{"id":1379,"date":"2025-11-28T13:03:55","date_gmt":"2025-11-28T04:03:55","guid":{"rendered":"https:\/\/hansemvietnam.com\/?p=1379"},"modified":"2025-12-19T10:39:39","modified_gmt":"2025-12-19T01:39:39","slug":"why-hansem-global-combines-two-solutions-in-the-mtqe-era","status":"publish","type":"post","link":"https:\/\/hansemvietnam.com\/vi\/blog\/why-hansem-global-combines-two-solutions-in-the-mtqe-era\/","title":{"rendered":"Gi\u1ea3i Ph\u00e1p \u0110\u00e1nh Gi\u00e1 Ch\u1ea5t L\u01b0\u1ee3ng D\u1ecbch Thu\u1eadt C\u1ee7a Hansem Global Trong K\u1ef7 Nguy\u00ean MTQE \u2013 Khi Hai C\u00f4ng C\u1ee5 Song H\u00e0nh"},"content":{"rendered":"<div class=\"para_first\">\n    <div class=\"blog_scription_wrap\">\n    <p class=\"translation-block\">Machine Translation Quality Estimation (MTQE) \u2013 hay \u201c\u01b0\u1edbc l\u01b0\u1ee3ng ch\u1ea5t l\u01b0\u1ee3ng d\u1ecbch m\u00e1y\u201d \u2013 \u0111ang tr\u1edf th\u00e0nh m\u1ed9t trong nh\u1eefng ch\u1ee7 \u0111\u1ec1 \u0111\u01b0\u1ee3c quan t\u00e2m nh\u1ea5t trong ng\u00e0nh b\u1ea3n \u0111\u1ecba h\u00f3a hi\u1ec7n nay. Vi\u1ec5n c\u1ea3nh v\u1ec1 vi\u1ec7c \"t\u1ef1 \u0111\u1ed9ng h\u00f3a \u0111\u00e1nh gi\u00e1 ch\u1ea5t l\u01b0\u1ee3ng b\u1ea3n d\u1ecbch v\u00e0 h\u1ea1n ch\u1ebf t\u1ed1i \u0111a s\u1ef1 can thi\u1ec7p c\u1ee7a d\u1ecbch gi\u1ea3\" nghe th\u1eadt h\u1ea5p d\u1eabn, v\u00e0 nh\u1eefng n\u1ec1n t\u1ea3ng to\u00e0n c\u1ea7u nh\u01b0 TAUS EPIC, ModelFront, COMET-QE hay Intento \u0111\u00e3 nhanh ch\u00f3ng tr\u1edf th\u00e0nh chu\u1ea9n m\u1ef1c tham chi\u1ebfu cho nhi\u1ec1u doanh nghi\u1ec7p.<\/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_251128.png\" alt=\"Automated Translation Quality at Scale\" class=\"wp-image-743\"><\/figure>\n<\/div>\n\n\n\n<p class=\"translation-block\">Hansem Global \u0111\u00e3 ti\u1ebfn h\u00e0nh \u0111\u00e1nh gi\u00e1 nhi\u1ec1u gi\u1ea3i ph\u00e1p kh\u00e1c nhau v\u00e0 l\u1ef1a ch\u1ecdn EPIC l\u00e0 n\u1ec1n t\u1ea3ng ph\u00f9 h\u1ee3p nh\u1ea5t cho c\u00e1c d\u1ef1 \u00e1n d\u1ecbch t\u00e0i li\u1ec7u quy m\u00f4 l\u1edbn c\u1ee7a kh\u00e1ch h\u00e0ng. Tuy nhi\u00ean, kinh nghi\u1ec7m th\u1ef1c t\u1ebf cho th\u1ea5y kh\u00f4ng m\u1ed9t c\u00f4ng c\u1ee5 n\u00e0o c\u00f3 th\u1ec3 \u0111\u00e1p \u1ee9ng m\u1ecdi y\u00eau c\u1ea7u t\u1ea1i hi\u1ec7n tr\u01b0\u1eddng. V\u00ec v\u1eady, \u0111\u1ec3 kh\u1eb3ng \u0111\u1ecbnh uy t\u00edn th\u01b0\u01a1ng hi\u1ec7u qu\u1ed1c