{"id":1380,"date":"2025-11-28T13:03:59","date_gmt":"2025-11-28T04:03:59","guid":{"rendered":"https:\/\/hansemvietnam.com\/?p=1380"},"modified":"2025-12-29T09:58:14","modified_gmt":"2025-12-29T00:58:14","slug":"why-language-service-providers-are-critical-to-multilingual-ai-data-labeling-projects","status":"publish","type":"post","link":"https:\/\/hansemvietnam.com\/vi\/blog\/why-language-service-providers-are-critical-to-multilingual-ai-data-labeling-projects\/","title":{"rendered":"VAI TR\u00d2 THI\u1ebeT Y\u1ebeU C\u1ee6A \u0110\u01a0N V\u1eca D\u1ecaCH V\u1ee4 NG\u00d4N NG\u1eee TRONG C\u00c1C D\u1ef0 \u00c1N G\u1eaeN NH\u00c3N D\u1eee LI\u1ec6U AI \u0110A NG\u00d4N NG\u1eee"},"content":{"rendered":"
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C\u00e1c h\u1ec7 th\u1ed1ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111ang ph\u00e1t tri\u1ec3n v\u1edbi t\u1ed1c \u0111\u1ed9 ch\u01b0a t\u1eebng c\u00f3, nh\u01b0ng hi\u1ec7u qu\u1ea3 c\u1ee7a ch\u00fang v\u1eabn ph\u1ee5 thu\u1ed9c r\u1ea5t l\u1edbn v\u00e0o ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n. \u0110\u1ed1i v\u1edbi c\u00e1c d\u1ef1 \u00e1n \u0111a ng\u00f4n ng\u1eef li\u00ean quan \u0111\u1ebfn \u0111\u00e1nh gi\u00e1 c\u1ee7a kh\u00e1ch h\u00e0ng, nh\u1eadt k\u00fd h\u1ed9i tho\u1ea1i, ph\u1ee5 \u0111\u1ec1 hay h\u00ecnh \u1ea3nh y khoa, vi\u1ec7c thu th\u1eadp d\u1eef li\u1ec7u ch\u1ec9 l\u00e0 b\u01b0\u1edbc kh\u1edfi \u0111\u1ea7u. \u0110i\u1ec1u quan tr\u1ecdng h\u01a1n ch\u00ednh l\u00e0 g\u1eafn nh\u00e3n d\u1eef li\u1ec7u ch\u00ednh x\u00e1c, ph\u1ea3n \u00e1nh \u0111\u00fang ngh\u0129a ng\u00f4n ng\u1eef v\u00e0 s\u1eafc th\u00e1i v\u0103n h\u00f3a c\u1ee7a t\u1eebng th\u1ecb tr\u01b0\u1eddng.<\/strong><\/p>\n

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\n Hansem Vi\u1ec7t Nam<\/span>\n <\/p>\n

\"\"<\/figure>\n <\/div>\n <\/div>\n<\/div>\n
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\"Automated<\/figure>\n<\/div>\n\n\n\n

V\u00ed d\u1ee5: Trong m\u1ed9t d\u1ef1 \u00e1n ph\u00e2n t\u00edch s\u1eafc th\u00e1i, c\u1ee5m t\u1eeb ti\u1ebfng H\u00e0n \u201c\uadf8\ub0e5 \uadf8\ub798\uc694\u201d (t\u1ea1m d\u1ecbch: \u201cC\u0169ng \u0111\u01b0\u1ee3c\u201d) c\u00f3 th\u1ec3 \u1ea9n ch\u1ee9a s\u1eafc th\u00e1i h\u01a1i ti\u00eau c\u1ef1c. N\u1ebfu ch\u1ec9 g\u00e1n nh\u00e3n trung l\u1eadp m\u00e0 kh\u00f4ng c\u00e2n nh\u1eafc y\u1ebfu t\u1ed1 v\u0103n h\u00f3a, m\u00f4 h\u00ecnh AI c\u00f3 th\u1ec3 hi\u1ec3u sai trong qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n. Ch\u00ednh \u0111i\u1ec1u n\u00e0y \u0111\u00e3 kh\u1eb3ng \u0111\u1ecbnh gi\u00e1 tr\u1ecb th\u1ef1c s\u1ef1 c\u1ee7a vi\u1ec7c g\u1eafn nh\u00e3n d\u1eef li\u1ec7u c\u00f3 ch\u00fa tr\u1ecdng ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 am hi\u1ec3u ng\u00f4n ng\u1eef.<\/p>\n\n\n\n

