{"id":961,"date":"2019-06-18T18:40:35","date_gmt":"2019-06-18T13:10:35","guid":{"rendered":"http:\/\/www.ulatus.tw\/blog\/?p=961"},"modified":"2019-06-18T18:40:35","modified_gmt":"2019-06-18T13:10:35","slug":"neural-machine-translation-human-editing-the-latest-trend-in-language-services","status":"publish","type":"post","link":"https:\/\/www.ulatus.tw\/academy\/neural-machine-translation-human-editing-the-latest-trend-in-language-services\/","title":{"rendered":"MTPE\u518d\u9032\u5316\uff1a\u795e\u7d93\u6a5f\u5668\u7ffb\u8b6f"},"content":{"rendered":"<p>\u795e\u7d93\u6a5f\u5668\u7ffb\u8b6f\uff08Neural machine translation, NMT\uff09\u5728\u8a9e\u8a00\u670d\u52d9\u7522\u696d\u6380\u8d77\u6ce2\u703e\uff0c\u5c07\u5728\u672a\u4f86\u6578\u5e74\u6301\u7e8c\u6539\u8b8a\u7ffb\u8b6f\u53ca\u8a9e\u8a00\u5728\u5730\u5316\u7522\u696d\u3002\u5728\u6295\u5165\u5927\u91cf\u7ffb\u8b6f\u8cc7\u6599\u96c6\uff08data sets\uff09\u4ee5\u8a13\u7df4\u4eba\u5de5\u667a\u6167\u548c\u6a5f\u5668\u5b78\u7fd2\u6a21\u7d44\u5f8c\uff0c\u795e\u7d93\u6a5f\u5668\u7ffb\u8b6f\u7684\u54c1\u8cea\u5df2\u5927\u5e45\u6539\u5584\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u7576\u795e\u7d93\u6a5f\u5668\u7ffb\u8b6f\u8207\u4eba\u5de5\u7de8\u4fee\u642d\u914d\uff0c\u7121\u8ad6\u5728\u6280\u8853\u9084\u662f\u6587\u5316\u5c64\u9762\uff0c\u66f4\u80fd\u9054\u5230\u3127\u6d41\u7684\u8b6f\u6587\u54c1\u8cea\u3002\u56e0\u6b64\uff0c\u795e\u7d93\u7ffb\u8b6f\u8207\u4eba\u5de5\u7de8\u4fee\u642d\u914d<a href=\"https:\/\/www.ulatus.com\/translation-blog\/5-trends-that-will-positively-disrupt-the-translation-industry-in-2019\/\">\u9700\u6c42\u9f90\u5927<\/a>\u3002<\/p>\n<p><strong>\u4e0d\u540c\u7a2e\u985e\u7684\u6a5f\u5668\u7ffb\u8b6f<\/strong><\/p>\n<p>\u6a5f\u5668\u7ffb\u8b6f\u900f\u904e\u4ee5\u4e0b\u5e7e\u7a2e<a href=\"https:\/\/www.ulatus.tw\/blog\/how-to-collaborate-with-a-machine-a-translators-story\/\">\u65b9\u5f0f<\/a>\u8f49\u63db\u5169\u7a2e\u8a9e\u8a00\u7684\u5167\u5bb9\uff0c\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\u57fa\u65bc\u898f\u5247\u7684\u6a5f\u5668\u7ffb\u8b6f\uff08Rule-based machine translation\uff0cRBMT\uff09\uff0c\u9019\u7a2e\u65b9\u6cd5\u662f\u85c9\u7531\u5275\u9020\u4f86\u6e90\u8a9e\u8a00\u8207\u76ee\u6a19\u8a9e\u8a00\u7684\u6587\u6cd5\u898f\u5247\u96c6\uff08Rule