{"id":1359,"date":"2025-11-20T14:47:43","date_gmt":"2025-11-20T05:47:43","guid":{"rendered":"https:\/\/hansemvietnam.com\/?p=1359"},"modified":"2025-12-12T13:52:25","modified_gmt":"2025-12-12T04:52:25","slug":"automated-translation-quality-at-scale","status":"publish","type":"post","link":"https:\/\/hansemvietnam.com\/vi\/blog\/automated-translation-quality-at-scale\/","title":{"rendered":"\u0110\u00c1NH GI\u00c1 CH\u1ea4T L\u01af\u1ee2NG D\u1ecaCH THU\u1eacT QUY M\u00d4 L\u1edaN B\u1eb0NG C\u00d4NG NGH\u1ec6 T\u1ef0 \u0110\u1ed8NG"},"content":{"rendered":"<div class=\"para_first\">\n    <div class=\"blog_scription_wrap\">\n    <p>Khi th\u1ef1c hi\u1ec7n m\u1ed9t d\u1ef1 \u00e1n d\u1ecbch thu\u1eadt quy m\u00f4 l\u1edbn, \u0111\u1eb7c bi\u1ec7t c\u00f3 s\u1ef1 tham gia c\u1ee7a m\u00e1y d\u1ecbch (MT), vi\u1ec7c ki\u1ec3m so\u00e1t ch\u1ea5t l\u01b0\u1ee3ng lu\u00f4n l\u00e0 th\u00e1ch th\u1ee9c l\u1edbn \u0111\u1ed1i v\u1edbi c\u00e1c nh\u00e0 cung c\u1ea5p d\u1ecbch v\u1ee5 ng\u00f4n ng\u1eef. Ki\u1ec3m tra th\u1ee7 c\u00f4ng truy\u1ec1n th\u1ed1ng v\u1eeba ch\u1eadm, v\u1eeba t\u1ed1n nhi\u1ec1u nh\u00e2n l\u1ef1c v\u00e0 l\u1ea1i mang t\u00ednh ch\u1ee7 quan. Nh\u01b0ng n\u1ebfu b\u1ecf qua b\u01b0\u1edbc n\u00e0y, doanh nghi\u1ec7p c\u00f3 th\u1ec3 ph\u1ea3i \u0111\u1ed1i m\u1eb7t v\u1edbi r\u1ee7i ro \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn uy t\u00edn th\u01b0\u01a1ng hi\u1ec7u, ch\u1eadm ti\u1ebfn \u0111\u1ed9 ho\u1eb7c ph\u00e1t sinh th\u00eam chi ph\u00ed.<\/p>\n    <div class=\"blog_scription\">\n            <p class=\"scripted\">\n                Scripted by<br>\n                <span class=\"corporate\">Hansem Vi\u1ec7t Nam<\/span>\n            <\/p>\n            <figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/hansemvietnam.com\/wp-content\/themes\/hansemv\/img\/common\/profile_hs_vietnam.png\" alt=\"\" class=\"wp-image-743\"><\/figure>\n        <\/div>\n    <\/div>\n<\/div>\n<div class=\"blog_view_box\">\n    <figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/hansemvietnam.com\/wp-content\/uploads\/2025\/11\/banner_251120.png\" alt=\"Automated Translation Quality at Scale\" class=\"wp-image-743\"><\/figure>\n<\/div>\n\n\n\n<p>Ch\u00ednh v\u00ec v\u1eady, Hansem Global \u0111\u00e3 ph\u00e1t tri\u1ec3n