{"id":3888,"date":"2026-06-21T11:37:23","date_gmt":"2026-06-21T04:37:23","guid":{"rendered":"https:\/\/www.clc.hcmus.edu.vn\/?p=3888"},"modified":"2026-06-21T13:33:54","modified_gmt":"2026-06-21T06:33:54","slug":"ung-dung-ai-chuyen-chu-nom-sang-chu-quoc-ngu","status":"publish","type":"post","link":"https:\/\/www.clc.hcmus.edu.vn\/?p=3888","title":{"rendered":"\u1ee8ng d\u1ee5ng AI chuy\u1ec3n ch\u1eef N\u00f4m sang ch\u1eef Qu\u1ed1c ng\u1eef"},"content":{"rendered":"

GD&T\u0110 – C\u00e1c gi\u1ea3ng vi\u00ean c\u1ee7a Tr\u01b0\u1eddng \u0110H Khoa h\u1ecdc T\u1ef1 nhi\u00ean v\u00e0 Tr\u01b0\u1eddng \u0110H Khoa h\u1ecdc X\u00e3 h\u1ed9i v\u00e0 Nh\u00e2n v\u0103n (thu\u1ed9c \u0110HQG TPHCM) \u0111ang h\u1ee3p t\u00e1c nghi\u00ean c\u1ee9u gi\u1ea3i ph\u00e1p chuy\u1ec3n ch\u1eef N\u00f4m sang ch\u1eef Qu\u1ed1c ng\u1eef t\u1ef1 \u0111\u1ed9ng b\u1eb1ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI), nh\u1eb1m ph\u1ee5c v\u1ee5 c\u00f4ng t\u00e1c nghi\u00ean c\u1ee9u, h\u1ecdc t\u1eadp v\u00e0 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u th\u1ef1c ti\u1ec5n c\u1ee7a \u0111\u1eddi s\u1ed1ng.<\/p>\n

\"PGS.TS<\/p>\n

PGS.TS \u0110inh \u0110i\u1ec1n b\u00ean s\u1ea3n ph\u1ea9m \u1ee9ng d\u1ee5ng AI chuy\u1ec3n ch\u1eef N\u00f4m sang ch\u1eef Qu\u1ed1c ng\u1eef do \u00f4ng v\u00e0 c\u00e1c c\u1ed9ng s\u1ef1 nghi\u00ean c\u1ee9u. \u1ea2nh: H\u00e0 An<\/p>\n

Nhi\u1ec1u t\u00e0i li\u1ec7u qu\u00fd<\/h2>\n

Ch\u1eef N\u00f4m \u0111\u01b0\u1ee3c xem l\u00e0 h\u1ec7 ch\u1eef vi\u1ebft \u0111\u1ea7u ti\u00ean c\u1ee7a ng\u01b0\u1eddi Vi\u1ec7t, do c\u00e1c b\u1eadc ti\u1ec1n nh\u00e2n x\u00e2y d\u1ef1ng tr\u00ean n\u1ec1n t\u1ea3ng ch\u1eef H\u00e1n v\u00e0 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong g\u1ea7n 1.000 n\u0103m, t\u1eeb th\u1ebf k\u1ef7 X \u0111\u1ebfn th\u1ebf k\u1ef7 XIX. Trong su\u1ed1t 10 th\u1ebf k\u1ef7 t\u1ed3n t\u1ea1i, nhi\u1ec1u c\u00f4ng tr\u00ecnh thu\u1ed9c c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 l\u1ecbch s\u1eed, v\u0103n h\u1ecdc, y h\u1ecdc, n\u00f4ng nghi\u1ec7p, \u0111\u1ecba l\u00fd\u2026 \u0111\u00e3 \u0111\u01b0\u1ee3c bi\u00ean so\u1ea1n b\u1eb1ng ch\u1eef N\u00f4m v\u00e0 c\u00f2n l\u01b0u gi\u1eef \u0111\u1ebfn ng\u00e0y nay.<\/p>\n

