\u1ee3c c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n ph\u00e1t hi\u1ec7n.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">B\u00e0i ki\u1ec3m tra s\u1ea3n xu\u1ea5t \u0111\u1ea7u ti\u00ean an to\u00e0n nh\u1ea5t l\u00e0 g\u00ec?<\/h3>\n\n\n<p class=\"wp-block-paragraph\">Ch\u1ecdn m\u1ed9t nhi\u1ec7m v\u1ee5 h\u1eb9p, x\u00e1c \u0111\u1ecbnh ti\u00eau ch\u00ed th\u00e0nh c\u00f4ng, so s\u00e1nh \u0111\u1ea7u ra c\u1ee7a SLM v\u00e0 LLM tr\u00ean c\u00e1c v\u00ed d\u1ee5 th\u1ef1c t\u1ebf, \u0111\u1eb7t quy t\u1eafc d\u1ef1 ph\u00f2ng, v\u00e0 ch\u1ec9 sau \u0111\u00f3 \u0111\u1ecbnh tuy\u1ebfn m\u1ed9t ph\u1ea7n nh\u1ecf l\u01b0u l\u01b0\u1ee3ng truy c\u1eadp \u0111\u1ebfn l\u1ed9 tr\u00ecnh m\u1edbi.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/shareai.now\/documentation\/?utm_source=blog&amp;utm_medium=content&amp;utm_campaign=slm-vs-llm-production-routing\">T\u00edch h\u1ee3p m\u1ed9t API<\/a> \u0111\u1ec3 ki\u1ec3m tra c\u00e1c l\u1ed9 tr\u00ecnh m\u00f4 h\u00ecnh m\u00e0 kh\u00f4ng g\u1eafn logic s\u1ea3n ph\u1ea9m v\u00e0o m\u1ed9t k\u00edch th\u01b0\u1edbc m\u00f4 h\u00ecnh duy nh\u1ea5t.<\/p>","protected":false},"excerpt":{"rendered":"<p>H\u01b0\u1edbng d\u1eabn th\u1ef1c t\u1ebf v\u1ec1 SLM so v\u1edbi LLM \u0111\u1ec3 \u0111\u1ecbnh tuy\u1ebfn AI s\u1ea3n xu\u1ea5t d\u1ef1a tr\u00ean \u0111\u1ed9 ph\u1ee9c t\u1ea1p c\u1ee7a nhi\u1ec7m v\u1ee5, \u0111\u1ed9 tr\u1ec5, chi ph\u00ed v\u00e0 ch\u1ea5t l\u01b0\u1ee3ng thay v\u00ec ch\u1ecdn m\u1ed9t k\u00edch th\u01b0\u1edbc m\u00f4 h\u00ecnh cho m\u1ecdi y\u00eau c\u1ea7u.<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"cta-title":"Integrate one API","cta-description":"Access 150+ models with smart routing and failover.","cta-button-text":"View Docs","cta-button-link":"https:\/\/shareai.now\/documentation\/?utm_source=blog&utm_medium=content&utm_campaign=slm-vs-llm-production-routing","rank_math_title":"SLM vs LLM: Route Production Tasks to the Right Model","rank_math_description":"SLM vs LLM decisions should be made per task, using routing to balance quality, latency, cost, and reliability in production.","rank_math_focus_keyword":"SLM vs LLM, small language models, large language models, AI model routing, AI API routing, model routing","footnotes":""},"categories":[4,6],"tags":[42,92,236,234,235],"class_list":["post-3147","post","type-post","status-publish","format-standard","hentry","category-developers","category-insights","tag-ai-api-routing","tag-ai-model-routing","tag-large-language-models","tag-slm-vs-llm","tag-small-language-models"],"_links":{"self":[{"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/posts\/3147","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/comments?post=3147"}],"version-history":[{"count":1,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/posts\/3147\/revisions"}],"predecessor-version":[{"id":3195,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/posts\/3147\/revisions\/3195"}],"wp:attachment":[{"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/media?parent=3147"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/categories?post=3147"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shareai.now\/vi\/api\/wp\/v2\/tags?post=3147"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}