Nh\u1eefng sai l\u1ea7m ph\u1ed5 bi\u1ebfn khi g\u1eafn nh\u00e3n d\u1eef li\u1ec7u \u0111a ng\u00f4n ng\u1eef<\/h3>\n\n\n\n

Nhi\u1ec1u d\u1ef1 \u00e1n g\u1eafn nh\u00e3n d\u1eef li\u1ec7u AI th\u1ea5t b\u1ea1i kh\u00f4ng ph\u1ea3i v\u00ec c\u00f4ng ngh\u1ec7, m\u00e0 v\u00ec r\u00e0o c\u1ea3n ng\u00f4n ng\u1eef v\u00e0 quy tr\u00ecnh ch\u01b0a \u0111\u1ed3ng b\u1ed9, \u0111i\u1ec3n h\u00ecnh nh\u01b0:<\/p>\n\n\n\n

    \n
  • Kh\u00e1c bi\u1ec7t trong c\u00e1ch di\u1ec5n gi\u1ea3i ng\u00f4n ng\u1eef<\/strong>
    Nh\u00e3n c\u1ea3m x\u00fac, \u00fd \u0111\u1ecbnh ho\u1eb7c t\u00ean th\u1ef1c th\u1ec3 (NER) c\u00f3 th\u1ec3 thay \u0111\u1ed5i t\u00f9y ng\u00f4n ng\u1eef.<\/li>\n\n\n\n
  • Sai s\u00f3t trong h\u01b0\u1edbng d\u1eabn \u0111\u01b0\u1ee3c d\u1ecbch m\u00e1y<\/strong>
    H\u01b0\u1edbng d\u1eabn g\u1eafn nh\u00e3n n\u1ebfu d\u1ecbch k\u00e9m ch\u1ea5t l\u01b0\u1ee3ng s\u1ebd khi\u1ebfn d\u1eef li\u1ec7u kh\u00f4ng nh\u1ea5t qu\u00e1n.<\/li>\n\n\n\n
  • Thi\u1ebfu quy tr\u00ecnh \u0111\u1ea3m b\u1ea3o ch\u1ea5t l\u01b0\u1ee3ng (QA) do ng\u01b0\u1eddi b\u1ea3n x\u1ee9 th\u1ef1c hi\u1ec7n<\/strong>
    Kh\u00f4ng c\u00f3 b\u01b0\u1edbc ki\u1ec3m duy\u1ec7t b\u1ea3n \u0111\u1ecba khi\u1ebfn l\u1ed7i b\u1ecb b\u1ecf s\u00f3t.<\/li>\n\n\n\n
  • Quy tr\u00ecnh d\u1ecbch v\u00e0 g\u00e1n nh\u00e3n ph\u00e2n m\u1ea3nh<\/strong>
    Khi vi\u1ec7c d\u1ecbch v\u00e0 g\u00e1n nh\u00e3n \u0111\u01b0\u1ee3c x\u1eed l\u00fd ri\u00eang bi\u1ec7t, k\u1ebft qu\u1ea3 l\u00e0 thi\u1ebfu \u0111\u1ed3ng b\u1ed9.<\/li>\n<\/ul>\n\n\n\n

    C\u00e1ch Ti\u1ebfp C\u1eadn T\u00edch H\u1ee3p C\u1ee7a Hansem Global: D\u1ecbch Thu\u1eadt + G\u1eafn Nh\u00e3n + Ki\u1ec3m \u0110\u1ecbnh Ch\u1ea5t L\u01b0\u1ee3ng<\/h3>\n\n\n\n