Tuy nhi\u00ean, theo nh\u00f3m nghi\u00ean c\u1ee9u, ph\u1ea7n l\u1edbn t\u00e0i li\u1ec7u ch\u1eef N\u00f4m v\u1eabn ch\u01b0a \u0111\u01b0\u1ee3c chuy\u1ec3n t\u1ef1 sang ch\u1eef Qu\u1ed1c ng\u1eef s\u1eed d\u1ee5ng b\u1ea3ng ch\u1eef c\u00e1i Latinh. Trong khi \u0111\u00f3, s\u1ed1 ng\u01b0\u1eddi c\u00f3 kh\u1ea3 n\u0103ng \u0111\u1ecdc hi\u1ec3u ch\u1eef N\u00f4m hi\u1ec7n r\u1ea5t \u00edt, g\u00e2y kh\u00f3 kh\u0103n cho vi\u1ec7c ti\u1ebfp c\u1eadn v\u00e0 khai th\u00e1c kho t\u00e0ng tri th\u1ee9c, v\u0103n h\u00f3a, t\u01b0 li\u1ec7u l\u1ecbch s\u1eed m\u00e0 cha \u00f4ng \u0111\u1ec3 l\u1ea1i.<\/p>\n

Tr\u01b0\u1edbc th\u1ef1c t\u1ebf n\u00e0y, nh\u00f3m chuy\u00ean gia Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc Khoa h\u1ecdc T\u1ef1 nhi\u00ean \u0111\u00e3 tri\u1ec3n khai nhi\u1ec7m v\u1ee5 khoa h\u1ecdc – c\u00f4ng ngh\u1ec7 \u201cX\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng chuy\u1ec3n t\u1ef1 \u0111\u1ed9ng v\u0103n b\u1ea3n ch\u1eef N\u00f4m sang ch\u1eef Qu\u1ed1c ng\u1eef\u201d, v\u1edbi m\u1ee5c ti\u00eau c\u1ed1t l\u00f5i l\u00e0 ph\u00e1t tri\u1ec3n h\u1ec7 th\u1ed1ng c\u00f3 kh\u1ea3 n\u0103ng chuy\u1ec3n t\u1ef1 ch\u1eef N\u00f4m sang ch\u1eef Qu\u1ed1c ng\u1eef t\u1ef1 \u0111\u1ed9ng.<\/p>\n

Theo PGS.TS \u0110inh \u0110i\u1ec1n – Gi\u00e1m \u0111\u1ed1c Trung t\u00e2m Ng\u00f4n ng\u1eef h\u1ecdc t\u00ednh to\u00e1n (Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc Khoa h\u1ecdc T\u1ef1 nhi\u00ean), vi\u1ec7c chuy\u1ec3n t\u1ef1 ch\u1eef N\u00f4m sang ch\u1eef Qu\u1ed1c ng\u1eef l\u00e0 b\u00e0i to\u00e1n ph\u1ee9c t\u1ea1p do hai h\u1ec7 ch\u1eef thu\u1ed9c hai lo\u1ea1i h\u00ecnh kh\u00e1c nhau. Ch\u1eef N\u00f4m thu\u1ed9c lo\u1ea1i ch\u1eef ghi \u00fd (ideographic), trong khi ch\u1eef Qu\u1ed1c ng\u1eef l\u00e0 ch\u1eef ghi \u00e2m v\u1ecb (phonemic). M\u1ed9t ch\u1eef N\u00f4m c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c chuy\u1ec3n sang nhi\u1ec1u c\u00e1ch vi\u1ebft Qu\u1ed1c ng\u1eef kh\u00e1c nhau, t\u00f9y thu\u1ed9c v\u00e0o tri th\u1ee9c v\u0103n h\u00f3a, l\u1ecbch s\u1eed, \u0111\u1ecba l\u00fd, ti\u1ebfng Vi\u1ec7t c\u1ed5, ph\u01b0\u01a1ng ng\u1eef hay thu\u1eadt ng\u1eef chuy\u00ean ng\u00e0nh.<\/p>\n

