{"id":3383,"date":"2025-03-18T01:20:31","date_gmt":"2025-03-18T01:20:31","guid":{"rendered":"https:\/\/www.mon-agent-ia.fr\/blog\/?p=3383"},"modified":"2025-03-18T01:20:32","modified_gmt":"2025-03-18T01:20:32","slug":"aleph-alpha-trinh-bay-kien-truc-llm-mang-tinh-cach-mang-khong-can-ma-thong-bao-mot-buoc-dot-pha-lon-cho-tri-tue-nhan-tao-co-chu-quyen","status":"publish","type":"post","link":"https:\/\/www.mon-agent-ia.fr\/blog\/vi\/aleph-alpha-trinh-bay-kien-truc-llm-mang-tinh-cach-mang-khong-can-ma-thong-bao-mot-buoc-dot-pha-lon-cho-tri-tue-nhan-tao-co-chu-quyen\/","title":{"rendered":"Aleph Alpha tr\u00ecnh b\u00e0y ki\u1ebfn \u200b\u200btr\u00fac LLM mang t\u00ednh c\u00e1ch m\u1ea1ng kh\u00f4ng c\u1ea7n m\u00e3 th\u00f4ng b\u00e1o: m\u1ed9t b\u01b0\u1edbc \u0111\u1ed9t ph\u00e1 l\u1edbn cho tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u00f3 ch\u1ee7 quy\u1ec1n?"},"content":{"rendered":"<p class=\"wp-block-paragraph\">V\u00e0o ng\u00e0y 22 th\u00e1ng 1, Aleph Alpha \u0111\u00e3 \u0111\u01b0a ra m\u1ed9t th\u00f4ng b\u00e1o quan tr\u1ecdng t\u1ea1i Di\u1ec5n \u0111\u00e0n Davos li\u00ean quan \u0111\u1ebfn m\u1ed9t s\u1ef1 \u0111\u1ed5i m\u1edbi l\u1edbn trong l\u0129nh v\u1ef1c tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. C\u00f4ng ty \u0111\u00e3 gi\u1edbi thi\u1ec7u m\u1ed9t s\u1ea3n ph\u1ea9m m\u1edbi <strong>Ki\u1ebfn tr\u00fac LLM<\/strong> kh\u00f4ng c\u00f3 tokenizer, \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 Pharia, h\u1ee9a h\u1eb9n s\u1ebd c\u00e1ch m\u1ea1ng h\u00f3a b\u1ed1i c\u1ea3nh c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef. S\u00e1ng ki\u1ebfn \u200b\u200bn\u00e0y nh\u1eb1m kh\u1eafc ph\u1ee5c nh\u1eefng h\u1ea1n ch\u1ebf nh\u1ea5t \u0111\u1ecbnh v\u1ed1n c\u00f3 trong c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef truy\u1ec1n th\u1ed1ng, m\u1edf ra c\u00e1nh c\u1eeda cho c\u00e1c gi\u1ea3i ph\u00e1p AI ph\u00f9 h\u1ee3p h\u01a1n v\u1edbi \u0111\u1eb7c th\u00f9 v\u0103n h\u00f3a v\u00e0 ng\u00e0nh. B\u1eb1ng c\u00e1ch h\u1ee3p t\u00e1c v\u1edbi nh\u1eefng c\u00f4ng ty ch\u1ee7 ch\u1ed1t nh\u01b0 AMD v\u00e0 Schwarz Digits, Aleph Alpha \u0111\u1eb7t m\u1ee5c ti\u00eau kh\u1eb3ng \u0111\u1ecbnh m\u00ecnh l\u00e0 c\u00f4ng ty l\u1edbn trong l\u0129nh v\u1ef1c AI c\u00f3 ch\u1ee7 quy\u1ec1n \u1edf Ch\u00e2u \u00c2u. Trong su\u1ed1t b\u00e0i vi\u1ebft n\u00e0y, ch\u00fang ta s\u1ebd kh\u00e1m ph\u00e1 chi ti\u1ebft ki\u1ebfn \u200b\u200btr\u00fac \u0111\u1ed5i m\u1edbi n\u00e0y, nh\u1eefng t\u00e1c \u0111\u1ed9ng c\u1ee7a n\u00f3 \u0111\u1ed1i v\u1edbi t\u01b0\u01a1ng lai c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u0169ng nh\u01b0 nh\u1eefng s\u1ef1 h\u1ee3p t\u00e1c chi\u1ebfn l\u01b0\u1ee3c h\u1ed7 tr\u1ee3 n\u00f3.