{"id":12371,"date":"2026-07-17T08:52:16","date_gmt":"2026-07-17T01:52:16","guid":{"rendered":"https:\/\/microsoft.cmctelecom.vn\/microsoft-5-loi-ich-cua-rag-giup-ai-tao-sinh-chinh-xac-va-tiet-kiem-chi-phi\/"},"modified":"2026-07-22T08:36:19","modified_gmt":"2026-07-22T01:36:19","slug":"microsoft-5-loi-ich-cua-rag-giup-ai-tao-sinh-chinh-xac-va-tiet-kiem-chi-phi","status":"publish","type":"post","link":"https:\/\/microsoft.cmctelecom.vn\/ja\/microsoft-5-loi-ich-cua-rag-giup-ai-tao-sinh-chinh-xac-va-tiet-kiem-chi-phi\/","title":{"rendered":"Microsoft: 5 l\u1ee3i \u00edch c\u1ee7a RAG gi\u00fap AI t\u1ea1o sinh ch\u00ednh x\u00e1c v\u00e0 ti\u1ebft ki\u1ec7m chi ph\u00ed"},"content":{"rendered":"

C\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM) \u0111ang thay \u0111\u1ed5i cu\u1ed9c ch\u01a1i, nh\u01b0ng ch\u00fang c\u00f3 m\u1ed9t h\u1ea1n ch\u1ebf c\u1ed1 h\u1eefu: ki\u1ebfn th\u1ee9c b\u1ecb gi\u1edbi h\u1ea1n b\u1edfi th\u1eddi \u0111i\u1ec3m v\u00e0 d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n. \u0110\u1ec3 gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 n\u00e0y, Microsoft gi\u1edbi thi\u1ec7u m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p \u0111\u1ed9t ph\u00e1 c\u00f3 t\u00ean l\u00e0 Retrieval Augmented Generation<\/em> (RAG) \u2014 t\u1ea1m d\u1ecbch: T\u1ea1o sinh T\u0103ng c\u01b0\u1eddng b\u1eb1ng Truy xu\u1ea5t. K\u1ef9 thu\u1eadt n\u00e0y k\u1ebft h\u1ee3p kh\u1ea3 n\u0103ng truy xu\u1ea5t th\u00f4ng tin t\u1eeb c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u b\u00ean ngo\u00e0i v\u1edbi s\u1ee9c m\u1ea1nh t\u1ea1o v\u0103n b\u1ea3n c\u1ee7a LLM, gi\u00fap c\u00e1c \u1ee9ng d\u1ee5ng AI \u0111\u01b0a ra c\u00e2u tr\u1ea3 l\u1eddi ch\u00ednh x\u00e1c, ph\u00f9 h\u1ee3p v\u00e0 \u0111\u00e1ng tin c\u1eady h\u01a1n cho doanh nghi\u1ec7p.<\/p>\n

RAG ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o?<\/h2>\n

K\u1ef9 thu\u1eadt RAG l\u00e0m phong ph\u00fa th\u00eam tr\u1ea3i nghi\u1ec7m AI t\u1ea1o sinh b\u1eb1ng c\u00e1ch t\u00edch h\u1ee3p m\u1ed9t b\u01b0\u1edbc truy xu\u1ea5t d\u1eef li\u1ec7u tr\u01b0\u1edbc khi t\u1ea1o ra ph\u1ea3n h\u1ed3i. Quy tr\u00ecnh n\u00e0y \u0111\u1ea3m b\u1ea3o r\u1eb1ng c\u00e2u tr\u1ea3 l\u1eddi c\u1ee7a LLM \u0111\u01b0\u1ee3c d\u1ef1a tr\u00ean th\u00f4ng tin m\u1edbi nh\u1ea5t v\u00e0 ph\u00f9 h\u1ee3p nh\u1ea5t t\u1eeb c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u c\u1ee7a doanh nghi\u1ec7p.<\/p>\n

\n\"S\u01a1
\n<\/figure>\n

5 l\u1ee3i \u00edch ch\u00ednh c\u1ee7a RAG \u0111\u1ed1i v\u1edbi doanh nghi\u1ec7p<\/h2>\n