gi\u1ea3i ph\u00e1p \u0111\u00e1nh gi\u00e1 ch\u1ea5t l\u01b0\u1ee3ng d\u1ecbch t\u1ef1 \u0111\u1ed9ng (QA) \u1edf quy m\u00f4 l\u1edbn: nhanh ch\u00f3ng, \u0111\u00e1ng tin c\u1eady v\u00e0 \u0111\u1ee7 linh ho\u1ea1t \u0111\u1ec3 x\u1eed l\u00fd nh\u1eefng y\u00eau c\u1ea7u ph\u1ee9c t\u1ea1p c\u1ee7a b\u1ea3n \u0111\u1ecba h\u00f3a to\u00e0n c\u1ea7u.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">V\u00ec sao quy tr\u00ecnh QA th\u1ee7 c\u00f4ng truy\u1ec1n th\u1ed1ng kh\u00f4ng c\u00f2n ph\u00f9 h\u1ee3p?<\/h3>\n\n\n\n<p>C\u00e1c ph\u01b0\u01a1ng ph\u00e1p \u0111\u00e1nh gi\u00e1 truy\u1ec1n th\u1ed1ng kh\u00f4ng th\u1ec3 \u0111\u00e1p \u1ee9ng \u0111\u01b0\u1ee3c nhu c\u1ea7u t\u1ed1c \u0111\u1ed9 v\u00e0 kh\u1ed1i l\u01b0\u1ee3ng c\u1ee7a b\u1ea3n \u0111\u1ecba h\u00f3a hi\u1ec7n \u0111\u1ea1i. Nguy\u00ean nh\u00e2n l\u00e0:<\/p>\n\n\n\n<p><strong>Qu\u00e1 ch\u1eadm cho c\u00e1c \u0111\u1ee3t ra m\u1eaft to\u00e0n c\u1ea7u<\/strong><br>\u0110\u1ec3 ki\u1ec3m tra th\u1ee7 c\u00f4ng h\u00e0ng tri\u1ec7u t\u1eeb c\u00f3 th\u1ec3 m\u1ea5t nhi\u1ec1u ng\u00e0y, th\u1eadm ch\u00ed nhi\u1ec1u tu\u1ea7n. \u0110i\u1ec1u n\u00e0y l\u00e0 tr\u1edf ng\u1ea1i l\u1edbn n\u1ebfu b\u1ea1n mu\u1ed1n ra m\u1eaft s\u1ea3n ph\u1ea9m c\u00f9ng l\u00fac t\u1ea1i nhi\u1ec1u th\u1ecb tr\u01b0\u1eddng ho\u1eb7c ph\u1ea3i c\u1eadp nh\u1eadt nh\u1eefng th\u01b0 vi\u1ec7n n\u1ed9i dung kh\u1ed5ng l\u1ed3.<\/p>\n\n\n\n<p><strong>K\u1ebft qu\u1ea3 \u0111\u00e1nh gi\u00e1 thi\u1ebfu nh\u1ea5t qu\u00e1n<\/strong><br>M\u1ed7i ng\u01b0\u1eddi ki\u1ec3m tra c\u00f3 tr\u00ecnh \u0111\u1ed9, kinh nghi\u1ec7m v\u00e0 c\u00e1ch ti\u1ebfp c\u1eadn kh\u00e1c nhau, khi\u1ebfn k\u1ebft qu\u1ea3 kh\u00f4ng \u0111\u1ed3ng nh\u1ea5t v\u00e0 kh\u00f3 thi\u1ebft l\u1eadp m\u1ed9t ti\u00eau chu\u1ea9n QA \u1ed5n \u0111\u1ecbnh \u2014 \u0111\u1eb7c bi\u1ec7t khi d\u1ef1 \u00e1n c\u00f3 nhi\u1ec1u ng\u00f4n ng\u1eef v\u00e0 nhi\u1ec1u ng\u01b0\u1eddi tham gia.<\/p>\n\n\n\n<p><strong>Kh\u00f4ng th\u1ec3 \u00e1p d\u1ee5ng m\u1ed9t chu\u1ea9n cho m\u1ecdi lo\u1ea1i n\u1ed9i dung<\/strong><br>M\u1ed7i lo\u1ea1i t\u00e0i li\u1ec7u c\u1ea7n m\u1ed9t ti\u00eau chu\u1ea9n ri\u00eang v\u1ec1 \u0111\u1ed9 ch\u00ednh x\u00e1c, gi\u1ecdng \u0111i\u1ec7u v\u00e0 thu\u1eadt ng\u1eef. V\u00ed d\u1ee5: m\u1ed9t s\u1ed5 tay k\u1ef9 thu\u1eadt, m\u1ed9t trang \u0111\u00edch marketing hay m\u1ed9t t\u00e0i li\u1ec7u tu\u00e2n th\u1ee7 \u0111\u1ec1u c\u00f3 y\u00eau c\u1ea7u r\u1ea5t kh\u00e1c nhau. N\u1ebfu d\u00f9ng chung m\u1ed9t thang \u0111o, k\u1ebft qu\u1ea3 s\u1ebd kh\u00f4ng ch\u00ednh x\u00e1c.