N\u00f3i c\u00e1ch kh\u00e1c, vi\u1ec7c l\u1ef1a ch\u1ecdn t\u1eeb ng\u1eef Qu\u1ed1c ng\u1eef ph\u00f9 h\u1ee3p cho b\u1ea3n d\u1ecbch \u0111\u00f2i h\u1ecfi qu\u00e1 tr\u00ecnh suy \u0111o\u00e1n d\u1ef1a tr\u00ean nhi\u1ec1u tri th\u1ee9c c\u1ea3 trong v\u00e0 ngo\u00e0i ng\u00f4n ng\u1eef. Tuy v\u1eady, v\u1edbi s\u1ef1 ph\u00e1t tri\u1ec3n m\u1ea1nh m\u1ebd c\u1ee7a AI v\u00e0 c\u00e1c c\u00f4ng ngh\u1ec7 h\u1ecdc m\u00e1y (machine learning) hi\u1ec7n \u0111\u1ea1i, b\u00e0i to\u00e1n chuy\u1ec3n t\u1ef1 t\u1ef1 \u0111\u1ed9ng, hay chuy\u1ec3n t\u1ef1 m\u00e1y (machine transliteration), \u0111\u00e3 c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n, d\u00f9 ch\u01b0a \u0111\u1ea1t \u0111\u1ed9 ch\u00ednh x\u00e1c tuy\u1ec7t \u0111\u1ed1i.<\/p>\n

B\u00ean c\u1ea1nh \u0111\u00f3, theo nh\u00f3m nghi\u00ean c\u1ee9u, c\u00f9ng v\u1edbi s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a x\u00e3 h\u1ed9i, c\u00e1c v\u0103n b\u1ea3n ch\u1eef N\u00f4m ng\u00e0y c\u00e0ng mai m\u1ed9t do \u0111\u01b0\u1ee3c ghi ch\u00e9p t\u1eeb h\u00e0ng tr\u0103m n\u0103m tr\u01b0\u1edbc tr\u00ean ch\u1ea5t li\u1ec7u gi\u1ea5y k\u00e9m b\u1ec1n, d\u1ec5 h\u01b0 h\u1ecfng. \u201cTrong c\u00e1c v\u0103n b\u1ea3n ch\u1eef N\u00f4m ch\u1ee9a \u0111\u1ef1ng nhi\u1ec1u th\u00f4ng tin qu\u00fd, nh\u01b0ng ng\u01b0\u1eddi d\u00e2n mu\u1ed1n ti\u1ebfp c\u1eadn ph\u1ea3i t\u00ecm \u0111\u1ebfn c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u H\u00e1n N\u00f4m \u0111\u1ec3 phi\u00ean d\u1ecbch, m\u00e0 vi\u1ec7c n\u00e0y kh\u00f4ng h\u1ec1 \u0111\u01a1n gi\u1ea3n\u201d, PGS.TS \u0110inh \u0110i\u1ec1n cho bi\u1ebft.<\/p>\n

Nh\u00f3m nghi\u00ean c\u1ee9u c\u0169ng nh\u1eadn \u0111\u1ecbnh, vi\u1ec7c x\u00e2y d\u1ef1ng c\u00f4ng c\u1ee5 chuy\u1ec3n t\u1ef1 ch\u1eef N\u00f4m sang ti\u1ebfng Vi\u1ec7t s\u1ebd g\u00f3p ph\u1ea7n gi\u1ea3i m\u00e3 nhi\u1ec1u t\u01b0 li\u1ec7u qu\u00fd, trong \u0111\u00f3 c\u00f3 c\u00e1c b\u00e0i thu\u1ed1c d\u00e2n gian thu\u1ed9c l\u0129nh v\u1ef1c y h\u1ecdc c\u1ed5 truy\u1ec1n \u0111ang l\u01b0u truy\u1ec1n trong c\u1ed9ng \u0111\u1ed3ng.<\/p>\n