<\/p>\n\n<h2 class=\"wp-block-heading\">B\u1ed1i c\u1ea3nh v\u00e0 th\u00e1ch th\u1ee9c c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u00f3 ch\u1ee7 quy\u1ec1n<\/h2>\n\n<p class=\"wp-block-paragraph\">Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u00f3 ch\u1ee7 quy\u1ec1n \u0111\u1ec1 c\u1eadp \u0111\u1ebfn kh\u1ea3 n\u0103ng c\u1ee7a m\u1ed9t qu\u1ed1c gia ho\u1eb7c khu v\u1ef1c trong vi\u1ec7c ph\u00e1t tri\u1ec3n v\u00e0 tri\u1ec3n khai c\u00e1c gi\u1ea3i ph\u00e1p AI t\u00f4n tr\u1ecdng c\u00e1c gi\u00e1 tr\u1ecb v\u0103n h\u00f3a, \u0111\u1ea1o \u0111\u1ee9c v\u00e0 quy \u0111\u1ecbnh c\u1ee7a qu\u1ed1c gia \u0111\u00f3. Trong khi c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef hi\u1ec7n t\u1ea1i, d\u00f9 l\u00e0 ngu\u1ed3n m\u1edf hay \u0111\u1ed9c quy\u1ec1n, \u0111\u1ec1u cho th\u1ea5y nh\u1eefng l\u1ed7 h\u1ed5ng trong vi\u1ec7c th\u00edch \u1ee9ng v\u1edbi c\u00e1c b\u1ed1i c\u1ea3nh v\u00e0 ng\u00f4n ng\u1eef kh\u00e1c nhau, th\u00ec \u0111i\u1ec1u c\u1ea7n thi\u1ebft l\u00e0 ph\u1ea3i t\u00ecm ra gi\u1ea3i ph\u00e1p gi\u1ea3i quy\u1ebft hi\u1ec7u qu\u1ea3 nhu c\u1ea7u \u0111\u1ecba ph\u01b0\u01a1ng.<\/p>\n\n<h3 class=\"wp-block-heading\">Nh\u1eefng th\u00e1ch th\u1ee9c c\u1ee7a LLM truy\u1ec1n th\u1ed1ng<\/h3>\n\n<p class=\"wp-block-paragraph\">C\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef hi\u1ec7n t\u1ea1i ph\u1ea3i \u0111\u1ed1i m\u1eb7t v\u1edbi m\u1ed9t s\u1ed1 th\u00e1ch th\u1ee9c, bao g\u1ed3m:<\/p>\n\n<ul class=\"wp-block-list\"><li><strong>Nghi\u1ec7n token h\u00f3a<\/strong> : Vi\u1ec7c ph\u00e2n \u0111o\u1ea1n v\u0103n b\u1ea3n th\u00e0nh c\u00e1c \u0111\u01a1n v\u1ecb \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh tr\u01b0\u1edbc s\u1ebd h\u1ea1n ch\u1ebf kh\u1ea3 n\u0103ng th\u00edch \u1ee9ng.<\/li><li><strong>T\u00edch h\u1ee3p ng\u00f4n ng\u1eef<\/strong> : Kh\u00f3 kh\u0103n trong vi\u1ec7c t\u00edch h\u1ee3p ng\u00f4n ng\u1eef m\u1edbi ho\u1eb7c ph\u01b0\u01a1ng ng\u1eef c\u1ee5 th\u1ec3.<\/li><li><strong>Ki\u1ebfn th\u1ee9c ng\u00e0nh<\/strong> : Thi\u1ebfu kh\u1ea3 n\u0103ng th\u00edch \u1ee9ng v\u1edbi ki\u1ebfn \u200b\u200bth\u1ee9c c\u1ee5 th\u1ec3 trong c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 y t\u1ebf ho\u1eb7c t\u00e0i ch\u00ednh.<\/li><li><strong>Chi ph\u00ed \u0111\u00e0o t\u1ea1o cao<\/strong> : S\u1ef1 ph\u1ee9c t\u1ea1p c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh d\u1eabn \u0111\u1ebfn chi ph\u00ed \u0111\u00e1ng k\u1ec3 v\u1ec1 t\u00e0i nguy\u00ean m\u00e1y t\u00ednh.