<\/p>\n\n\n\n<p><strong>Kh\u00f3 m\u1edf r\u1ed9ng chu\u1ea9n \u0111\u00e1nh gi\u00e1 cho nhi\u1ec1u ng\u00f4n ng\u1eef<\/strong><br>Ngay c\u1ea3 khi c\u00f3 ph\u01b0\u01a1ng ph\u00e1p ch\u1ea5m \u0111i\u1ec3m r\u00f5 r\u00e0ng, vi\u1ec7c \u00e1p d\u1ee5ng m\u1ed9t ti\u00eau chu\u1ea9n duy nh\u1ea5t cho nhi\u1ec1u ng\u00f4n ng\u1eef v\u1eabn r\u1ea5t kh\u00f3 kh\u0103n. S\u1ef1 kh\u00e1c bi\u1ec7t v\u1ec1 v\u0103n h\u00f3a, c\u1ea5u tr\u00fac ng\u00f4n ng\u1eef v\u00e0 m\u1ee5c ti\u00eau d\u1ef1 \u00e1n th\u01b0\u1eddng \u0111\u00f2i h\u1ecfi c\u00e1c ti\u00eau ch\u00ed t\u00f9y ch\u1ec9nh \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 ch\u00ednh x\u00e1c.<br>Hansem Global nh\u1eadn th\u1ea5y c\u1ea7n c\u00f3 m\u1ed9t gi\u1ea3i ph\u00e1p nhanh h\u01a1n, d\u1ec5 m\u1edf r\u1ed9ng h\u01a1n v\u00e0 c\u00f3 th\u1ec3 t\u00f9y ch\u1ec9nh linh ho\u1ea1t - v\u00e0 \u0111\u00e3 ph\u00e1t tri\u1ec3n c\u00f4ng c\u1ee5 \u0111\u00e1p \u1ee9ng \u0111\u01b0\u1ee3c nh\u1eefng y\u00eau c\u1ea7u n\u00e0y.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">C\u00f4ng c\u1ee5 QA t\u1ef1 \u0111\u1ed9ng c\u1ee7a Hansem ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o?<\/h3>\n\n\n\n<p>C\u00f4ng c\u1ee5 \u0111\u1ed9c quy\u1ec1n c\u1ee7a ch\u00fang t\u00f4i \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf ri\u00eang cho nhu c\u1ea7u b\u1ea3n \u0111\u1ecba h\u00f3a \u1edf quy m\u00f4 doanh nghi\u1ec7p. N\u00f3 k\u1ebft h\u1ee3p c\u00e1c ch\u1ec9 s\u1ed1 \u0111\u00e1nh gi\u00e1 chu\u1ea9n qu\u1ed1c t\u1ebf v\u1edbi kh\u1ea3 n\u0103ng t\u1ef1 \u0111\u1ed9ng h\u00f3a m\u1ea1nh m\u1ebd, gi\u00fap ki\u1ec3m tra ch\u1ea5t l\u01b0\u1ee3ng d\u1ecbch ch\u1ec9 trong v\u00e0i gi\u00e2y.