<\/p>\n

M\u00f4 h\u00ecnh AI t\u1ef1 \u0111\u1ed9ng d\u1ecbch v\u0103n b\u1ea3n ch\u1eef N\u00f4m sang ch\u1eef Qu\u1ed1c ng\u1eef. \u1ea2nh: NVCC<\/p>\n

\u0110\u1ed9 ch\u00ednh x\u00e1c cao<\/h2>\n

\u0110\u1ec3 th\u1ef1c hi\u1ec7n \u0111\u1ec1 t\u00e0i, nh\u00f3m \u0111\u00e3 thu th\u1eadp ngu\u1ed3n d\u1eef li\u1ec7u H\u00e1n N\u00f4m – ch\u1eef Qu\u1ed1c ng\u1eef t\u1eeb c\u00e1c vi\u1ec7n nghi\u00ean c\u1ee9u, th\u01b0 vi\u1ec7n, website v\u00e0 c\u00e1c nh\u00e0 khoa h\u1ecdc, v\u1edbi t\u1ed5ng kh\u1ed1i l\u01b0\u1ee3ng h\u01a1n 13 tri\u1ec7u d\u1eef li\u1ec7u. D\u1eef li\u1ec7u n\u00e0y \u0111\u01b0\u1ee3c x\u1eed l\u00fd b\u1eb1ng s\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa hai m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y g\u1ed3m d\u1ecbch th\u1ed1ng k\u00ea (SMT) v\u00e0 d\u1ecbch d\u1ef1a tr\u00ean m\u1ea1ng n\u01a1ron (NMT).<\/p>\n

Theo PGS.TS \u0110inh \u0110i\u1ec1n, m\u00f4 h\u00ecnh NMT c\u00f3 \u01b0u th\u1ebf trong d\u1ecbch ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean, trong khi SMT l\u1ea1i cho k\u1ebft qu\u1ea3 t\u1ed1t h\u01a1n \u0111\u1ed1i v\u1edbi ch\u1eef N\u00f4m. T\u00f9y t\u1eebng tr\u01b0\u1eddng h\u1ee3p, nh\u00f3m nghi\u00ean c\u1ee9u k\u1ebft h\u1ee3p hai m\u00f4 h\u00ecnh nh\u1eb1m \u0111\u1ea1t hi\u1ec7u qu\u1ea3 t\u1ed1i \u01b0u. H\u1ec7 th\u1ed1ng \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng d\u01b0\u1edbi d\u1ea1ng website v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c kh\u00e1c nhau t\u00f9y l\u0129nh v\u1ef1c: V\u0103n b\u1ea3n v\u1ec1 l\u1ecbch s\u1eed, v\u0103n h\u1ecdc, x\u00e3 h\u1ed9i \u0111\u1ea1t \u0111\u1ed9 ch\u00ednh x\u00e1c tr\u00ean 90%; v\u0103n b\u1ea3n y h\u1ecdc d\u00e2n t\u1ed9c v\u00e0 t\u00e0i li\u1ec7u chuy\u00ean ng\u00e0nh \u0111\u1ea1t kho\u1ea3ng 70%; ri\u00eang t\u00e1c ph\u1ea9m Truy\u1ec7n Ki\u1ec1u c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c chuy\u1ec3n t\u1ef1 v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c l\u00ean t\u1edbi 99%.<\/p>\n