D\u01b0\u1edbi \u0111\u00e2y l\u00e0 5 t\u00ednh n\u0103ng v\u00e0 l\u1ee3i \u00edch ch\u00ednh gi\u00fap c\u00e1c nh\u00e0 l\u00e3nh \u0111\u1ea1o hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 gi\u00e1 tr\u1ecb c\u1ee7a RAG.<\/p>\n

1. C\u1eadp nh\u1eadt ki\u1ebfn th\u1ee9c theo th\u1eddi gian th\u1ef1c<\/h3>\n

M\u00f4 h\u00ecnh RAG d\u1ef1a v\u00e0o c\u00e1c c\u01a1 s\u1edf tri th\u1ee9c b\u00ean ngo\u00e0i \u0111\u1ec3 truy xu\u1ea5t th\u00f4ng tin m\u1edbi nh\u1ea5t tr\u01b0\u1edbc khi t\u1ea1o ra ph\u1ea3n h\u1ed3i. Thay v\u00ec ch\u1ec9 ph\u1ee5 thu\u1ed9c v\u00e0o d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n c\u00f3 th\u1ec3 \u0111\u00e3 l\u1ed7i th\u1eddi, RAG cho ph\u00e9p c\u00e1c c\u00e2u tr\u1ea3 l\u1eddi \u0111\u01b0\u1ee3c grounding<\/em> (neo) v\u00e0o d\u1eef li\u1ec7u hi\u1ec7n t\u1ea1i.<\/p>\n

L\u1ee3i \u00edch cho doanh nghi\u1ec7p:<\/strong> C\u00e1c h\u1ec7 th\u1ed1ng d\u1ef1a tr\u00ean RAG \u0111\u1eb7c bi\u1ec7t hi\u1ec7u qu\u1ea3 khi d\u1eef li\u1ec7u thay \u0111\u1ed5i li\u00ean t\u1ee5c, v\u00ed d\u1ee5 nh\u01b0 trong c\u00e1c \u1ee9ng d\u1ee5ng h\u1ed7 tr\u1ee3 kh\u00e1ch h\u00e0ng tr\u1ef1c ti\u1ebfp, l\u1eadp k\u1ebf ho\u1ea1ch du l\u1ecbch ho\u1eb7c x\u1eed l\u00fd y\u00eau c\u1ea7u b\u1ed3i th\u01b0\u1eddng. M\u1ed9t chatbot h\u1ed7 tr\u1ee3 kh\u00e1ch h\u00e0ng c\u00f3 th\u1ec3 nhanh ch\u00f3ng truy xu\u1ea5t th\u00f4ng s\u1ed1 k\u1ef9 thu\u1eadt s\u1ea3n ph\u1ea9m, h\u01b0\u1edbng d\u1eabn kh\u1eafc ph\u1ee5c s\u1ef1 c\u1ed1 ho\u1eb7c l\u1ecbch s\u1eed mua h\u00e0ng, gi\u00fap gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 hi\u1ec7u qu\u1ea3, t\u1eeb \u0111\u00f3 n\u00e2ng cao tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng v\u00e0 t\u0103ng l\u00f2ng trung th\u00e0nh.<\/p>\n

2. T\u0103ng c\u01b0\u1eddng s\u1ef1 li\u00ean quan theo ng\u1eef c\u1ea3nh<\/h3>\n

RAG v\u01b0\u1ee3t tr\u1ed9i trong vi\u1ec7c cung c\u1ea5p c\u00e1c ph\u1ea3n h\u1ed3i gi\u00e0u ng\u1eef c\u1ea3nh b\u1eb1ng c\u00e1ch truy xu\u1ea5t d\u1eef li\u1ec7u li\u00ean quan c\u1ee5 th\u1ec3 \u0111\u1ebfn truy v\u1ea5n c\u1ee7a ng\u01b0\u1eddi d\u00f9ng th\u00f4ng qua c\u00e1c thu\u1eadt to\u00e1n truy xu\u1ea5t tinh vi.<\/p>\n