sets\uff09\u4f86\u7ffb\u8b6f\u6587\u7a3f<\/li>\n<li>\u6578\u64da\u6a5f\u5668\u7ffb\u8b6f\uff08Statistical machine translation \uff0cSMT\uff09\uff0c\u5f9e\u4f86\u6e90\u8a9e\u8a00\u8207\u76ee\u6a19\u8a9e\u8a00\u6c72\u53d6\u6578\u64da\u6a21\u578b\u4f86\u7522\u751f\u7ffb\u8b6f\u3002<\/li>\n<li>\u6df7\u5408\u6a5f\u5668\u7ffb\u8b6f\uff08Hybrid machine translation \uff0cHMT\uff09\u5efa\u7acb\u5728\u57fa\u65bc\u898f\u5247\u7684\u6a5f\u5668\u7ffb\u8b6f\u8207\u6578\u64da\u6a5f\u5668\u7ffb\u8b6f\u7684\u65b9\u6cd5\u4e0a\u9032\u884c\u7ffb\u8b6f<\/li>\n<li>\u795e\u7d93\u6a5f\u5668\u7ffb\u8b6f\uff08NMT\uff09\u6709\u8cf4\u65bc\u5de8\u5927\u7684\u4eba\u5de5\u795e\u7d93\u7db2\u7d61\u8a08\u7b97\u4e00\u9023\u4e32\u5b57\u8a5e\u7684\u6a5f\u7387\u4ee5\u7522\u751f\u6587\u610f\u7cbe\u78ba\u7684\u7ffb\u8b6f\u3002<\/li>\n<\/ul>\n<p>\u4f7f\u7528<a href=\"https:\/\/www.ulatus.tw\/translation-services-mtpe.htm\">\u6a5f\u5668\u7ffb\u8b6f\u670d\u52d9<\/a>\u5c07\u53ef\u7e2e\u77ed\u7ffb\u8b6f\u5c08\u6848\u7684\u5de5\u4f5c\u5468\u671f\u3001\u63d0\u9ad8\u7522\u51fa\u548c\u6548\u7387\u3002<\/p>\n<p><strong>\u6574\u5408<\/strong><strong>NMT<\/strong><strong>\u8207\u4eba\u5de5\u8b6f\u5f8c\u7de8\u4fee\u7684\u512a\u52e2<\/strong><\/p>\n<p>\u96d6\u7136<a href=\"https:\/\/www.ulatus.com\/translation-blog\/neural-machine-translation-embarking-on-the-new-frontier\/\">\u795e\u7d93\u6a5f\u5668\u7ffb\u8b6f<\/a>\u6709\u660e\u986f\u7684\u512a\u52e2\uff0c\u53ef\u4ee5\u9ad8\u6548\u5730\u7ffb\u8b6f\u6587\u6cd5\u932f\u7d9c\u8907\u96dc\u7684\u8a9e\u8a00\u3002\u518d\u52a0\u4e0a\u7ffb\u8b6f\u904e\u7a0b\u7684\u95dc\u9375\u5143\u7d20\u2500\u2500\u4eba\u5de5\u8b6f\u5f8c\u7de8\u4fee\u2500\u2500\u5f97\u4ee5\u8fd1\u4e00\u6b65\u78ba\u4fdd\u54c1\u8cea\u3002\u5728\u6b64\u6b65\u9a5f\u4e2d\uff0c\u7cbe\u65bc\u5c08\u9580\u9818\u57df\u7684\u4eba\u985e\u8b6f\u8005\u5c07\u4ed4\u7d30\u5730\u5be9\u95b1\u6a5f\u5668\u7ffb\u8b6f\u7684\u5167\u5bb9\uff0c\u4ee5\u78ba\u4fdd\u6b64\u6587\u672c\u78ba\u5be6\u7b26\u5408\u7279\u5b9a\u6587\u5316\u3001\u5730\u5340\u3001\u8a9e\u8a00\u53ca\u5c08\u696d\u9818\u57df\u7684\u7528\u8a9e\u7fd2\u6163\uff0c\u56e0\u6b64\u6240\u7ffb\u8b6f\u7684\u5167\u5bb9\u5c07\u4f7f\u60a8\u7684\u76ee\u6a19\u53d7\u773e\u7522\u751f\u5171\u9cf4\u3002<\/p>\n<p>\u4ee5\u4e0b\u6709\u4e09\u7a2e\u4eba\u5de5\u8b6f\u5f8c\u7de8\u4fee\u53ef\u9078\u64c7\uff0c\u8996\u60a8\u7684\u5c08\u6848\u9700\u6c42\uff0c\u4e09\u8005\u5747\u503c\u5f97\u8003\u616e\uff1a<\/p>\n<ul>\n<li>\u7c21\u6613\u8b6f\u5f8c\u7de8\u4fee\uff08Light