t\u1ebf, \u0111\u1ed3ng th\u1eddi \u0111\u1ea3m b\u1ea3o ch\u1ea5t l\u01b0\u1ee3ng d\u1ecbch thu\u1eadt cho t\u1eebng d\u1ef1 \u00e1n ri\u00eang bi\u1ec7t, Hansem Global hi\u1ec7n \u0111ang v\u1eadn h\u00e0nh hai gi\u1ea3i ph\u00e1p MTQE song song v\u00e0 b\u1ed5 tr\u1ee3 cho nhau: N\u1ec1n t\u1ea3ng EPIC v\u00e0 c\u00f4ng c\u1ee5 AIQE do ch\u00ednh Hansem Global ph\u00e1t tri\u1ec3n.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">EPIC \u2013 N\u1ec1n t\u1ea3ng v\u1edbi c\u00e1c gi\u00e1 tr\u1ecb chu\u1ea9n m\u1ef1c<\/h3>\n\n\n\n<p>EPIC l\u00e0 n\u1ec1n t\u1ea3ng MTQE qu\u1ed1c t\u1ebf \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 h\u1ed7 tr\u1ee3 c\u00e1c d\u1ef1 \u00e1n d\u1ecbch c\u00f3 kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn v\u1edbi h\u1ec7 th\u1ed1ng ch\u1ea5m \u0111i\u1ec3m v\u00e0 ph\u00e2n lu\u1ed3ng t\u1ef1 \u0111\u1ed9ng. M\u1ed9t s\u1ed1 \u0111\u1eb7c \u0111i\u1ec3m n\u1ed5i b\u1eadt:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Ch\u1ea5m \u0111i\u1ec3m ch\u1ea5t l\u01b0\u1ee3ng theo ph\u00e2n \u0111o\u1ea1n<\/strong> \u2013 M\u1ed7i \u0111o\u1ea1n \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 b\u1eb1ng \u0111i\u1ec3m s\u1ed1 t\u1ef1 \u0111\u1ed9ng, gi\u00fap x\u00e1c \u0111\u1ecbnh nhanh ph\u1ea7n n\u00e0o \u0111\u1ea1t y\u00eau c\u1ea7u v\u00e0 ph\u1ea7n n\u00e0o c\u1ea7n bi\u00ean t\u1eadp l\u1ea1i.<\/li>\n\n\n\n<li><strong>Ph\u00ea duy\u1ec7t v\u00e0 ph\u00e2n lu\u1ed3ng t\u1ef1 \u0111\u1ed9ng<\/strong> \u2013 C\u00e1c \u0111o\u1ea1n \u0111\u1ea1t ng\u01b0\u1ee1ng ch\u1ea5t l\u01b0\u1ee3ng c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c duy\u1ec7t t\u1ef1 \u0111\u1ed9ng, trong khi ph\u1ea7n c\u00f2n l\u1ea1i \u0111\u01b0\u1ee3c chuy\u1ec3n \u0111\u1ebfn bi\u00ean t\u1eadp vi\u00ean \u0111\u1ec3 hi\u1ec7u \u0111\u00ednh.<\/li>\n\n\n\n<li><strong>X\u1eed l\u00fd kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u<\/strong> \u2013 X\u1eed l\u00fd hi\u1ec7u qu\u1ea3 h\u00e0ng tr\u0103m ngh\u00ecn t\u1eeb m\u1ed7i d\u1ef1 \u00e1n.<\/li>\n\n\n\n<li><strong>\u01af\u1edbc t\u00ednh chi ph\u00ed theo d\u1eef li\u1ec7u<\/strong> \u2013 Cung c\u1ea5p ch\u1ec9 s\u1ed1 kh\u00e1ch quan \u0111\u1ec3 \u01b0\u1edbc t\u00ednh chi ph\u00ed ch\u1ec9nh s\u1eeda sau d\u1ecbch m\u00e1y, t\u1eeb \u0111\u00f3 ti\u1ebft ki\u1ec7m chi ph\u00ed cho kh\u00e1ch h\u00e0ng.