<\/li><\/ul>\n\n<p class=\"wp-block-paragraph\">\u0110\u1ec3 \u0111\u00e1p \u1ee9ng nh\u1eefng th\u00e1ch th\u1ee9c n\u00e0y, Aleph Alpha cung c\u1ea5p gi\u1ea3i ph\u00e1p s\u00e1ng t\u1ea1o c\u1ee7a m\u00ecnh: ki\u1ebfn \u200b\u200btr\u00fac kh\u00f4ng c\u00f3 m\u00e3 th\u00f4ng b\u00e1o cho ph\u00e9p h\u1ecdc t\u1eadp tr\u00f4i ch\u1ea3y v\u00e0 hi\u1ec7u qu\u1ea3 h\u01a1n.<\/p>\n\n<h3 class=\"wp-block-heading\">\u00dd ngh\u0129a c\u1ee7a AI c\u00f3 ch\u1ee7 quy\u1ec1n<\/h3>\n\n<p class=\"wp-block-paragraph\">S\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a AI c\u00f3 ch\u1ee7 quy\u1ec1n c\u00f3 m\u1ed9t s\u1ed1 \u00fd ngh\u0129a ch\u00ednh:<\/p>\n\n<ul class=\"wp-block-list\"><li><strong>B\u1ea3o v\u1ec7 d\u1eef li\u1ec7u<\/strong> : \u0110\u1ea3m b\u1ea3o t\u00ednh b\u1ea3o m\u1eadt c\u1ee7a d\u1eef li\u1ec7u nh\u1ea1y c\u1ea3m t\u1eeb m\u1ed7i qu\u1ed1c gia.<\/li><li><strong>\u00c1p d\u1ee5ng quy \u0111\u1ecbnh<\/strong> : T\u1ea1o c\u00e1c m\u00f4 h\u00ecnh tu\u00e2n th\u1ee7 c\u00e1c quy \u0111\u1ecbnh c\u1ee7a \u0111\u1ecba ph\u01b0\u01a1ng.<\/li><li><strong>T\u0103ng c\u01b0\u1eddng \u0111\u1ed5i m\u1edbi \u0111\u1ecba ph\u01b0\u01a1ng<\/strong> : Th\u00fac \u0111\u1ea9y ph\u00e1t tri\u1ec3n c\u00f4ng ngh\u1ec7 tr\u00ean quy m\u00f4 qu\u1ed1c gia.<\/li><li><strong>C\u1ea3i thi\u1ec7n d\u1ecbch v\u1ee5 c\u00f4ng c\u1ed9ng<\/strong> : S\u1eed d\u1ee5ng AI cho c\u00e1c d\u1ecbch v\u1ee5 c\u1ee7a ch\u00ednh ph\u1ee7 hi\u1ec7u qu\u1ea3 h\u01a1n.<\/li><\/ul>\n\n<h2 class=\"wp-block-heading\">T\u1ed5ng quan v\u1ec1 ki\u1ebfn \u200b\u200btr\u00fac LLM Pharia kh\u00f4ng c\u00f3 tokenizer<\/h2>\n\n<p class=\"wp-block-paragraph\">Ki\u1ebfn tr\u00fac LLM Pharia th\u1ec3 hi\u1ec7n m\u1ed9t b\u01b0\u1edbc ti\u1ebfn l\u1edbn trong x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean. B\u1eb1ng c\u00e1ch lo\u1ea1i b\u1ecf m\u00e3 th\u00f4ng b\u00e1o, m\u00f4 h\u00ecnh n\u00e0y h\u1ee9a h\u1eb9n s\u1ebd c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t v\u00e0 hi\u1ec7u qu\u1ea3 c\u1ee7a c\u00e1c gi\u1ea3i ph\u00e1p AI b\u1eb1ng c\u00e1ch cho ph\u00e9p hi\u1ec3u r\u00f5 h\u01a1n v\u00e0 th\u00edch \u1ee9ng v\u1edbi nhi\u1ec1u ng\u00f4n ng\u1eef kh\u00e1c nhau.<\/p>\n\n<h3 class=\"wp-block-heading\">M\u00e3 th\u00f4ng b\u00e1o l\u00e0 g\u00ec v\u00e0 t\u1ea1i sao n\u00f3 c\u00f3 v\u1ea5n \u0111\u1ec1?<\/h3>\n\n<p class=\"wp-block-paragraph\">Tokenization l\u00e0 qu\u00e1 tr\u00ecnh chia v\u0103n b\u1ea3n \u0111\u1ea7u v\u00e0o th\u00e0nh c\u00e1c \u0111\u01a1n v\u1ecb nh\u1ecf h\u01a1n, \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 token. K\u1ef9 thu\u1eadt n\u00e0y, m\u1eb7c d\u00f9 ph\u1ed5 bi\u1ebfn, \u0111\u1eb7t ra m\u1ed9t s\u1ed1 v\u1ea5n \u0111\u1ec1:<\/p>\n\n<ul class=\"wp-block-list\"><li><strong>\u0111\u1ed9 c\u1ee9ng<\/strong> : Token th\u01b0\u1eddng \u0111\u01b0\u1ee3c g\u1eafn v\u00e0o c\u00e1c t\u1eeb ho\u1eb7c nh\u00f3m t\u1eeb c\u1ee5 th\u1ec3, h\u1ea1n ch\u1ebf s\u1ef1 hi\u1ec3u bi\u1ebft t\u1ed5ng th\u1ec3.