\u0110\u1ec3 n\u00e2ng cao t\u00ednh ti\u1ec7n d\u1ee5ng, nh\u00f3m \u0111ang ph\u00e1t tri\u1ec3n c\u00f4ng ngh\u1ec7 cho ph\u00e9p chuy\u1ec3n t\u1ef1 ch\u1eef N\u00f4m t\u1eeb \u1ea3nh ch\u1ee5p. Khi ng\u01b0\u1eddi d\u00f9ng cung c\u1ea5p h\u00ecnh \u1ea3nh ch\u1ee9a ch\u1eef N\u00f4m, h\u1ec7 th\u1ed1ng AI s\u1ebd nh\u1eadn di\u1ec7n, chuy\u1ec3n \u0111\u1ed5i th\u00e0nh v\u0103n b\u1ea3n v\u00e0 d\u1ecbch sang ti\u1ebfng Vi\u1ec7t. Tuy nhi\u00ean, v\u1edbi c\u00e1c v\u0103n b\u1ea3n c\u0169 b\u1ecb m\u1edd ho\u1eb7c thi\u1ebfu n\u00e9t, kh\u1ea3 n\u0103ng sai s\u00f3t v\u1eabn c\u00f3 th\u1ec3 x\u1ea3y ra. Nh\u00f3m nghi\u00ean c\u1ee9u \u0111ang ti\u1ebfp t\u1ee5c ho\u00e0n thi\u1ec7n gi\u1ea3i ph\u00e1p d\u1ef1 \u0111o\u00e1n k\u00fd t\u1ef1 d\u1ef1a tr\u00ean n\u00e9t ch\u1eef v\u00e0 ng\u1eef c\u1ea3nh to\u00e0n v\u0103n b\u1ea3n nh\u1eb1m t\u0103ng \u0111\u1ed9 ch\u00ednh x\u00e1c \u0111\u1ed1i v\u1edbi c\u00e1c k\u00fd t\u1ef1 kh\u00f3 nh\u1eadn di\u1ec7n.<\/p>\n

\u201c\u0110\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a m\u00f4 h\u00ecnh ph\u1ee5 thu\u1ed9c r\u1ea5t l\u1edbn v\u00e0o quy m\u00f4 d\u1eef li\u1ec7u\u201d, PGS.TS \u0110inh \u0110i\u1ec1n cho bi\u1ebft. Qua th\u1eed nghi\u1ec7m v\u1edbi m\u1ed9t s\u1ed1 \u1ea3nh ch\u1ee5p v\u0103n b\u1ea3n ch\u1ea5t l\u01b0\u1ee3ng th\u1ea5p, m\u00f4 h\u00ecnh v\u1eabn \u0111\u1ea1t \u0111\u1ed9 ch\u00ednh x\u00e1c kho\u1ea3ng 95%. Ch\u1ee9c n\u0103ng chuy\u1ec3n t\u1ef1 t\u1eeb \u1ea3nh \u0111ang trong giai \u0111o\u1ea1n th\u1eed nghi\u1ec7m v\u00e0 d\u1ef1 ki\u1ebfn \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p tr\u00ean website trong th\u1eddi gian t\u1edbi.<\/p>\n

Theo nh\u00f3m nghi\u00ean c\u1ee9u, \u0111\u00e2y l\u00e0 d\u1ef1 \u00e1n phi l\u1ee3i nhu\u1eadn nh\u1eb1m cung c\u1ea5p c\u00f4ng c\u1ee5 chuy\u1ec3n t\u1ef1 chu\u1ea9n x\u00e1c cho c\u1ed9ng \u0111\u1ed3ng. Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 \u0111\u00f3ng g\u00f3p ngu\u1ed3n t\u01b0 li\u1ec7u ch\u1eef N\u00f4m \u0111\u1ec3 l\u00e0m phong ph\u00fa kho d\u1eef li\u1ec7u, gi\u00fap h\u1ec7 th\u1ed1ng ng\u00e0y c\u00e0ng th\u00f4ng minh v\u00e0 ch\u00ednh x\u00e1c h\u01a1n.<\/p>\n