L\u1ee3i \u00edch cho doanh nghi\u1ec7p:<\/strong> B\u1eb1ng c\u00e1ch t\u1eadn d\u1ee5ng th\u00f4ng tin theo ng\u1eef c\u1ea3nh, RAG cho ph\u00e9p c\u00e1c h\u1ec7 th\u1ed1ng AI t\u1ea1o ra c\u00e1c c\u00e2u tr\u1ea3 l\u1eddi ph\u00f9 h\u1ee3p v\u1edbi nhu c\u1ea7u c\u1ee5 th\u1ec3 c\u1ee7a ng\u01b0\u1eddi d\u00f9ng. Quan tr\u1ecdng h\u01a1n, RAG cho ph\u00e9p c\u00e1c t\u1ed5 ch\u1ee9c duy tr\u00ec quy\u1ec1n ri\u00eang t\u01b0 d\u1eef li\u1ec7u v\u00ec h\u1ecd kh\u00f4ng c\u1ea7n ph\u1ea3i hu\u1ea5n luy\u1ec7n l\u1ea1i m\u1ed9t m\u00f4 h\u00ecnh c\u1ee7a b\u00ean th\u1ee9 ba; d\u1eef li\u1ec7u v\u1eabn n\u1eb1m trong h\u1ea1 t\u1ea7ng c\u1ee7a doanh nghi\u1ec7p. \u0110i\u1ec1u n\u00e0y r\u1ea5t h\u1eefu \u00edch trong c\u00e1c k\u1ecbch b\u1ea3n nh\u01b0 t\u01b0 v\u1ea5n ph\u00e1p l\u00fd ho\u1eb7c h\u1ed7 tr\u1ee3 k\u1ef9 thu\u1eadt n\u1ed9i b\u1ed9.<\/p>\n

\n\"H\u00ecnh
\n<\/figure>\n

3. Gi\u1ea3m thi\u1ec3u hi\u1ec7n t\u01b0\u1ee3ng “\u1ea3o gi\u00e1c” (hallucination)<\/h3>\n

Hi\u1ec7n t\u01b0\u1ee3ng hallucination<\/em> (AI t\u1ef1 b\u1ecba \u0111\u1eb7t th\u00f4ng tin) l\u00e0 m\u1ed9t r\u1ee7i ro l\u1edbn khi d\u00f9ng LLM. RAG gi\u00fap ki\u1ec3m so\u00e1t lu\u1ed3ng th\u00f4ng tin, c\u00e2n b\u1eb1ng gi\u1eefa d\u1eef li\u1ec7u th\u1ef1c t\u1ebf \u0111\u01b0\u1ee3c truy xu\u1ea5t v\u00e0 n\u1ed9i dung do AI t\u1ea1o ra \u0111\u1ec3 gi\u1ea3m thi\u1ec3u sai l\u1ec7ch. Nhi\u1ec1u h\u1ec7 th\u1ed1ng RAG c\u00f2n cung c\u1ea5p kh\u1ea3 n\u0103ng truy xu\u1ea5t ngu\u1ed3n g\u1ed1c, tr\u00edch d\u1eabn c\u00e1c t\u00e0i li\u1ec7u tham kh\u1ea3o cho th\u00f4ng tin \u0111\u00e3 l\u1ea5y, t\u0103ng c\u01b0\u1eddng t\u00ednh minh b\u1ea1ch v\u00e0 tr\u00e1ch nhi\u1ec7m\u2014m\u1ed9t y\u1ebfu t\u1ed1 c\u1ed1t l\u00f5i c\u1ee7a AI c\u00f3 tr\u00e1ch nhi\u1ec7m (Responsible AI)<\/a>.<\/p>\n

L\u1ee3i \u00edch cho doanh nghi\u1ec7p:<\/strong> RAG gi\u00fap t\u0103ng c\u01b0\u1eddng s\u1ef1 tin c\u1eady v\u00e0 c\u1ea3i thi\u1ec7n \u0111\u00e1ng k\u1ec3 \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a n\u1ed9i dung do AI t\u1ea1o ra, t\u1eeb \u0111\u00f3 gi\u1ea3m thi\u1ec3u r\u1ee7i ro trong c\u00e1c l\u0129nh v\u1ef1c nh\u1ea1y c\u1ea3m nh\u01b0 ph\u00e1p l\u00fd, y t\u1ebf v\u00e0 t\u00e0i ch\u00ednh. Ng\u01b0\u1eddi d\u00f9ng s\u1ebd t\u1ed1n \u00edt th\u1eddi gian h\u01a1n \u0111\u1ec3 ki\u1ec3m tra l\u1ea1i th\u00f4ng tin, gi\u00fap t\u0103ng hi\u1ec7u qu\u1ea3 ra quy\u1ebft \u0111\u1ecbnh.<\/p>\n