<\/li><li><strong>M\u1ea5t b\u1ed1i c\u1ea3nh<\/strong> : B\u1eb1ng c\u00e1ch ph\u00e2n \u0111o\u1ea1n v\u0103n b\u1ea3n, s\u1eafc th\u00e1i v\u00e0 \u00fd ngh\u0129a c\u00f3 th\u1ec3 b\u1ecb m\u1ea5t.<\/li><li><strong>ng\u00f4n ng\u1eef kh\u00f4ng linh ho\u1ea1t<\/strong> : C\u00e1c ng\u00f4n ng\u1eef \u00edt \u0111\u01b0\u1ee3c tr\u00ecnh b\u00e0y h\u01a1n c\u00f3 th\u1ec3 b\u1ecb hi\u1ec3u sai do s\u1ed1 l\u01b0\u1ee3ng m\u00e3 th\u00f4ng b\u00e1o h\u1ea1n ch\u1ebf.<\/li><\/ul>\n\n<h3 class=\"wp-block-heading\">\u01afu \u0111i\u1ec3m c\u1ee7a ki\u1ebfn \u200b\u200btr\u00fac T-Free<\/h3>\n\n<p class=\"wp-block-paragraph\">Vi\u1ec7c lo\u1ea1i b\u1ecf m\u00e3 th\u00f4ng b\u00e1o trong ki\u1ebfn \u200b\u200btr\u00fac Pharia mang l\u1ea1i m\u1ed9t s\u1ed1 l\u1ee3i \u00edch \u0111\u00e1ng ch\u00fa \u00fd:<\/p>\n\n<ul class=\"wp-block-list\"><li><strong>Ng\u00f4n ng\u1eef linh ho\u1ea1t<\/strong> : Kh\u1ea3 n\u0103ng qu\u1ea3n l\u00fd t\u1ed1t h\u01a1n c\u00e1c ng\u00f4n ng\u1eef ch\u01b0a \u0111\u01b0\u1ee3c tr\u00ecnh b\u00e0y \u0111\u1ea7y \u0111\u1ee7.<\/li><li><strong>Gi\u1ea3m chi ph\u00ed<\/strong> : C\u1ea7n \u00edt t\u00e0i nguy\u00ean h\u01a1n cho c\u00e1c m\u00f4 h\u00ecnh \u0111\u00e0o t\u1ea1o.<\/li><li><strong>C\u1ea3i thi\u1ec7n s\u1ef1 hi\u1ec3u bi\u1ebft theo ng\u1eef c\u1ea3nh<\/strong> : Xem x\u00e9t t\u1ed1t h\u01a1n m\u1ed1i quan h\u1ec7 gi\u1eefa c\u00e1c t\u1eeb.<\/li><li><strong>T\u00ednh b\u1ec1n v\u1eefng<\/strong> : L\u01b0\u1ee3ng kh\u00ed th\u1ea3i carbon gi\u1ea3m so v\u1edbi c\u00e1c m\u1eabu truy\u1ec1n th\u1ed1ng.<\/li><\/ul>\n\n<p class=\"wp-block-paragraph\">Nh\u1eefng c\u1ea3i ti\u1ebfn n\u00e0y \u0111\u1eb7c bi\u1ec7t quan tr\u1ecdng trong b\u1ed1i c\u1ea3nh t\u00ednh b\u1ec1n v\u1eefng v\u00e0 hi\u1ec7u qu\u1ea3 \u0111ang ng\u00e0y c\u00e0ng \u0111\u01b0\u1ee3c \u01b0u ti\u00ean.<\/p>\n\n<h2 class=\"wp-block-heading\">Quan h\u1ec7 \u0111\u1ed1i t\u00e1c chi\u1ebfn l\u01b0\u1ee3c \u0111\u1ec3 th\u1ef1c hi\u1ec7n Pharia<\/h2>\n\n<p class=\"wp-block-paragraph\">\u0110\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c ti\u1ebfn b\u1ed9 c\u00f4ng ngh\u1ec7 n\u00e0y, Aleph Alpha \u0111\u00e3 thi\u1ebft l\u1eadp m\u1ed1i quan h\u1ec7 h\u1ee3p t\u00e1c chi\u1ebfn l\u01b0\u1ee3c v\u1edbi c\u00e1c c\u00f4ng ty ch\u1ee7 ch\u1ed1t nh\u01b0 AMD v\u00e0 Schwarz Digits. C\u00e1c \u0111\u1ed1i t\u00e1c n\u00e0y \u0111\u00f3ng m\u1ed9t vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c ph\u00e1t tri\u1ec3n v\u00e0 tri\u1ec3n khai ki\u1ebfn \u200b\u200btr\u00fac Pharia.