<\/li>\n<\/ul>\n\n\n\n<p class=\"translation-block\">\u1ede giai \u0111o\u1ea1n hi\u1ec7n t\u1ea1i, EPIC ho\u1ea1t \u0111\u1ed9ng nh\u01b0 m\u1ed9t c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 ra quy\u1ebft \u0111\u1ecbnh \u0111\u00e1ng tin c\u1eady cho ng\u01b0\u1eddi ki\u1ec3m duy\u1ec7t, thay v\u00ec thay th\u1ebf ho\u00e0n to\u00e0n vai tr\u00f2 c\u1ee7a con ng\u01b0\u1eddi.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">C\u00f4ng c\u1ee5 AIQE n\u1ed9i b\u1ed9 - T\u1ed1i \u01b0u h\u00f3a ch\u1ea5t l\u01b0\u1ee3ng cho t\u1eebng l\u0129nh v\u1ef1c v\u00e0 kh\u00e1ch h\u00e0ng<\/h3>\n\n\n\n<p>N\u1ebfu EPIC \u0111\u1ea3m b\u1ea3o t\u00ednh minh b\u1ea1ch v\u00e0 ti\u00eau chu\u1ea9n qu\u1ed1c t\u1ebf, th\u00ec c\u00f4ng c\u1ee5 AIQE do Hansem Global ph\u00e1t tri\u1ec3n l\u1ea1i mang \u0111\u1ebfn s\u1ef1 linh ho\u1ea1t t\u1ed1i \u0111a cho t\u1eebng kh\u00e1ch h\u00e0ng, t\u1eebng ng\u00e0nh ngh\u1ec1 v\u00e0 t\u1eebng lo\u1ea1i n\u1ed9i dung.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>T\u00f9y ch\u1ec9nh quy t\u1eafc x\u00e1c th\u1ef1c<\/strong> \u2013 T\u1ef1 \u0111\u1ed9ng ki\u1ec3m tra theo c\u00e1c quy t\u1eafc d\u1ef1 \u00e1n, v\u00ed d\u1ee5 nh\u01b0 \"Kh\u00f4ng d\u1ecbch t\u00ean th\u01b0\u01a1ng hi\u1ec7u\/hashtag\" ho\u1eb7c \"Ch\u1ec9 s\u1eed d\u1ee5ng \u0111\u1ecbnh d\u1ea1ng c\u1ea3nh b\u00e1o \u0111\u00e3 \u0111\u01b0\u1ee3c ph\u00ea duy\u1ec7t.\"<\/li>\n\n\n\n<li><strong>S\u00e0ng l\u1ecdc c\u00e1c l\u1ed7i th\u01b0\u1eddng g\u1eb7p<\/strong> \u2013 Ph\u00e1t hi\u1ec7n c\u00e1c sai s\u00f3t v\u1ec1 thu\u1eadt ng\u1eef, sai l\u1ec7ch ng\u1eef ngh\u0129a, ho\u1eb7c l\u1ed7i t\u00e1ch c\u00e2u th\u01b0\u1eddng g\u1eb7p trong m\u1ed9t s\u1ed1 l\u0129nh v\u1ef1c.<\/li>\n\n\n\n<li><strong>Ki\u1ec3m tra ch\u1ea5t l\u01b0\u1ee3ng d\u1ecbch gi\u1ea3 t\u1ef1 \u0111\u1ed9ng<\/strong> \u2013 Ch\u1ea5m \u0111i\u1ec3m h\u00e0ng tr\u0103m b\u1ea3n d\u1ecbch th\u1eed nghi\u1ec7m theo lo\u1ea1i l\u1ed7i (b\u1ecf s\u00f3t, d\u1ecbch sai, v\u0103n phong thi\u1ebfu nh\u1ea5t qu\u00e1n) v\u00e0 m\u1ee9c \u0111\u1ed9 nghi\u00eam tr\u1ecdng (nh\u1ecf\/l\u1edbn\/nghi\u00eam tr\u1ecdng) \u0111\u1ec3 kh\u00e1ch quan h\u1ed7 tr\u1ee3 tr\u1ea3 k\u1ebft qu\u1ea3 \u0111\u1ea1t\/kh\u00f4ng \u0111\u1ea1t.<\/li>\n\n\n\n<li><strong>\u0110\u00e0o t\u1ea1o v\u00e0 ph\u1ea3n h\u1ed3i<\/strong> \u2013 Bi\u00ean so\u1ea1n t\u00e0i li\u1ec7u \u0111\u00e0o t\u1ea1o v\u00e0 b\u00e1o c\u00e1o ph\u1ea3n h\u1ed3i chi ti\u1ebft d\u1ef1a tr\u00ean c\u00e1c m\u1eabu l\u1ed7i ph\u1ed5 bi\u1ebfn, d\u1ea7n d\u1ea7n n\u00e2ng cao hi\u1ec7u su\u1ea5t c\u1ee7a d\u1ecbch gi\u1ea3.