4. T\u1ed1i \u01b0u h\u00f3a chi ph\u00ed<\/h3>\n

V\u1edbi RAG, doanh nghi\u1ec7p c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng c\u00e1c c\u01a1 s\u1edf d\u1eef li\u1ec7u v\u00e0 ki\u1ebfn th\u1ee9c hi\u1ec7n c\u00f3 m\u00e0 kh\u00f4ng c\u1ea7n ph\u1ea3i hu\u1ea5n luy\u1ec7n l\u1ea1i (retraining) c\u00e1c m\u00f4 h\u00ecnh LLM m\u1ed9t c\u00e1ch t\u1ed1n k\u00e9m. Thay v\u00ec y\u00eau c\u1ea7u m\u00f4 h\u00ecnh h\u1ecdc l\u1ea1i t\u1eeb \u0111\u1ea7u, RAG ch\u1ec9 c\u1ea7n b\u1ed5 sung d\u1eef li\u1ec7u truy xu\u1ea5t \u0111\u01b0\u1ee3c v\u00e0o prompt \u0111\u1ea7u v\u00e0o.<\/p>\n

L\u1ee3i \u00edch cho doanh nghi\u1ec7p:<\/strong> C\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y gi\u00fap gi\u1ea3m \u0111\u00e1ng k\u1ec3 chi ph\u00ed li\u00ean quan \u0111\u1ebfn vi\u1ec7c ph\u00e1t tri\u1ec3n v\u00e0 duy tr\u00ec c\u00e1c h\u1ec7 th\u1ed1ng AI. Doanh nghi\u1ec7p c\u00f3 th\u1ec3 tri\u1ec3n khai c\u00e1c \u1ee9ng d\u1ee5ng h\u1ed7 tr\u1ee3 RAG nhanh h\u01a1n v\u00e0 hi\u1ec7u qu\u1ea3 h\u01a1n v\u00ec kh\u00f4ng c\u1ea7n \u0111\u1ea7u t\u01b0 l\u1edbn v\u00e0o vi\u1ec7c hu\u1ea5n luy\u1ec7n c\u00e1c m\u00f4 h\u00ecnh l\u1edbn tr\u00ean d\u1eef li\u1ec7u \u0111\u1ed9c quy\u1ec1n.<\/p>\n

5. N\u00e2ng cao n\u0103ng su\u1ea5t ng\u01b0\u1eddi d\u00f9ng<\/h3>\n

RAG gi\u00fap t\u0103ng n\u0103ng su\u1ea5t b\u1eb1ng c\u00e1ch cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng truy c\u1eadp nhanh ch\u00f3ng v\u00e0o d\u1eef li\u1ec7u ch\u00ednh x\u00e1c v\u00e0 ph\u00f9 h\u1ee3p v\u1edbi ng\u1eef c\u1ea3nh, k\u1ebft h\u1ee3p hi\u1ec7u qu\u1ea3 gi\u1eefa truy xu\u1ea5t th\u00f4ng tin v\u00e0 AI t\u1ea1o sinh.<\/p>\n

L\u1ee3i \u00edch cho doanh nghi\u1ec7p:<\/strong> C\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y gi\u00fap gi\u1ea3m th\u1eddi gian thu th\u1eadp v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u, cho ph\u00e9p c\u00e1c nh\u00e0 ra quy\u1ebft \u0111\u1ecbnh t\u1eadp trung v\u00e0o nh\u1eefng hi\u1ec3u bi\u1ebft s\u00e2u s\u1eafc c\u00f3 th\u1ec3 h\u00e0nh \u0111\u1ed9ng. V\u00ed d\u1ee5, KPMG<\/a> \u0111\u00e3 x\u00e2y d\u1ef1ng ComplyAI, m\u1ed9t \u1ee9ng d\u1ee5ng ki\u1ec3m tra tu\u00e2n th\u1ee7. Nh\u00e2n vi\u00ean ch\u1ec9 c\u1ea7n g\u1eedi t\u00e0i li\u1ec7u v\u00e0 y\u00eau c\u1ea7u \u1ee9ng d\u1ee5ng xem x\u00e9t. \u1ee8ng d\u1ee5ng s\u1ebd t\u1ef1 \u0111\u1ed9ng \u0111\u00e1nh d\u1ea5u c\u00e1c ti\u00eau chu\u1ea9n ph\u00e1p l\u00fd ho\u1eb7c y\u00eau c\u1ea7u tu\u00e2n th\u1ee7, gi\u00fap ng\u01b0\u1eddi d\u00f9ng ti\u1ebft ki\u1ec7m th\u1eddi gian v\u00e0 c\u00f4ng s\u1ee9c \u0111\u00e1ng k\u1ec3.<\/p>\n