<\/p>\n\n<h3 class=\"wp-block-heading\">H\u1ee3p t\u00e1c v\u1edbi AMD<\/h3>\n\n<p class=\"wp-block-paragraph\">S\u1ef1 h\u1ee3p t\u00e1c v\u1edbi AMD t\u1eadp trung v\u00e0o vi\u1ec7c s\u1eed d\u1ee5ng GPU d\u00f2ng Instinct MI300 v\u00e0 g\u00f3i ph\u1ea7n m\u1ec1m AMD ROCm. C\u00e1c t\u00e0i nguy\u00ean n\u00e0y gi\u00fap t\u1ed1i \u01b0u h\u00f3a hi\u1ec7u su\u1ea5t c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh LLM, cung c\u1ea5p gi\u1ea3i ph\u00e1p hi\u1ec7u su\u1ea5t cao c\u00f3 kh\u1ea3 n\u0103ng x\u1eed l\u00fd kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c AI \u0111\u00f2i h\u1ecfi kh\u1eaft khe.<\/p>\n\n<p class=\"wp-block-paragraph\">Keith Strier, Ph\u00f3 Ch\u1ee7 t\u1ecbch Th\u1ecb tr\u01b0\u1eddng AI To\u00e0n c\u1ea7u t\u1ea1i AMD, b\u00e0y t\u1ecf t\u1ea7m quan tr\u1ecdng c\u1ee7a s\u1ef1 h\u1ee3p t\u00e1c n\u00e0y, nh\u1ea5n m\u1ea1nh t\u00e1c \u0111\u1ed9ng c\u1ee7a n\u00f3 \u0111\u1ed1i v\u1edbi h\u1ec7 sinh th\u00e1i AI Ch\u00e2u \u00c2u. B\u1eb1ng c\u00e1ch t\u1eadn d\u1ee5ng chuy\u00ean m\u00f4n c\u1ee7a nh\u00f3m AMD SiloAI \u1edf Helsinki, h\u1ecd \u0111\u00e3 c\u00f3 th\u1ec3 ch\u1ee9ng minh kh\u1ea3 n\u0103ng \u0111a ng\u00f4n ng\u1eef c\u1ee7a ki\u1ebfn \u200b\u200btr\u00fac.<\/p>\n\n<h3 class=\"wp-block-heading\">C\u01a1 s\u1edf h\u1ea1 t\u1ea7ng v\u00e0 tu\u00e2n th\u1ee7 ch\u1eef s\u1ed1 Schwarz<\/h3>\n\n<p class=\"wp-block-paragraph\">Schwarz Digits, b\u1ed9 ph\u1eadn CNTT c\u1ee7a T\u1eadp \u0111o\u00e0n Schwarz, cung c\u1ea5p c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng m\u1ea1nh m\u1ebd tu\u00e2n th\u1ee7 c\u00e1c y\u00eau c\u1ea7u quy \u0111\u1ecbnh c\u1ee7a Ch\u00e2u \u00c2u. S\u1ef1 h\u1ee3p t\u00e1c n\u00e0y cho ph\u00e9p Aleph Alpha \u0111\u1ea3m b\u1ea3o r\u1eb1ng c\u00e1c gi\u1ea3i ph\u00e1p c\u1ee7a m\u00ecnh \u0111\u00e1p \u1ee9ng c\u00e1c ti\u00eau chu\u1ea9n v\u1ec1 quy\u1ec1n ri\u00eang t\u01b0 v\u00e0 b\u1ea3o m\u1eadt d\u1eef li\u1ec7u.<\/p>\n\n<p class=\"wp-block-paragraph\">N\u00f3i chung, vi\u1ec7c t\u00edch h\u1ee3p c\u00e1c c\u00f4ng ngh\u1ec7 n\u00e0y s\u1ebd c\u1ea3i thi\u1ec7n c\u1ea3 hi\u1ec7u su\u1ea5t c\u1ee7a m\u00f4 h\u00ecnh v\u00e0 vi\u1ec7c tu\u00e2n th\u1ee7 c\u00e1c quy \u0111\u1ecbnh b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u nghi\u00eam ng\u1eb7t, v\u1ed1n r\u1ea5t c\u1ea7n thi\u1ebft trong c\u00e1c ng\u00e0nh nh\u01b0 ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe, t\u00e0i ch\u00ednh v\u00e0 lu\u1eadt.