    V\u1edbi h\u01a1n 35 n\u0103m kinh nghi\u1ec7m trong l\u0129nh v\u1ef1c d\u1ecbch thu\u1eadt v\u00e0 b\u1ea3n \u0111\u1ecba h\u00f3a \u0111a ng\u00f4n ng\u1eef, Hansem Global mang \u0111\u1ebfn m\u1ed9t quy tr\u00ecnh t\u00edch h\u1ee3p to\u00e0n di\u1ec7n cho c\u00e1c d\u1ef1 \u00e1n g\u1eafn nh\u00e3n d\u1eef li\u1ec7u AI \u2013 \u0111\u1ea3m b\u1ea3o c\u1ea3 \u0111\u1ed9 ch\u00ednh x\u00e1c ng\u00f4n ng\u1eef l\u1eabn kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng quy m\u00f4.<\/p>\n\n\n\n

    Nhi\u1ec7m v\u1ee5 tr\u1ecdng t\u00e2m<\/strong><\/th>Ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn c\u1ee7a Hansem Global<\/strong><\/th><\/tr><\/thead>
    G\u00e1n nh\u00e3n s\u1eafc th\u00e1i, \u00fd \u0111\u1ecbnh v\u00e0 nh\u1eadn d\u1ea1ng th\u1ef1c th\u1ec3 c\u00f3 t\u00ean (NER)<\/td>\u0110\u01b0\u1ee3c th\u1ef1c hi\u1ec7n b\u1edfi c\u00e1c chuy\u00ean gia ng\u00f4n ng\u1eef b\u1ea3n x\u1ee9<\/td><\/tr>
    B\u1ea3n \u0111\u1ecba h\u00f3a h\u01b0\u1edbng d\u1eabn g\u00e1n nh\u00e3n<\/td>\u0110\u01b0\u1ee3c d\u1ecbch chuy\u00ean nghi\u1ec7p sang t\u1eebng ng\u00f4n ng\u1eef \u0111\u00edch<\/td><\/tr>
    \u0110\u1ea3m b\u1ea3o ch\u1ea5t l\u01b0\u1ee3ng (QA) v\u00e0 ki\u1ec3m to\u00e1n theo t\u1eebng ng\u00f4n ng\u1eef<\/td>D\u1ef1a tr\u00ean c\u00e1c ti\u00eau chu\u1ea9n ISO 9001 v\u00e0 ISO 17100<\/td><\/tr>
    Ti\u1ec1n x\u1eed l\u00fd d\u1eef li\u1ec7u t\u1eeb nh\u1eadn d\u1ea1ng k\u00fd t\u1ef1 quang h\u1ecdc (OCR) v\u00e0 tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u web (scraping)<\/td>Bao g\u1ed3m trong quy tr\u00ecnh chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u g\u00e1n nh\u00e3n<\/td><\/tr>
    D\u1ecbch thu\u1eadt v\u00e0 g\u00e1n nh\u00e3n t\u00edch h\u1ee3p<\/td>Quy tr\u00ecnh \u0111\u1ed3ng nh\u1ea5t gi\u00fap tr\u00e1nh th\u1ea5t tho\u00e1t d\u1eef li\u1ec7u<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

    S\u1ef1 tin t\u01b0\u1edfng c\u1ee7a kh\u00e1ch h\u00e0ng qu\u1ed1c t\u1ebf d\u00e0nh cho Hansem Global<\/h3>\n\n\n\n

    Hansem Global \u0111\u00e3 \u0111\u1ed3ng h\u00e0nh c\u00f9ng nhi\u1ec1u th\u01b0\u01a1ng hi\u1ec7u qu\u1ed1c t\u1ebf trong c\u00e1c d\u1ef1 \u00e1n g\u1eafn nh\u00e3n d\u1eef li\u1ec7u AI \u0111a ng\u00f4n ng\u1eef v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c cao.
    \nD\u1ecbch v\u1ee5 c\u1ee7a Hansem Global bao g\u1ed3m:<\/p>\n\n\n\n