<\/li>\n\n\n\n<li><strong>T\u1ed1i \u01b0u h\u00f3a chi ph\u00ed<\/strong> \u2013 Cung c\u1ea5p gi\u1ea3i ph\u00e1p thay th\u1ebf c\u00f3 l\u1ee3i v\u1ec1 m\u1eb7t chi ph\u00ed h\u01a1n so v\u1edbi c\u00e1c c\u00f4ng c\u1ee5 API MTQE hi\u1ec7n c\u00f3 tr\u00ean th\u1ecb tr\u01b0\u1eddng d\u00e0nh cho quy tr\u00ecnh QA n\u1ed9i b\u1ed9 ho\u1eb7c ki\u1ec3m tra d\u1ecbch gi\u1ea3 quy m\u00f4 l\u1edbn.<\/li>\n<\/ul>\n\n\n\n<p>AIQE cho ph\u00e9p Hansem Global kh\u00f4ng ch\u1ec9 ki\u1ec3m so\u00e1t ch\u1ea5t l\u01b0\u1ee3ng b\u1ea3n d\u1ecbch m\u00e0 c\u00f2n m\u1edf r\u1ed9ng sang qu\u1ea3n l\u00fd n\u0103ng l\u1ef1c v\u00e0 \u0111\u00e0o t\u1ea1o d\u1ecbch gi\u1ea3, h\u01b0\u1edbng \u0111\u1ebfn s\u1ef1 c\u1ea3i thi\u1ec7n b\u1ec1n v\u1eefng theo th\u1eddi gian.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\"Chi\u1ebfn l\u01b0\u1ee3c k\u00e9p\" hi\u1ec7u qu\u1ea3<\/h3>\n\n\n\n<p class=\"translation-block\">MTQE \u0111\u00e3 tr\u1edf th\u00e0nh ti\u00eau chu\u1ea9n m\u1edbi trong ng\u00e0nh b\u1ea3n \u0111\u1ecba h\u00f3a, nh\u01b0ng th\u1ef1c t\u1ebf cho th\u1ea5y m\u1ed7i d\u1ef1 \u00e1n \u0111\u1ec1u c\u1ea7n m\u1ed9t c\u00e1ch ti\u1ebfp c\u1eadn ri\u00eang.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>EPIC<\/strong> mang \u0111\u1ebfn h\u1ec7 th\u1ed1ng \u0111\u00e1nh gi\u00e1 kh\u00e1ch quan, \u0111\u01b0\u1ee3c c\u00f4ng nh\u1eadn to\u00e0n c\u1ea7u, c\u1ee7ng c\u1ed1 ni\u1ec1m tin c\u1ee7a kh\u00e1ch h\u00e0ng r\u1eb1ng s\u1ea3n ph\u1ea9m d\u1ecbch c\u1ee7a h\u1ecd \u0111\u1ea1t chu\u1ea9n qu\u1ed1c t\u1ebf.<\/li>\n\n\n\n<li><strong>C\u00f4ng c\u1ee5 AIQE n\u1ed9i b\u1ed9 c\u1ee7a Hansem Global<\/strong> cung c\u1ea5p c\u00e1c \u0111\u00e1nh gi\u00e1 chuy\u00ean s\u00e2u v\u00e0 c\u00f3 t\u00ednh \u1ee9ng d\u1ee5ng cho quy tr\u00ecnh d\u1ecbch thu\u1eadt th\u1ef1c t\u1ebf.<\/li>\n<\/ul>\n\n\n\n<p class=\"translation-block\">S\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa hai c\u00f4ng c\u1ee5 n\u00e0y gi\u00fap Hansem Global v\u1eeba duy tr\u00ec uy t\u00edn qu\u1ed1c t\u1ebf, v\u1eeba \u0111\u1ea3m b\u1ea3o hi\u1ec7u qu\u1ea3 t\u1ea1i hi\u1ec7n tr\u01b0\u1eddng, mang \u0111\u1ebfn cho kh\u00e1ch h\u00e0ng ch\u1ea5t l\u01b0\u1ee3ng v\u01b0\u1ee3t tr\u1ed9i, quy tr\u00ecnh nhanh h\u01a1n v\u00e0 chi ph\u00ed t\u1ed1i \u01b0u h\u01a1n.