<\/p>\n\n<figure class=\"wp-block-table\"><table>\n<thead>\n<tr>\n<th>C\u1ed9ng s\u1ef1<\/th>\n<th>Vai tr\u00f2<\/th>\n<th>C\u00f4ng ngh\u1ec7<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Alpha Alpha<\/td>\n<td>Nh\u00e0 ph\u00e1t tri\u1ec3n c\u00f4ng ngh\u1ec7 LLM<\/td>\n<td>Ki\u1ebfn tr\u00fac LLM kh\u00f4ng c\u00f3 m\u00e3 th\u00f4ng b\u00e1o<\/td>\n<\/tr>\n<tr>\n<td>AMD<\/td>\n<td>Nh\u00e0 cung c\u1ea5p ph\u1ea7n c\u1ee9ng<\/td>\n<td>D\u00f2ng GPU Instinct MI300<\/td>\n<\/tr>\n<tr>\n<td>Ch\u1eef s\u1ed1 Schwarz<\/td>\n<td>Nh\u00e0 cung c\u1ea5p c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng<\/td>\n<td>Tu\u00e2n th\u1ee7 v\u00e0 b\u1ea3o m\u1eadt d\u1eef li\u1ec7u<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n<h2 class=\"wp-block-heading\">Nh\u1eefng th\u00e1ch th\u1ee9c v\u00e0 c\u00e2n nh\u1eafc xung quanh ki\u1ebfn \u200b\u200btr\u00fac kh\u00f4ng c\u00f3 tokenizer<\/h2>\n\n<p class=\"wp-block-paragraph\">M\u1eb7c d\u00f9 ki\u1ebfn \u200b\u200btr\u00fac Pharia kh\u00f4ng c\u00f3 tokenizer c\u00f3 nhi\u1ec1u l\u1ee3i \u00edch nh\u01b0ng kh\u00f4ng ph\u1ea3i l\u00e0 kh\u00f4ng c\u00f3 th\u00e1ch th\u1ee9c. \u0110\u1ed5i m\u1edbi k\u1ef9 thu\u1eadt s\u1ed1 \u0111\u00f2i h\u1ecfi s\u1ef1 ch\u00fa \u00fd c\u1ea9n th\u1eadn \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o r\u1eb1ng c\u00e1c l\u1ee3i \u00edch \u0111\u01b0\u1ee3c hi\u1ec7n th\u1ef1c h\u00f3a m\u00e0 kh\u00f4ng \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn ch\u1ea5t l\u01b0\u1ee3ng c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c tri\u1ec3n khai.<\/p>\n\n<h3 class=\"wp-block-heading\">Nh\u1eefng th\u00e1ch th\u1ee9c k\u1ef9 thu\u1eadt<\/h3>\n\n<p class=\"wp-block-paragraph\">Nh\u1eefng th\u00e1ch th\u1ee9c k\u1ef9 thu\u1eadt bao g\u1ed3m:<\/p>\n\n<ul class=\"wp-block-list\"><li><strong>\u0110\u1ed9 ph\u1ee9c t\u1ea1p c\u1ee7a thu\u1eadt to\u00e1n<\/strong> : Ph\u00e1t tri\u1ec3n c\u00e1c thu\u1eadt to\u00e1n ph\u00f9 h\u1ee3p nh\u1eb1m khai th\u00e1c t\u1ed1i \u0111a l\u1ee3i th\u1ebf c\u1ee7a m\u00f4 h\u00ecnh kh\u00f4ng c\u00f3 m\u00e3 th\u00f4ng b\u00e1o.<\/li><li><strong>T\u00edch h\u1ee3p d\u1eef li\u1ec7u<\/strong> : Qu\u1ea3n l\u00fd hi\u1ec7u qu\u1ea3 d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o \u1edf \u0111\u1ecbnh d\u1ea1ng kh\u00f4ng s\u1eed d\u1ee5ng token.<\/li><li><strong>\u0110\u00e1nh gi\u00e1 hi\u1ec7u su\u1ea5t<\/strong> : Thi\u1ebft l\u1eadp c\u00e1c th\u01b0\u1edbc \u0111o \u0111\u00e1nh gi\u00e1 ph\u00f9 h\u1ee3p \u0111\u1ec3 \u0111o l\u01b0\u1eddng hi\u1ec7u qu\u1ea3 c\u1ee7a ph\u01b0\u01a1ng ph\u00e1p m\u1edbi n\u00e0y.<\/li><\/ul>\n\n<h3 class=\"wp-block-heading\">Nh\u1eefng c\u00e2n nh\u1eafc v\u1ec1 m\u1eb7t \u0111\u1ea1o \u0111\u1ee9c v\u00e0 quy \u0111\u1ecbnh<\/h3>\n\n<p class=\"wp-block-paragraph\">Nh\u1eefng c\u00e2n nh\u1eafc v\u1ec1 m\u1eb7t \u0111\u1ea1o \u0111\u1ee9c xung quanh AI c\u0169ng r\u1ea5t quan tr\u1ecdng:<\/p>\n\n<ul class=\"wp-block-list\"><li><strong>Minh b\u1ea1ch<\/strong> : \u0110\u1ea3m b\u1ea3o r\u1eb1ng qu\u00e1 tr\u00ecnh ra quy\u1ebft \u0111\u1ecbnh c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh v\u1eabn d\u1ec5 hi\u1ec3u \u0111\u1ed1i v\u1edbi ng\u01b0\u1eddi d\u00f9ng.