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"500\" height=\"350\" src=\"https:\/\/hansemvietnam.com\/wp-content\/uploads\/2025\/11\/img_01.png\" alt=\"Interface of Hansem Global\u2019s translation quality tool showing score metrics and analysis charts\" class=\"wp-image-1361\" srcset=\"https:\/\/hansemvietnam.com\/wp-content\/uploads\/2025\/11\/img_01.png 500w, https:\/\/hansemvietnam.com\/wp-content\/uploads\/2025\/11\/img_01-300x210.png 300w, https:\/\/hansemvietnam.com\/wp-content\/uploads\/2025\/11\/img_01-18x12.png 18w\" sizes=\"auto, (max-width: 500px) 100vw, 500px\" \/><figcaption class=\"wp-element-caption\">Giao di\u1ec7n c\u00f4ng c\u1ee5 \u0111\u00e1nh gi\u00e1 ch\u1ea5t l\u01b0\u1ee3ng d\u1ecbch c\u1ee7a Hansem Global, hi\u1ec3n th\u1ecb c\u00e1c ch\u1ec9 s\u1ed1 \u0111i\u1ec3m v\u00e0 bi\u1ec3u \u0111\u1ed3 ph\u00e2n t\u00edch.<\/figcaption><\/figure>\n<\/div>\n\n\n<p><strong>D\u1ef1a tr\u00ean ti\u00eau ch\u00ed \u0111\u00e1nh gi\u00e1 chu\u1ea9n qu\u1ed1c t\u1ebf<\/strong><br>Ch\u00fang t\u00f4i s\u1eed d\u1ee5ng BLEU, METEOR, LEPOR v\u00e0 TER \u0111\u1ec3 \u0111o l\u01b0\u1eddng k\u1ebft qu\u1ea3 d\u1ecbch m\u1ed9t c\u00e1ch kh\u00e1ch quan - nh\u1eefng chu\u1ea9n m\u1ef1c ph\u1ed5 bi\u1ebfn trong \u0111\u00e1nh gi\u00e1 MT, gi\u00fap \u0111\u1ea3m b\u1ea3o t\u00ednh nh\u1ea5t qu\u00e1n gi\u1eefa c\u00e1c d\u1ef1 \u00e1n.<\/p>\n\n\n\n<p><strong>Ph\u00e2n t\u00edch kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u trong t\u00edc t\u1eafc<\/strong><br>\u0110\u00e1nh gi\u00e1 1 tri\u1ec7u t\u1eeb m\u1ea5t ch\u01b0a \u0111\u1ebfn 30 gi\u00e2y - ti\u1ebft ki\u1ec7m h\u01a1n 90% th\u1eddi gian so v\u1edbi ki\u1ec3m tra th\u1ee7 c\u00f4ng truy\u1ec1n th\u1ed1ng. Nh\u1edd \u0111\u00f3, \u0111\u1ed9i ng\u0169 ki\u1ec3m \u0111\u1ecbnh c\u00f3 th\u1ec3 ti\u1ebfn h\u00e0nh QA m\u00e0 kh\u00f4ng l\u00e0m ch\u1eadm ti\u1ebfn \u0111\u1ed9 ra m\u1eaft s\u1ea3n ph\u1ea9m.<\/p>\n\n\n\n<p><strong>T\u00f9y ch\u1ec9nh linh ho\u1ea1t theo t\u1eebng d\u1ef1 \u00e1n<\/strong><br>Doanh nghi\u1ec7p c\u00f3 th\u1ec3 \u0111i\u1ec1u ch\u1ec9nh thi\u1ebft l\u1eadp \u0111\u00e1nh gi\u00e1 theo lo\u1ea1i n\u1ed9i dung, c\u1eb7p ng\u00f4n ng\u1eef ho\u1eb7c \u0111\u1eb7c th\u00f9 ng\u00e0nh. T\u1eeb t\u00e0i li\u1ec7u y t\u1ebf \u0111\u1ebfn s\u1ed5 tay k\u1ef9 thu\u1eadt, ch\u00fang t\u00f4i gi\u00fap x\u00e1c \u0111\u1ecbnh ti\u00eau ch\u00ed \u0111\u00e1nh gi\u00e1 ph\u00f9 h\u1ee3p.