      \n
    • D\u1ecbch v\u00e0 b\u1ea3n \u0111\u1ecba h\u00f3a h\u01b0\u1edbng d\u1eabn g\u1eafn nh\u00e3n \u0111a ng\u00f4n ng\u1eef<\/strong><\/li>\n\n\n\n
    • \u0110\u00e0o t\u1ea1o v\u00e0 h\u01b0\u1edbng d\u1eabn c\u1ed9ng t\u00e1c vi\u00ean tham gia d\u1ef1 \u00e1n<\/strong><\/li>\n\n\n\n
    • Ki\u1ec3m \u0111\u1ecbnh ch\u1ea5t l\u01b0\u1ee3ng theo t\u1eebng ng\u00f4n ng\u1eef<\/strong><\/li>\n<\/ul>\n\n\n\n

      Ch\u00fang t\u00f4i kh\u00f4ng ch\u1ec9 cung c\u1ea5p \u0111\u1ed9i ng\u0169 g\u1eafn nh\u00e3n, m\u00e0 c\u00f2n mang \u0111\u1ebfn h\u1ec7 th\u1ed1ng ki\u1ec3m so\u00e1t ch\u1ea5t l\u01b0\u1ee3ng ho\u00e0n ch\u1ec9nh \u2013 \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd b\u1edfi c\u00e1c chuy\u00ean vi\u00ean d\u1ef1 \u00e1n gi\u00e0u kinh nghi\u1ec7m, l\u00e0m vi\u1ec7c song song tr\u00ean h\u00e0ng ch\u1ee5c ng\u00f4n ng\u1eef.<\/p>\n\n\n\n

      \u0110i\u1ec3m kh\u00e1c bi\u1ec7t gi\u00fap Hansem Global d\u1eabn \u0111\u1ea7u th\u1ecb tr\u01b0\u1eddng<\/h3>\n\n\n\n

      Why leading companies choose Hansem Global as their multilingual labeling partner:<\/p>\n\n\n\n

        \n
      • Chuy\u00ean vi\u00ean ng\u00f4n ng\u1eef b\u1ea3n \u0111\u1ecba<\/strong>
        Hi\u1ec3u s\u00e2u s\u1eafc ng\u00f4n ng\u1eef v\u00e0 v\u0103n h\u00f3a, \u0111\u1ea3m b\u1ea3o nh\u00e3n d\u1eef li\u1ec7u ch\u00ednh x\u00e1c theo t\u1eebng th\u1ecb tr\u01b0\u1eddng.<\/li>\n\n\n\n
      • H\u1ec7 th\u1ed1ng ki\u1ec3m so\u00e1t ch\u1ea5t l\u01b0\u1ee3ng \u0111\u1ea1t chu\u1ea9n ISO<\/strong>
        Quy tr\u00ecnh ki\u1ec3m \u0111\u1ecbnh ch\u1ea5t l\u01b0\u1ee3ng nhi\u1ec1u giai \u0111o\u1ea1n theo ti\u00eau chu\u1ea9n ISO 9001 v\u00e0 17100.<\/li>\n\n\n\n
      • Kinh nghi\u1ec7m qu\u1ea3n l\u00fd c\u00e1c d\u1ef1 \u00e1n \u0111a ng\u00f4n ng\u1eef quy m\u00f4 l\u1edbn<\/strong>
        T\u1eeb c\u00f4ng ngh\u1ec7, y t\u1ebf cho \u0111\u1ebfn t\u00e0i ch\u00ednh.<\/li>\n\n\n\n
      • D\u1ecbch v\u1ee5 d\u1ecbch thu\u1eadt v\u00e0 g\u00e1n nh\u00e3n \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p to\u00e0n di\u1ec7n<\/strong>
        \u0110\u1ea3m b\u1ea3o kh\u00f4ng th\u1ea5t tho\u00e1t d\u1eef li\u1ec7u v\u00e0 k\u1ebft qu\u1ea3 lu\u00f4n nh\u1ea5t qu\u00e1n.<\/li>\n<\/ul>\n\n\n\n

        \u1ee8ng d\u1ee5ng m\u1edf r\u1ed9ng trong nhi\u1ec1u l\u0129nh v\u1ef1c<\/h3>\n\n\n\n