\u00dd t\u01b0\u1edfng x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh chuy\u1ec3n t\u1ef1 n\u00e0y \u0111\u00e3 \u0111\u01b0\u1ee3c PGS.TS \u0110inh \u0110i\u1ec1n \u1ea5p \u1ee7 t\u1eeb h\u01a1n 20 n\u0103m tr\u01b0\u1edbc. Tuy nhi\u00ean, v\u00e0o th\u1eddi \u0111i\u1ec3m \u0111\u00f3, ngu\u1ed3n d\u1eef li\u1ec7u c\u00f2n h\u1ea1n ch\u1ebf v\u00e0 c\u00f4ng ngh\u1ec7 h\u1ecdc m\u00e1y ch\u01b0a ph\u00e1t tri\u1ec3n.<\/p>\n

Ch\u1ec9 \u0111\u1ebfn khi nh\u00f3m t\u1eadp h\u1ee3p \u0111\u01b0\u1ee3c c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u trong v\u00e0 ngo\u00e0i n\u01b0\u1edbc v\u1ec1 ng\u00f4n ng\u1eef H\u00e1n N\u00f4m, \u0111\u1ed3ng th\u1eddi c\u00f3 s\u1ef1 h\u1ed7 tr\u1ee3 c\u1ee7a c\u00e1c c\u00f4ng c\u1ee5 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o hi\u1ec7n \u0111\u1ea1i, d\u1ef1 \u00e1n m\u1edbi ch\u00ednh th\u1ee9c \u0111\u01b0\u1ee3c tri\u1ec3n khai. Hi\u1ec7n nay, nh\u00f3m \u0111\u00e3 ph\u00e1t tri\u1ec3n c\u00e1c \u1ee9ng d\u1ee5ng di \u0111\u1ed9ng ch\u1ea1y tr\u00ean \u0111i\u1ec7n tho\u1ea1i th\u00f4ng minh, cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng ch\u1ee5p \u1ea3nh v\u00e0 chuy\u1ec3n t\u1ef1 ch\u1eef N\u00f4m sang ch\u1eef Qu\u1ed1c ng\u1eef tr\u1ef1c ti\u1ebfp.<\/p>\n

Theo \u0111\u00e1nh gi\u00e1 c\u1ee7a gi\u1edbi chuy\u00ean m\u00f4n, nghi\u00ean c\u1ee9u m\u1edf ra h\u01b0\u1edbng ti\u1ebfp c\u1eadn m\u1edbi v\u1edbi nhi\u1ec1u ti\u1ec1m n\u0103ng trong chuy\u1ec3n ng\u1eef t\u00e0i li\u1ec7u ch\u1eef N\u00f4m, ph\u1ee5c v\u1ee5 nhu c\u1ea7u tra c\u1ee9u v\u00e0 khai th\u00e1c kho t\u00e0ng di s\u1ea3n trong c\u00e1c l\u0129nh v\u1ef1c v\u0103n h\u00f3a, v\u0103n h\u1ecdc, y h\u1ecdc d\u00e2n t\u1ed9c, l\u1ecbch s\u1eed, \u0111\u1ecba l\u00fd, n\u00f4ng nghi\u1ec7p; \u0111\u1ed3ng th\u1eddi g\u00f3p ph\u1ea7n b\u1ea3o t\u1ed3n v\u00e0 ph\u00e1t huy gi\u00e1 tr\u1ecb v\u0103n h\u00f3a truy\u1ec1n th\u1ed1ng c\u1ee7a d\u00e2n t\u1ed9c.<\/p>\n

TS H\u1ed3 Minh Quang – gi\u1ea3ng vi\u00ean Khoa \u0110\u00f4ng ph\u01b0\u01a1ng h\u1ecdc, Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc Khoa h\u1ecdc X\u00e3 h\u1ed9i v\u00e0 Nh\u00e2n v\u0103n (\u0110\u1ea1i h\u1ecdc Qu\u1ed1c gia TPHCM), \u0111\u00e1nh gi\u00e1 nghi\u00ean c\u1ee9u c\u00f3 \u00fd ngh\u0129a quan tr\u1ecdng trong vi\u1ec7c g\u00ecn gi\u1eef di s\u1ea3n ng\u00f4n ng\u1eef H\u00e1n – N\u00f4m.<\/em><\/p>\n