<\/p>\n\n\n\n<p class=\"translation-block\">B\u1ea1n mu\u1ed1n t\u00ecm hi\u1ec3u v\u1ec1 c\u00e1c c\u00f4ng c\u1ee5 MTQE c\u1ee7a ch\u00fang t\u00f4i \u0111\u1ec3 \u00e1p d\u1ee5ng cho t\u00e0i li\u1ec7u d\u1ecbch thu\u1eadt hay d\u1ef1 \u00e1n b\u1ea3n \u0111\u1ecba h\u00f3a? H\u00e3y li\u00ean h\u1ec7 Hansem Global v\u00e0 c\u00f9ng ch\u00fang t\u00f4i th\u1ea3o lu\u1eadn v\u1ec1 \"chi\u1ebfn l\u01b0\u1ee3c k\u00e9p\" nh\u1eb1m c\u1ea3i thi\u1ec7n ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 gi\u1ea3m g\u00e1nh n\u1eb7ng chi ph\u00ed cho d\u1ef1 \u00e1n d\u1ecbch thu\u1eadt ti\u1ec1m n\u0103ng c\u1ee7a b\u1ea1n.<\/p>","protected":false},"excerpt":{"rendered":"<p>Machine Translation Quality Estimation (MTQE) \u2013 hay \u201c\u01b0\u1edbc l\u01b0\u1ee3ng ch\u1ea5t l\u01b0\u1ee3ng d\u1ecbch m\u00e1y\u201d \u2013 \u0111ang tr\u1edf th\u00e0nh m\u1ed9t trong nh\u1eefng ch\u1ee7 \u0111\u1ec1 \u0111\u01b0\u1ee3c quan t\u00e2m nh\u1ea5t trong ng\u00e0nh b\u1ea3n \u0111\u1ecba h\u00f3a hi\u1ec7n nay. Vi\u1ec5n c\u1ea3nh v\u1ec1 vi\u1ec7c \"t\u1ef1 \u0111\u1ed9ng h\u00f3a \u0111\u00e1nh gi\u00e1 ch\u1ea5t l\u01b0\u1ee3ng b\u1ea3n d\u1ecbch v\u00e0 h\u1ea1n ch\u1ebf t\u1ed1i \u0111a s\u1ef1 can thi\u1ec7p c\u1ee7a d\u1ecbch gi\u1ea3\" nghe th\u1eadt h\u1ea5p d\u1eabn, v\u00e0 nh\u1eefng n\u1ec1n t\u1ea3ng to\u00e0n c\u1ea7u nh\u01b0 TAUS EPIC, ModelFront, COMET-QE hay Intento \u0111\u00e3 nhanh ch\u00f3ng tr\u1edf th\u00e0nh chu\u1ea9n m\u1ef1c tham chi\u1ebfu cho nhi\u1ec1u doanh nghi\u1ec7p.<\/p>","protected":false},"author":1,"featured_media":1382,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1,13],"tags":[176,24,26,5,189,192,138,158],"class_list":["post-1379","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-mtqe","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>Why Hansem Global Combines Two Solutions in the MTQE Era - 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-hansem-global-combines-two-solutions-in-the-mtqe-era\/\" \/>\n<meta property=\"og:locale\" content=\"vi_VN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Why Hansem Global Combines Two Solutions in the MTQE Era - hansemvietnam\" \/>\n<meta property=\"og:description\" content=\"Machine Translation Quality Estimation (MTQE) is one of the most talked-about developments in today\u2019s localization industry. 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