        Khi AI ng\u00e0y c\u00e0ng \u0111\u01b0\u1ee3c tri\u1ec3n khai r\u1ed9ng r\u00e3i, nhu c\u1ea7u v\u1ec1 d\u1eef li\u1ec7u g\u1eafn nh\u00e3n ch\u00ednh x\u00e1c theo ng\u00f4n ng\u1eef b\u1ea3n \u0111\u1ecba c\u0169ng t\u0103ng m\u1ea1nh. Hansem Global cung c\u1ea5p gi\u1ea3i ph\u00e1p cho nhi\u1ec1u l\u0129nh v\u1ef1c kh\u00e1c nhau, bao g\u1ed3m:<\/p>\n\n\n\n

        L\u0129nh v\u1ef1c<\/strong><\/th>C\u00e1c \u1ee9ng d\u1ee5ng ch\u1ee7 y\u1ebfu<\/strong><\/th><\/tr><\/thead>
        Gi\u1ea3i ph\u00e1p AI<\/td>Tr\u1ee3 l\u00fd tr\u00f2 chuy\u1ec7n (Chatbot), nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i, ph\u00e2n t\u00edch s\u1eafc th\u00e1i<\/td><\/tr>
        \u00d4 t\u00f4 & di \u0111\u1ed9ng<\/td>Ph\u00e1t hi\u1ec7n \u0111\u1ed1i t\u01b0\u1ee3ng, hu\u1ea5n luy\u1ec7n H\u1ec7 th\u1ed1ng h\u1ed7 tr\u1ee3 l\u00e1i xe n\u00e2ng cao (ADAS)<\/td><\/tr>
        Y t\u1ebf<\/td>Ph\u00e1t hi\u1ec7n t\u1ed5n th\u01b0\u01a1ng trong h\u00ecnh \u1ea3nh y khoa, ph\u00e2n lo\u1ea1i b\u1ec7nh nh\u00e2n d\u1ef1a tr\u00ean gi\u1ecdng n\u00f3i<\/td><\/tr>
        Th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed<\/td>Ph\u00e2n lo\u1ea1i \u0111\u00e1nh gi\u00e1 s\u1ea3n ph\u1ea9m, g\u00e1n nh\u00e3n \u00fd \u0111\u1ecbnh c\u1ee7a kh\u00e1ch h\u00e0ng<\/td><\/tr>
        T\u00e0i ch\u00ednh<\/td>Ph\u00e1t hi\u1ec7n c\u1ea3m x\u00fac trong cu\u1ed9c g\u1ecdi, c\u1ea3nh b\u00e1o c\u00e1c h\u00e0nh vi \u0111\u00e1ng ng\u1edd<\/td><\/tr>
        Tr\u00f2 ch\u01a1i v\u00e0 d\u1ecbch v\u1ee5 n\u1ed9i dung tr\u1ef1c tuy\u1ebfn (OTT)<\/td>G\u00e1n nh\u00e3n c\u1ea3m x\u00fac theo b\u1ed1i c\u1ea3nh v\u00e0 h\u1ed9i tho\u1ea1i<\/td><\/tr>
        Ch\u00ednh ph\u1ee7<\/td>B\u1ed9 d\u1eef li\u1ec7u AI qu\u1ed1c gia b\u1eb1ng nhi\u1ec1u ng\u00f4n ng\u1eef<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

        L\u1eddi k\u1ebft: Ch\u1ea5t l\u01b0\u1ee3ng \u0111\u01b0\u1ee3c \u0111\u1ea3m b\u1ea3o khi l\u1ef1a ch\u1ecdn \u0111\u1ed1i t\u00e1c ph\u00f9 h\u1ee3p<\/h3>\n\n\n\n

        AI h\u1ecdc t\u1eeb nh\u1eefng d\u1eef li\u1ec7u ch\u00fang ta cung c\u1ea5p. N\u1ebfu d\u1eef li\u1ec7u g\u1eafn nh\u00e3n kh\u00f4ng ph\u1ea3n \u00e1nh \u0111\u00fang s\u1eafc th\u00e1i ng\u00f4n ng\u1eef v\u00e0 v\u0103n h\u00f3a, h\u1ec7 th\u1ed1ng AI c\u0169ng s\u1ebd h\u1ecdc sai. T\u1ea1i Hansem Global, ch\u00fang t\u00f4i k\u1ebft h\u1ee3p chuy\u00ean m\u00f4n ng\u00f4n ng\u1eef, h\u1ec7 th\u1ed1ng ch\u1ea5t l\u01b0\u1ee3ng \u0111\u1ea1t chu\u1ea9n ISO v\u00e0 kinh nghi\u1ec7m qu\u1ea3n l\u00fd d\u1ef1 \u00e1n to\u00e0n c\u1ea7u \u0111\u1ec3 t\u1ea1o ra d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n cho nh\u1eefng m\u00f4 h\u00ecnh AI th\u00f4ng minh v\u00e0 \u0111\u00e1ng tin c\u1eady h\u01a1n.<\/strong><\/p>\n\n\n\n

        Ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u t\u1ed1t h\u01a1n, AI th\u00f4ng minh h\u01a1n \u2013 b\u1eaft \u0111\u1ea7u c\u00f9ng Hansem Global. Ch\u00fang t\u00f4i l\u00e0 \u0111\u1ed1i t\u00e1c to\u00e0n di\u1ec7n cho d\u1ecbch thu\u1eadt, g\u1eafn nh\u00e3n d\u1eef li\u1ec7u v\u00e0 ki\u1ec3m \u0111\u1ecbnh ch\u1ea5t l\u01b0\u1ee3ng, gi\u00fap b\u1ea1n t\u1ea1o n\u00ean nh\u1eefng m\u00f4 h\u00ecnh AI th\u00f4ng minh v\u00e0 \u0111\u00e1ng tin c\u1eady h\u01a1n.<\/strong><\/p>\n\n\n\n

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

        C\u00e1c h\u1ec7 th\u1ed1ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111ang ph\u00e1t tri\u1ec3n v\u1edbi t\u1ed1c \u0111\u1ed9 ch\u01b0a t\u1eebng c\u00f3, nh\u01b0ng hi\u1ec7u qu\u1ea3 c\u1ee7a ch\u00fang v\u1eabn ph\u1ee5 thu\u1ed9c r\u1ea5t l\u1edbn v\u00e0o ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n. \u0110\u1ed1i v\u1edbi c\u00e1c d\u1ef1 \u00e1n \u0111a ng\u00f4n ng\u1eef li\u00ean quan \u0111\u1ebfn \u0111\u00e1nh gi\u00e1 c\u1ee7a kh\u00e1ch h\u00e0ng, nh\u1eadt k\u00fd h\u1ed9i tho\u1ea1i, ph\u1ee5 \u0111\u1ec1 hay h\u00ecnh \u1ea3nh y khoa, vi\u1ec7c thu th\u1eadp d\u1eef li\u1ec7u ch\u1ec9 l\u00e0 b\u01b0\u1edbc kh\u1edfi \u0111\u1ea7u. \u0110i\u1ec1u quan tr\u1ecdng h\u01a1n ch\u00ednh l\u00e0 g\u1eafn nh\u00e3n d\u1eef li\u1ec7u ch\u00ednh x\u00e1c, ph\u1ea3n \u00e1nh \u0111\u00fang ngh\u0129a ng\u00f4n ng\u1eef v\u00e0 s\u1eafc th\u00e1i v\u0103n h\u00f3a c\u1ee7a t\u1eebng th\u1ecb tr\u01b0\u1eddng.<\/p>","protected":false},"author":1,"featured_media":1389,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1,13],"tags":[176,24,26,5,189,138,158,190,191],"class_list":["post-1380","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","category-list","tag-ai","tag-hansem","tag-hansemglobal","tag-hansemvietnam","tag-llm","tag-qa","tag-qualityassurance","tag-tm","tag-translationmemory"],"yoast_head":"\nWhy Language Service Providers Are Critical to Multilingual AI Data Labeling Projects - hansemvietnam<\/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:\/\/hansemvietnam.com\/vi\/blog\/why-language-service-providers-are-critical-to-multilingual-ai-data-labeling-projects\/\" \/>\n<meta property=\"og:locale\" content=\"vi_VN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Why Language Service Providers Are Critical to Multilingual AI Data Labeling Projects - hansemvietnam\" \/>\n<meta property=\"og:description\" content=\"AI systems are evolving rapidly, but their performance still depends heavily on the quality of the training data they consume. 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