<\/p>\n\n\n\n<p><strong>B\u00e1o c\u00e1o tr\u1ef1c quan, d\u1ec5 s\u1eed d\u1ee5ng<\/strong><br>K\u1ebft qu\u1ea3 kh\u00f4ng ch\u1ec9 l\u00e0 con s\u1ed1 m\u00e0 c\u00f2n \u0111\u01b0\u1ee3c th\u1ec3 hi\u1ec7n b\u1eb1ng bi\u1ec3u \u0111\u1ed3 v\u00e0 b\u00e1o c\u00e1o tr\u1ef1c quan, ch\u1ec9 ra nh\u1eefng \u0111i\u1ec3m m\u1ea1nh v\u00e0 \u0111i\u1ec3m c\u1ea7n c\u1ea3i thi\u1ec7n. \u0110i\u1ec1u n\u00e0y c\u0169ng gi\u00fap c\u00f4ng vi\u1ec7c h\u1eadu hi\u1ec7u \u0111\u00ednh (post-editing) t\u1eadp trung v\u00e0 hi\u1ec7u qu\u1ea3 h\u01a1n.<\/p>\n\n\n\n<p><strong>Khi n\u00e0o n\u00ean d\u00f9ng QA t\u1ef1 \u0111\u1ed9ng - v\u00e0 khi n\u00e0o v\u1eabn c\u1ea7n QA truy\u1ec1n th\u1ed1ng?<\/strong><br>Hi\u1ec7u n\u0103ng t\u1ef1 \u0111\u1ed9ng m\u1ea1nh m\u1ebd \u0111\u1ebfn th\u1ebf n\u00e0o th\u00ec c\u0169ng kh\u00f4ng th\u1ec3 ho\u00e0n to\u00e0n thay th\u1ebf chuy\u00ean m\u00f4n c\u1ee7a con ng\u01b0\u1eddi. Hansem Global cung c\u1ea5p c\u1ea3 gi\u1ea3i ph\u00e1p t\u1ef1 \u0111\u1ed9ng v\u00e0 d\u1ecbch v\u1ee5 \u0111\u00e1nh gi\u00e1 th\u1ee7 c\u00f4ng truy\u1ec1n th\u1ed1ng v\u00e0 t\u01b0 v\u1ea5n c\u00e1ch k\u1ebft h\u1ee3p hi\u1ec7u qu\u1ea3.<\/p>\n\n\n\n<p class=\"translation-block\"><strong>N\u00ean d\u00f9ng c\u00f4ng c\u1ee5 QA t\u1ef1 \u0111\u1ed9ng khi:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>C\u1ea7n \u0111\u00e1nh gi\u00e1 nhanh \u0111\u1ea7u ra t\u1eeb MT tr\u00ean nhi\u1ec1u file c\u00f9ng l\u00fac.<\/li>\n\n\n\n<li>Mu\u1ed1n s\u00e0ng l\u1ecdc n\u1ed9i dung \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh ph\u1ea7n c\u1ea7n ki\u1ec3m tra k\u1ef9 h\u01a1n.<\/li>\n\n\n\n<li>\u0110ang x\u1eed l\u00fd t\u00e0i li\u1ec7u n\u1ed9i b\u1ed9, n\u1ed9i dung h\u1ed7 tr\u1ee3 ho\u1eb7c c\u1ea7n \u0111\u00e1nh gi\u00e1 s\u01a1 b\u1ed9 ch\u1ea5t l\u01b0\u1ee3ng MT tr\u01b0\u1edbc khi hi\u1ec7u \u0111\u00ednh.<\/li>\n<\/ul>\n\n\n\n<p class=\"translation-block\"><strong>N\u00ean d\u00f9ng QA truy\u1ec1n th\u1ed1ng khi:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>N\u1ed9i dung h\u01b0\u1edbng tr\u1ef1c ti\u1ebfp t\u1edbi kh\u00e1ch h\u00e0ng.<\/li>\n\n\n\n<li>Gi\u1ecdng \u0111i\u1ec7u, s\u1eafc th\u00e1i v\u00e0 \u0111\u1ed9 tr\u00f4i ch\u1ea3y l\u00e0 y\u1ebfu t\u1ed1 quan tr\u1ecdng (v\u00ed d\u1ee5: marketing, ph\u00e1p l\u00fd).<\/li>\n\n\n\n<li>C\u1ea7n \u0111\u1ed9 ch\u00ednh x\u00e1c theo ng\u1eef c\u1ea3nh ho\u1eb7c x\u00e1c nh\u1eadn t\u1eeb chuy\u00ean gia b\u1ea3n \u0111\u1ecba.