Tr\u01b0\u1edbc \u0111\u00e2y, vi\u1ec7c \u0111\u1ecdc hi\u1ec3u ch\u1eef N\u00f4m ch\u1ee7 y\u1ebfu gi\u1edbi h\u1ea1n trong ph\u1ea1m vi c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u chuy\u00ean ng\u00e0nh. S\u1ea3n ph\u1ea9m c\u1ee7a nh\u00f3m c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 ng\u01b0\u1eddi d\u00f9ng nh\u1eadn di\u1ec7n v\u00e0 tra c\u1ee9u th\u00f4ng tin sang ch\u1eef Qu\u1ed1c ng\u1eef thu\u1eadn ti\u1ec7n h\u01a1n. \u00d4ng c\u0169ng nh\u1ea5n m\u1ea1nh s\u1ef1 c\u1ea7n thi\u1ebft c\u1ee7a vi\u1ec7c c\u1ed9ng \u0111\u1ed3ng \u0111\u00f3ng g\u00f3p d\u1eef li\u1ec7u \u0111\u1ec3 h\u1ec7 th\u1ed1ng ng\u00e0y c\u00e0ng ho\u00e0n thi\u1ec7n, n\u00e2ng cao \u0111\u1ed9 ch\u00ednh x\u00e1c khi chuy\u1ec3n t\u1ef1.<\/em><\/p>\n

Ngu\u1ed3n: <\/strong>B\u00e0i vi\u1ebft “\u1ee8ng d\u1ee5ng AI chuy\u1ec3n ch\u1eef N\u00f4m sang ch\u1eef Qu\u1ed1c ng\u1eef”<\/em>, t\u00e1c gi\u1ea3 H\u00e0 An<\/em>, B\u00e1o Gi\u00e1o d\u1ee5c v\u00e0 Th\u1eddi \u0111\u1ea1i, \u0111\u0103ng ng\u00e0y 05\/03\/2026.<\/p>\n

Truy c\u1eadp t\u1ea1i: https:\/\/giaoducthoidai.vn\/ung-dung-ai-chuyen-chu-nom-sang-chu-quoc-ngu-post769048.html?gidzl=IFuC1cPeG6r0uWi4PdH1QqpW2m5yTHDj0B9R07WW6MvLiGK8ANPEO03WLWmf81eq0RO4MJKUf7fUP6f5Q0<\/p>\n

 <\/p>\n","protected":false},"excerpt":{"rendered":"

GD&T\u0110 – C\u00e1c gi\u1ea3ng vi\u00ean c\u1ee7a Tr\u01b0\u1eddng \u0110H Khoa h\u1ecdc T\u1ef1 nhi\u00ean v\u00e0 Tr\u01b0\u1eddng \u0110H Khoa h\u1ecdc X\u00e3 h\u1ed9i v\u00e0 […]<\/p>\n","protected":false},"author":17,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[126,1],"tags":[],"_links":{"self":[{"href":"https:\/\/www.clc.hcmus.edu.vn\/index.php?rest_route=\/wp\/v2\/posts\/3888"}],"collection":[{"href":"https:\/\/www.clc.hcmus.edu.vn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.clc.hcmus.edu.vn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.clc.hcmus.edu.vn\/index.php?rest_route=\/wp\/v2\/users\/17"}],"replies":[{"embeddable":true,"href":"https:\/\/www.clc.hcmus.edu.vn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3888"}],"version-history":[{"count":2,"href":"https:\/\/www.clc.hcmus.edu.vn\/index.php?rest_route=\/wp\/v2\/posts\/3888\/revisions"}],"predecessor-version":[{"id":3890,"href":"https:\/\/www.clc.hcmus.edu.vn\/index.php?rest_route=\/wp\/v2\/posts\/3888\/revisions\/3890"}],"wp:attachment":[{"href":"https:\/\/www.clc.hcmus.edu.vn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3888"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.clc.hcmus.edu.vn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3888"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.clc.hcmus.edu.vn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3888"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}