post-editing\uff09\uff0c\u6ce8\u91cd\u5728\u5167\u5bb9\u7ffb\u8b6f\u6210\u76ee\u6a19\u8a9e\u8a00\u5f8c\u7684\u53ef\u8b80\u6027<\/li>\n<li>\u5168\u9762\u8b6f\u5f8c\u7de8\u4fee\uff08Full post-editing\uff09\uff0c\u6ce8\u91cd\u65bc\u5167\u5bb9\u7684\u7cbe\u78ba\u6027\u3001\u53ef\u7406\u89e3\u6027\u53ca\u901a\u9806\u7a0b\u5ea6<\/li>\n<li>\u7d30\u7dfb\u4eba\u5de5\u8b6f\u5f8c\u7de8\u4fee\uff08Human-level post-editing\uff09\uff0c\u8b93\u7522\u51fa\u7684\u5167\u5bb9\u8fd1\u4f3c\u65bc\u539f\u672c\u5c31\u662f\u4ee5\u76ee\u6a19\u8a9e\u8a00\u5beb\u6210\u7684<\/li>\n<\/ul>\n<p>\u7e3d\u800c\u8a00\u4e4b\uff0c\u4f7f\u7528\u6a5f\u5668\u8f14\u52a9\u4eba\u5de5\u7ffb\u8b6f\u53ef\u78ba\u4fdd\u60a8\u7684\u5c08\u6848\u80fd\u5f97\u5230\u6700\u9ad8\u54c1\u8cea\u7684\u7ffb\u8b6f\u3002<\/p>\n<p><strong>\u5982\u4f55\u4f7f\u795e\u7d93\u6a5f\u5668\u7ffb\u8b6f\u52a0\u4eba\u5de5\u8b6f\u5f8c\u7de8\u4fee\u66f4\u9ad8\u6548<\/strong><\/p>\n<p>\u7576\u60a8\u6e96\u5099\u5c07\u5167\u5bb9\u9032\u884c\u795e\u7d93\u6a5f\u5668\u7ffb\u8b6f\u52a0\u4eba\u5de5\u8b6f\u5f8c\u7de8\u4fee\uff0c\u4ee5\u4e0b\u5e7e\u9ede\u53ef\u5e6b\u52a9\u60a8\u70ba\u60a8\u7684\u7ffb\u8b6f\u5c08\u6848\u7701\u9322\u53c8\u7701\u6642\uff1a<\/p>\n<p><strong>\u8853\u8a9e\u7ba1\u7406\uff08<\/strong><strong>Terminology Management<\/strong><strong>\uff09<\/strong><\/p>\n<p>\u8853\u8a9e\u7ba1\u7406\u662f\u78ba\u4fdd\u60a8\u7684\u6a19\u6e96\u8853\u8a9e\u80fd\u6b63\u78ba\u7ffb\u8b6f\u7684\u597d\u65b9\u6cd5\u3002\u70ba\u60a8\u7684\u7522\u54c1\u3001\u5ba2\u6236\u3001\u516c\u53f8\u754c\u5b9a\u4e26\u5132\u5b58\u95dc\u9375\u8853\u8a9e\uff0c\u60a8\u53ef\u4fdd\u8b49\u4efb\u4f55\u7279\u6b8a\u7684\u5c08\u696d\u7528\u8a9e\u4e0d\u6703\u5728\u7ffb\u8b6f\u4e2d\u6f0f\u5931\u3002\u53e6\u5916\uff0c\u8853\u8a9e\u7ba1\u7406\u53ef\u8a2d\u5b9a\u7279\u5b9a\u5b57\u5f59\u4fdd\u7559\u539f\u6587\u4e0d\u7ffb\u8b6f\u3002\u900f\u904e\u96fb\u8166\u8f14\u52a9\u7ffb\u8b6f\uff08<a href=\"https:\/\/www.ulatus.com\/cat-tool-optimization.htm\">Computer aided translation<\/a>\u00a0\uff0cCAT\uff09\u5de5\u5177\uff0c\u60a8\u53ef\u767c\u5c55\u3127\u5957\u6a19\u6e96\u8853\u8a9e\u6578\u64da\u5eab\u70ba\u60a8\u7684\u7ffb\u8b6f\u5c08\u6848\u6240\u7528\u3002<\/p>\n<p><strong>\u7ffb\u8b6f\u7ba1\u7406\u7cfb\u7d71\uff08<\/strong><strong>Translation