<\/li>\n<\/ul>\n\n\n\n<p><strong>Chi\u1ebfn l\u01b0\u1ee3c t\u1ed1i \u01b0u: k\u1ebft h\u1ee3p c\u1ea3 hai<\/strong><br>H\u00e3y b\u1eaft \u0111\u1ea7u b\u1eb1ng QA t\u1ef1 \u0111\u1ed9ng \u0111\u1ec3 ph\u00e1t hi\u1ec7n r\u1ee7i ro, sau \u0111\u00f3 \u00e1p d\u1ee5ng ki\u1ec3m tra th\u1ee7 c\u00f4ng truy\u1ec1n th\u1ed1ng t\u1eadp trung \u1edf nh\u1eefng ph\u1ea7n quan tr\u1ecdng. C\u00e1ch ti\u1ebfp c\u1eadn \u201clai\u201d n\u00e0y gi\u00fap ti\u1ebft ki\u1ec7m th\u1eddi gian, gi\u1ea3m chi ph\u00ed v\u00e0 v\u1eabn \u0111\u1ea3m b\u1ea3o ch\u1ea5t l\u01b0\u1ee3ng \u1edf nh\u1eefng \u0111i\u1ec3m m\u1ea5u ch\u1ed1t.<br>Hansem Global s\u1ebd \u0111\u1ed3ng h\u00e0nh c\u00f9ng b\u1ea1n \u0111\u1ec3 x\u00e2y d\u1ef1ng quy tr\u00ecnh t\u1ed1i \u01b0u, k\u1ebft h\u1ee3p t\u1ed1c \u0111\u1ed9 v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c ng\u00f4n ng\u1eef.<\/p>\n\n\n\n<p><strong>Hi\u1ec7u qu\u1ea3 th\u1ef1c ti\u1ec5n<\/strong><br>Kh\u00e1ch h\u00e0ng c\u1ee7a ch\u00fang t\u00f4i \u0111\u00e3 \u00e1p d\u1ee5ng c\u00f4ng c\u1ee5 QA t\u1ef1 \u0111\u1ed9ng \u0111\u1ec3:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>R\u00fat ng\u1eafn th\u1eddi gian QA t\u1edbi 90%, \u0111\u1ea9y nhanh ti\u1ebfn \u0111\u1ed9 ra th\u1ecb tr\u01b0\u1eddng.<\/li>\n\n\n\n<li>Duy tr\u00ec ch\u1ea5t l\u01b0\u1ee3ng d\u1ecbch \u1ed5n \u0111\u1ecbnh tr\u00ean h\u01a1n 30 ng\u00f4n ng\u1eef nh\u1edd \u0111\u00e1nh gi\u00e1 t\u1ef1 \u0111\u1ed9ng v\u00e0 ti\u00eau ch\u00ed t\u00f9y ch\u1ec9nh.<\/li>\n\n\n\n<li>Gi\u1ea3m chi ph\u00ed h\u1eadu hi\u1ec7u \u0111\u00ednh b\u1eb1ng c\u00e1ch nh\u1eadn di\u1ec7n s\u1edbm c\u00e1c n\u1ed9i dung \u00edt quan tr\u1ecdng.<\/li>\n\n\n\n<li>\u0110\u00e1nh gi\u00e1, so s\u00e1nh hi\u1ec7u n\u0103ng c\u1ee7a c\u00e1c engine MT nhanh ch\u00f3ng v\u00e0 c\u00f3 h\u1ec7 th\u1ed1ng.<\/li>\n\n\n\n<li>T\u1ed1i \u01b0u qu\u1ea3n l\u00fd nh\u00e0 cung c\u1ea5p b\u1eb1ng c\u00e1ch c\u1ea3i thi\u1ec7n t\u00ednh nh\u1ea5t qu\u00e1n gi\u1eefa c\u00e1c khu v\u1ef1c.<\/li>\n<\/ul>\n\n\n\n<p>D\u00f9 b\u1ea1n \u0111ang b\u1ea3n \u0111\u1ecba h\u00f3a ph\u1ea7n m\u1ec1m, s\u1ed5 tay s\u1ea3n ph\u1ea9m, t\u00e0i li\u1ec7u \u0111\u00e0o t\u1ea1o hay t\u00e0i li\u1ec7u tu\u00e2n th\u1ee7, gi\u1ea3i ph\u00e1p c\u1ee7a ch\u00fang t\u00f4i \u0111\u1ec1u c\u00f3 th\u1ec3 \u0111i\u1ec1u ch\u1ec9nh \u0111\u1ec3 ph\u00f9 h\u1ee3p.