B\u1eaft \u0111\u1ea7u v\u1edbi RAG tr\u00ean n\u1ec1n t\u1ea3ng Microsoft<\/h2>\n

T\u00f3m l\u1ea1i, b\u1eb1ng c\u00e1ch t\u1eadn d\u1ee5ng ki\u1ebfn th\u1ee9c t\u1eeb c\u00e1c ngu\u1ed3n b\u00ean ngo\u00e0i, RAG n\u00e2ng cao \u0111\u00e1ng k\u1ec3 kh\u1ea3 n\u0103ng c\u1ee7a LLM, gi\u00fap c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c, s\u1ef1 li\u00ean quan theo ng\u1eef c\u1ea3nh, gi\u1ea3m thi\u1ec3u “\u1ea3o gi\u00e1c”, t\u1ed1i \u01b0u chi ph\u00ed v\u00e0 t\u0103ng c\u01b0\u1eddng kh\u1ea3 n\u0103ng ki\u1ec3m to\u00e1n. Doanh nghi\u1ec7p c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u x\u00e2y d\u1ef1ng c\u00e1c \u1ee9ng d\u1ee5ng RAG v\u1edbi c\u00e1c c\u00f4ng c\u1ee5 nh\u01b0 Azure AI Foundry<\/a> v\u00e0 t\u00edch h\u1ee3p ch\u00fang v\u00e0o c\u00e1c agent \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng b\u1eb1ng Microsoft Copilot Studio<\/a>.<\/p>","protected":false},"excerpt":{"rendered":"

C\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM) \u0111ang thay \u0111\u1ed5i cu\u1ed9c ch\u01a1i, nh\u01b0ng ch\u00fang c\u00f3 m\u1ed9t h\u1ea1n ch\u1ebf c\u1ed1 h\u1eefu: ki\u1ebfn th\u1ee9c b\u1ecb gi\u1edbi h\u1ea1n b\u1edfi th\u1eddi \u0111i\u1ec3m v\u00e0 d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n. \u0110\u1ec3 gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 n\u00e0y, Microsoft gi\u1edbi thi\u1ec7u m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p \u0111\u1ed9t ph\u00e1 c\u00f3 t\u00ean l\u00e0 Retrieval Augmented Generation (RAG) \u2014 t\u1ea1m d\u1ecbch: T\u1ea1o sinh T\u0103ng c\u01b0\u1eddng b\u1eb1ng Truy xu\u1ea5t. K\u1ef9 thu\u1eadt n\u00e0y k\u1ebft h\u1ee3p kh\u1ea3 n\u0103ng truy xu\u1ea5t th\u00f4ng tin t\u1eeb c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u b\u00ean ngo\u00e0i v\u1edbi s\u1ee9c m\u1ea1nh t\u1ea1o v\u0103n b\u1ea3n c\u1ee7a LLM, gi\u00fap c\u00e1c \u1ee9ng d\u1ee5ng AI \u0111\u01b0a ra c\u00e2u tr\u1ea3 l\u1eddi ch\u00ednh x\u00e1c, ph\u00f9 h\u1ee3p v\u00e0 \u0111\u00e1ng tin c\u1eady h\u01a1n cho…<\/p>","protected":false},"author":15,"featured_media":12368,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-12371","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ms-blogs"],"acf":[],"yoast_head":"\nMicrosoft: 5 l\u1ee3i \u00edch c\u1ee7a RAG gi\u00fap AI t\u1ea1o sinh ch\u00ednh x\u00e1c v\u00e0 ti\u1ebft ki\u1ec7m chi ph\u00ed | CMC Telecom<\/title>\n<meta name=\"description\" content=\"\u0110\u1ed1i 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