<\/li><li><strong>Tr\u00e1ch nhi\u1ec7m<\/strong> : X\u00e1c \u0111\u1ecbnh r\u00f5 tr\u00e1ch nhi\u1ec7m trong tr\u01b0\u1eddng h\u1ee3p sai s\u00f3t ho\u1eb7c hi\u1ec3u sai.<\/li><li><strong>B\u1ea3o v\u1ec7 d\u1eef li\u1ec7u<\/strong> : \u0110\u1ea3m b\u1ea3o r\u1eb1ng c\u00e1c m\u00f4 h\u00ecnh t\u00f4n tr\u1ecdng quy\u1ec1n ri\u00eang t\u01b0 v\u00e0 quy\u1ec1n l\u1ee3i c\u1ee7a ng\u01b0\u1eddi d\u00f9ng.<\/li><\/ul>\n\n<h2 class=\"wp-block-heading\">H\u01b0\u1edbng t\u1edbi d\u00e2n ch\u1ee7 h\u00f3a AI c\u00f3 ch\u1ee7 quy\u1ec1n<\/h2>\n\n<p class=\"wp-block-paragraph\">\u0110\u1ec1 xu\u1ea5t c\u1ee7a Aleph Alpha, v\u1edbi ki\u1ebfn \u200b\u200btr\u00fac Pharia m\u1edbi, nh\u1eb1m m\u1ee5c \u0111\u00edch d\u00e2n ch\u1ee7 h\u00f3a kh\u1ea3 n\u0103ng ti\u1ebfp c\u1eadn c\u00e1c m\u00f4 h\u00ecnh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o ph\u00f9 h\u1ee3p v\u1edbi nhu c\u1ea7u c\u1ee5 th\u1ec3 c\u1ee7a t\u1eebng ng\u00f4n ng\u1eef v\u00e0 l\u0129nh v\u1ef1c. B\u1eb1ng c\u00e1ch \u0111\u1ea1t \u0111\u01b0\u1ee3c b\u01b0\u1edbc \u0111\u1ed9t ph\u00e1 l\u1edbn trong c\u00f4ng ngh\u1ec7 AI, ph\u01b0\u01a1ng ph\u00e1p n\u00e0y c\u00f3 th\u1ec3 gi\u1ea3m 70% chi ph\u00ed \u0111\u00e0o t\u1ea1o cho m\u1ed9t s\u1ed1 ng\u00f4n ng\u1eef, bao g\u1ed3m c\u1ea3 nh\u1eefng ng\u00f4n ng\u1eef \u00edt gi\u00e0u t\u00e0i nguy\u00ean h\u01a1n.<\/p>\n\n<h3 class=\"wp-block-heading\">T\u00e1c \u0111\u1ed9ng \u0111\u1ebfn nhi\u1ec1u l\u0129nh v\u1ef1c kh\u00e1c nhau<\/h3>\n\n<p class=\"wp-block-paragraph\">Nh\u1eefng l\u1ee3i \u00edch ti\u1ec1m n\u0103ng c\u1ee7a c\u00f4ng ngh\u1ec7 n\u00e0y l\u00e0 r\u1ea5t l\u1edbn:<\/p>\n\n<ul class=\"wp-block-list\"><li><strong>S\u1ee9c kh\u1ecfe<\/strong> : Ph\u00e1t tri\u1ec3n c\u00e1c gi\u1ea3i ph\u00e1p AI t\u00f4n tr\u1ecdng nghi\u00eam ng\u1eb7t d\u1eef li\u1ec7u y t\u1ebf nh\u1ea1y c\u1ea3m.<\/li><li><strong>T\u00e0i ch\u00ednh<\/strong> : T\u1ea1o ra c\u00e1c m\u00f4 h\u00ecnh c\u00f3 kh\u1ea3 n\u0103ng x\u1eed l\u00fd th\u00f4ng tin ph\u1ee9c t\u1ea1p trong khi v\u1eabn t\u00f4n tr\u1ecdng t\u00ednh b\u1ea3o m\u1eadt.<\/li><li><strong>Ph\u1ea3i<\/strong> : C\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch ph\u00e1p l\u00fd \u0111\u01b0\u1ee3c \u0111i\u1ec1u ch\u1ec9nh c\u00f3 t\u00ednh \u0111\u1ebfn c\u00e1c \u0111\u1eb7c th\u00f9 quy \u0111\u1ecbnh c\u1ee7a \u0111\u1ecba ph\u01b0\u01a1ng.