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">H\u1ecfi &amp; \u0111\u00e1p nhanh v\u1ec1 c\u00f4ng c\u1ee5 QA t\u1ef1 \u0111\u1ed9ng<\/h3>\n\n\n\n<p><strong>C\u00f4ng c\u1ee5 n\u00e0y ph\u00f9 h\u1ee3p nh\u1ea5t v\u1edbi th\u1ec3 lo\u1ea1i n\u1ed9i dung n\u00e0o?<\/strong><br>Ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn nh\u01b0 t\u00e0i li\u1ec7u n\u1ed9i b\u1ed9, \u0111\u1ea7u ra t\u1eeb MT ho\u1eb7c b\u1ea3n nh\u00e1p giai \u0111o\u1ea1n s\u1edbm, \u0111\u1eb7c bi\u1ec7t h\u1eefu \u00edch \u0111\u1ec3 ph\u00e1t hi\u1ec7n r\u1ee7i ro ch\u1ea5t l\u01b0\u1ee3ng s\u1edbm.<\/p>\n\n\n\n<p><strong>C\u00f3 th\u1ec3 thay th\u1ebf ho\u00e0n to\u00e0n \u0111\u00e1nh gi\u00e1 th\u1ee7 c\u00f4ng truy\u1ec1n th\u1ed1ng kh\u00f4ng?<\/strong><br>Kh\u00f4ng ho\u00e0n to\u00e0n, nh\u01b0ng n\u00f3 gi\u00fap gi\u1ea3m \u0111\u00e1ng k\u1ec3 kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c cho con ng\u01b0\u1eddi, n\u00ean d\u00f9ng \u0111\u1ec3 l\u1ecdc, ph\u00e2n lo\u1ea1i v\u00e0 h\u1ed7 tr\u1ee3 QA th\u1ee7 c\u00f4ng truy\u1ec1n th\u1ed1ng hi\u1ec7u qu\u1ea3 h\u01a1n.<\/p>\n\n\n\n<p><strong>C\u00f4ng c\u1ee5 n\u00e0y kh\u1ea3 d\u1ee5ng \u0111\u1ed1i v\u1edbi c\u00e1c ng\u00f4n ng\u1eef v\u00e0 l\u0129nh v\u1ef1c kh\u00e1c nhau \u0111\u00fang kh\u00f4ng?<\/strong><br>\u0110\u00fang v\u1eady. Ch\u00fang t\u00f4i s\u1ebd \u0111i\u1ec1u ch\u1ec9nh ti\u00eau ch\u00ed \u0111\u00e1nh gi\u00e1 theo y\u00eau c\u1ea7u chuy\u00ean ng\u00e0nh v\u00e0 ng\u00f4n ng\u1eef m\u1ee5c ti\u00eau.<\/p>\n\n\n\n<p><strong>T\u00f4i c\u00f3 th\u1ec3 t\u00edch h\u1ee3p c\u00f4ng c\u1ee5 QA t\u1ef1 \u0111\u1ed9ng v\u00e0o quy tr\u00ecnh l\u00e0m vi\u1ec7c b\u1ea3n \u0111\u1ecba h\u00f3a hi\u1ec7n th\u1eddi kh\u00f4ng?<\/strong><br>Ho\u00e0n to\u00e0n c\u00f3 th\u1ec3. C\u00f4ng c\u1ee5 \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 k\u1ebft n\u1ed1i v\u00e0o quy tr\u00ecnh b\u1ea3n \u0111\u1ecba h\u00f3a hi\u1ec7n c\u00f3, t\u0103ng c\u01b0\u1eddng ki\u1ec3m so\u00e1t ch\u1ea5t l\u01b0\u1ee3ng m\u00e0 kh\u00f4ng g\u00e2y gi\u00e1n \u0111o\u1ea1n.