Management System<\/strong><strong>\uff09<\/strong><\/p>\n<p>\u900f\u904e\u8b93\u7ffb\u8b6f\u904e\u7a0b\u81ea\u52d5\u5316\uff0c<a href=\"https:\/\/www.ulatus.com\/translation-management-systems.htm\">\u7ffb\u8b6f\u7ba1\u7406\u7cfb\u7d71<\/a>\u53ef\u6e1b\u5c11\u4eba\u529b\u8ca0\u64d4\uff0c\u4e26\u675c\u7d55\u91cd\u8907\u6027\u7684\u6a5f\u68b0\u5931\u8aa4\u3002\u5229\u7528\u597d\u7684\u7ffb\u8b6f\u7ba1\u7406\u7cfb\u7d71\u5c0d\u65bc\u7ba1\u7406\u5927\u91cf\u7684\u7ffb\u8b6f\u5de5\u4f5c\u6975\u5176\u91cd\u8981\uff0c\u91dd\u5c0d\u8907\u96dc\u7684\u7ffb\u8b6f\u5c08\u6848\u7279\u5225\u6709\u5e6b\u52a9\u3002\u7531\u65bc\u7ffb\u8b6f\u5c08\u6848\u901a\u5e38\u9700\u8981\u4e0d\u540c\u5730\u5340\u7684\u4eba\u5408\u4f5c\uff0c\u7ffb\u8b6f\u7ba1\u7406\u7cfb\u7d71\u53ef\u78ba\u4fdd\u6709\u6548\u5730\u7ba1\u7406\u5c08\u6848\uff0c\u6bcf\u500b\u4eba\u90fd\u5145\u4efd\u638c\u63e1\u5176\u4ed6\u4eba\u7684\u5de5\u4f5c\u9032\u5ea6\u3002<\/p>\n<p><strong>\u4f7f\u7528\u7ffb\u8b6f\u8a18\u61b6\u5eab\uff08<\/strong><strong>Translation Memory<\/strong><strong>\uff09<\/strong><\/p>\n<p>\u7ffb\u8b6f\u8a18\u61b6\u5eab\u901a\u5e38\u70ba\u7ffb\u8b6f\u7ba1\u7406\u7cfb\u7d71\u7684\u4e00\u90e8\u5206\uff0c\u4fdd\u7559\u4ee5\u524d\u7ffb\u8b6f\u904e\u7684\u77ed\u8a9e\u53ca\u8a5e\u5f59\u3002\u78ba\u4fdd\u76ee\u6a19\u8a9e\u8a00\u7684\u7ffb\u8b6f\u8a18\u61b6\u5eab\u4fdd\u6301\u5728\u6700\u65b0\u72c0\u614b\uff0c\u5c31\u662f\u5411\u5b8c\u5168\u7684\u7cbe\u78ba\u7ffb\u8b6f\u9081\u51fa\u4e00\u6b65\u3002\u7ffb\u8b6f\u8a18\u61b6\u5eab\u5c0d\u7ffb\u8b6f\u5305\u542b\u7279\u6b8a\u8853\u8a9e\u8207\u91cd\u8907\u8a5e\u5f59\u7684\u6280\u8853\u6027\u6587\u4f5c\u6700\u6709\u5e6b\u52a9\u3002<\/p>\n<p><a href=\"https:\/\/ai.google\/research\/pubs\/pub45610\">\u50cfGoogle\u9019\u6a23\u7684\u5927\u578b\u516c\u53f8\u6436\u5148\u9810\u898b\u4e86\u795e\u7d93\u6a5f\u5668\u7ffb\u8b6f\u6f5b\u5728\u7684\u512a\u52e2<\/a>\uff0c\u7279\u5225\u662f\u77ad\u89e3\u5230\u52a0\u4ee5\u8a13\u7df4\u5f8c\uff0cNMT\u53ef\u5c08\u7cbe\u65bc\u7279\u5b9a\u4f86\u6e90\u8207\u76ee\u6a19\u8a9e\u8a00\u5c0d\u9593\u7684\u8f49\u63db\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u6700\u8fd1\u4e00\u5206\u5c0d\u8a9e\u8a00\u5b78\u5bb6\u7684<a 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