<\/li><li><strong>B\u1ea3o v\u1ec7<\/strong> : Gi\u1ea3i ph\u00e1p AI t\u0103ng c\u01b0\u1eddng b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u nh\u1ea1y c\u1ea3m.<\/li><\/ul>\n\n<h3 class=\"wp-block-heading\">C\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng ti\u1ebfp c\u1eadn<\/h3>\n\n<p class=\"wp-block-paragraph\">Lo\u1ea1i b\u1ecf m\u00e3 th\u00f4ng b\u00e1o c\u00f3 th\u1ec3 \u0111\u1ed3ng ngh\u0129a v\u1edbi vi\u1ec7c t\u0103ng kh\u1ea3 n\u0103ng ti\u1ebfp c\u1eadn c\u00e1c c\u00f4ng c\u1ee5 AI cho c\u00e1c doanh nghi\u1ec7p \u0111\u1ecba ph\u01b0\u01a1ng, \u0111\u1eb7c bi\u1ec7t l\u00e0 nh\u1eefng doanh nghi\u1ec7p l\u00e0m vi\u1ec7c b\u1eb1ng c\u00e1c ng\u00f4n ng\u1eef \u00edt ph\u1ed5 bi\u1ebfn h\u01a1n. B\u1eb1ng c\u00e1ch cho ph\u00e9p c\u00e1 nh\u00e2n h\u00f3a s\u00e2u h\u01a1n, c\u00e1c t\u1ed5 ch\u1ee9c c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng AI t\u1ed1t h\u01a1n cho c\u00e1c nhu c\u1ea7u c\u1ee5 th\u1ec3 c\u1ee7a m\u00ecnh.<\/p>\n\n\n","protected":false},"excerpt":{"rendered":"<p>V\u00e0o ng\u00e0y 22 th\u00e1ng 1, Aleph Alpha \u0111\u00e3 \u0111\u01b0a ra m\u1ed9t th\u00f4ng b\u00e1o quan tr\u1ecdng t\u1ea1i Di\u1ec5n \u0111\u00e0n Davos li\u00ean quan \u0111\u1ebfn m\u1ed9t s\u1ef1 \u0111\u1ed5i m\u1edbi l\u1edbn trong l\u0129nh v\u1ef1c tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. C\u00f4ng ty \u0111\u00e3 gi\u1edbi thi\u1ec7u m\u1ed9t s\u1ea3n ph\u1ea9m m\u1edbi Ki\u1ebfn tr\u00fac LLM kh\u00f4ng c\u00f3 tokenizer, \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 Pharia, h\u1ee9a h\u1eb9n [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":3225,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1560],"tags":[1919,6073,1922,1928,284],"class_list":["post-3383","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tin-tuc-tri-tue-nhan-tao-vi","tag-aleph-alpha-vi","tag-chu-quyen-cong-nghe-vi","tag-kien-truc-llm-vi","tag-ma-thong-bao-vi","tag-tri-tue-nhan-tao-vi"],"_links":{"self":[{"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/posts\/3383","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/comments?post=3383"}],"version-history":[{"count":1,"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/posts\/3383\/revisions"}],"predecessor-version":[{"id":3384,"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/posts\/3383\/revisions\/3384"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/media\/3225"}],"wp:attachment":[{"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/media?parent=3383"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/categories?post=3383"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/tags?post=3383"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}