<\/p>\n\n\n\n<p><strong>Sau khi t\u00edch h\u1ee3p c\u00f4ng c\u1ee5 QA t\u1ef1 \u0111\u1ed9ng th\u00ec quy tr\u00ecnh d\u1ecbch thu\u1eadt s\u1ebd di\u1ec5n ra nh\u01b0 th\u1ebf n\u00e0o?<\/strong><br>\u0110\u1ea7u ti\u00ean, h\u00e3y \u0111\u1ec3 Hansem Global ch\u1ea1y th\u1eed nghi\u1ec7m v\u1edbi c\u00f4ng c\u1ee5 QA t\u1ef1 \u0111\u1ed9ng - ch\u00fang t\u00f4i s\u1ebd gi\u00fap b\u1ea1n x\u00e1c \u0111\u1ecbnh ph\u1ea7n n\u00e0o c\u1ea7n ch\u1ec9nh s\u1eeda, ph\u1ea7n n\u00e0o \u0111\u00e3 s\u1eb5n s\u00e0ng v\u00e0 ph\u1ea7n n\u00e0o c\u00f3 th\u1ec3 t\u1ed1i \u01b0u th\u00eam.<\/p>","protected":false},"excerpt":{"rendered":"<p>Khi th\u1ef1c hi\u1ec7n m\u1ed9t d\u1ef1 \u00e1n d\u1ecbch thu\u1eadt quy m\u00f4 l\u1edbn, \u0111\u1eb7c bi\u1ec7t c\u00f3 s\u1ef1 tham gia c\u1ee7a m\u00e1y d\u1ecbch (MT), vi\u1ec7c ki\u1ec3m so\u00e1t ch\u1ea5t l\u01b0\u1ee3ng lu\u00f4n l\u00e0 th\u00e1ch th\u1ee9c l\u1edbn \u0111\u1ed1i v\u1edbi c\u00e1c nh\u00e0 cung c\u1ea5p d\u1ecbch v\u1ee5 ng\u00f4n ng\u1eef. Ki\u1ec3m tra th\u1ee7 c\u00f4ng truy\u1ec1n th\u1ed1ng v\u1eeba ch\u1eadm, v\u1eeba t\u1ed1n nhi\u1ec1u nh\u00e2n l\u1ef1c v\u00e0 l\u1ea1i mang t\u00ednh ch\u1ee7 quan. Nh\u01b0ng n\u1ebfu b\u1ecf qua b\u01b0\u1edbc n\u00e0y, doanh nghi\u1ec7p c\u00f3 th\u1ec3 ph\u1ea3i \u0111\u1ed1i m\u1eb7t v\u1edbi r\u1ee7i ro \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn uy t\u00edn th\u01b0\u01a1ng hi\u1ec7u, ch\u1eadm ti\u1ebfn \u0111\u1ed9 ho\u1eb7c ph\u00e1t sinh th\u00eam chi ph\u00ed.<\/p>","protected":false},"author":1,"featured_media":1362,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1,13],"tags":[176,24,26,5,189,138,158],"class_list":["post-1359","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"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Automated Translation Quality at Scale - 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\/automated-translation-quality-at-scale\/\" \/>\n<meta property=\"og:locale\" content=\"vi_VN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Automated Translation Quality at Scale - hansemvietnam\" \/>\n<meta property=\"og:description\" content=\"If you\u2019ve ever tried to assess the quality of a large-scale translation project\u2014especially one powered by machine translation (MT)\u2014you know the challenge. 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