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\n
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\n\u8c37\u6b4c\u57282017\u5e74\u8fdb\u884c\u7684\u4e00\u9879\u7814\u7a76\u53d1\u73b0\uff0c\u4e0e\u4f20\u7edf\u7684\u57fa\u4e8e\u77ed\u8bed\u7684\u673a\u5668\u7ffb\u8bd1\uff08PBMT\uff09\u7cfb\u7edf\u76f8\u6bd4\uff0c\u4ed6\u4eec\u7684\u795e\u7ecf\u673a\u5668\u7ffb\u8bd1\uff08NMT\uff09\u7cfb\u7edf\u5e73\u5747\u51cf\u5c11\u4e8660%\u7684\u7ffb\u8bd1\u9519\u8bef\u3002<\/li>\n \u6839\u636e2020\u5e74\u7684\u4e00\u4efd\u62a5\u544a\uff0c\u4eba\u5de5\u667a\u80fd\u8bed\u8a00\u7ffb\u8bd1\u89e3\u51b3\u65b9\u6848\u7684\u5168\u7403\u5e02\u573a\u9884\u8ba1\u5c06\u57282020\u5e74\u81f32025\u5e74\u671f\u95f4\u4ee530.2%\u7684\u590d\u5408\u5e74\u589e\u957f\u7387\uff08CAGR\uff09\u589e\u957f\u3002<\/li>\n 2021\u5e74\u53d1\u8868\u7684\u7814\u7a76\u663e\u793a\uff0c\u6700\u5148\u8fdb\u7684\u4eba\u5de5\u667a\u80fd\u8bed\u8a00\u7ffb\u8bd1\u6a21\u578b\u5728BLEU\u8bc4\u5206\uff08\u7528\u4e8e\u8bc4\u4f30\u673a\u5668\u7ffb\u8bd1\u8d28\u91cf\u7684\u5e38\u7528\u6307\u6807\uff09\u65b9\u9762\u5df2\u7ecf\u5b9e\u73b0\u4e86\u7ea690%\u7684\u4eba\u7c7b\u5e73\u7b49\uff0c\u4f8b\u5982\u82f1\u8bed-\u5fb7\u8bed\u548c\u82f1\u8bed-\u6cd5\u8bed\u7ffb\u8bd1\u3002<\/li>\n \u57fa\u4e8e\u4eba\u5de5\u667a\u80fd\u7684\u7ffb\u8bd1\u670d\u52a1\u6b63\u5728\u901a\u8fc7\u63d0\u4f9b\u901f\u5ea6\u3001\u51c6\u786e\u6027\u548c\u6210\u672c\u6548\u76ca\u6765\u5f7b\u5e95\u6539\u53d8\u7ffb\u8bd1\u884c\u4e1a\u3002\u5b83\u5141\u8bb8\u4f01\u4e1a\u540c\u65f6\u7ffb\u8bd1\u591a\u79cd\u8bed\u8a00\uff0c\u4e3a\u4ed6\u4eec\u63d0\u4f9b\u66f4\u591a\u7684\u5185\u5bb9\uff0c\u5728\u66f4\u77ed\u7684\u65f6\u95f4\u5185\u4ee5\u66f4\u4f4e\u7684\u6210\u672c\u7ffb\u8bd1\uff0c\u8fce\u5408\u66f4\u5e7f\u6cdb\u7684\u53d7\u4f17\u3002\u7136\u800c\uff0c\u8be5\u6280\u672f\u4ecd\u5728\u52aa\u529b\u5e94\u5bf9\u6587\u5316\u5dee\u5f02\u548c\u8bed\u8a00\u521b\u9020\u529b\uff0c\u56e0\u6b64\u4e0d\u592a\u53ef\u80fd\u5b8c\u5168\u53d6\u4ee3\u4eba\u7c7b\u7ffb\u8bd1\u3002\u5c3d\u7ba1\u5982\u6b64\uff0c\u968f\u7740\u6570\u636e\u88ab\u8f93\u5165\u7b97\u6cd5\uff0c\u5b83\u6709\u671b\u6210\u4e3a\u4e00\u79cd\u66f4\u6709\u6548\u548c\u66f4\u5177\u6210\u672c\u6548\u76ca\u7684\u5168\u7403\u901a\u4fe1\u65b9\u6cd5\uff0c\u4ece\u800c\u63d0\u9ad8\u5176\u672a\u6765\u7684\u80fd\u529b\u3002<\/li>\n<\/ul>\n\u795e\u7ecf\u673a\u5668\u7ffb\u8bd1<\/h3>\n \u57fa\u4e8e\u4eba\u5de5\u667a\u80fd\u7684\u8bed\u8a00\u7ffb\u8bd1\u6700\u6709\u524d\u9014\u7684\u65b9\u9762\u4e4b\u4e00\u88ab\u79f0\u4e3a\u795e\u7ecf\u673a\u5668\u7ffb\u8bd1\uff08NMT\uff09\u3002\u795e\u7ecf\u673a\u5668\u7ffb\u8bd1\u901a\u8fc7\u5229\u7528\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u548c\u795e\u7ecf\u7f51\u7edc\u5c06\u4eba\u5de5\u667a\u80fd\u7ffb\u8bd1\u63d0\u5347\u5230\u4e00\u4e2a\u65b0\u7684\u6c34\u5e73\u3002<\/p>\n
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\u795e\u7ecf\u673a\u5668\u7ffb\u8bd1\u7684\u51fa\u73b0\u4e5f\u53ef\u4ee5\u51cf\u5c11\u5bf9\u6bcf\u4e2a\u8bed\u8a00\u5bf9\u7684\u5355\u72ec\u7ffb\u8bd1\u7684\u9700\u6c42\u3002\u4f20\u7edf\u65b9\u6cd5\u4f9d\u8d56\u4e8e\u7279\u5b9a\u7684\u4e13\u4e1a\u77e5\u8bc6\uff0c\u4f46\u5728\u540c\u65f6\u7ffb\u8bd1\u591a\u79cd\u8bed\u8a00\u65f6\u5b58\u5728\u5c40\u9650\u6027\u3002\u4ece\u672c\u8d28\u4e0a\u8bb2\uff0c\u795e\u7ecf\u673a\u5668\u7ffb\u8bd1\u6d88\u9664\u4e86\u8fd9\u4e9b\u95ee\u9898\uff0c\u540c\u65f6\u786e\u4fdd\u516c\u53f8\u6709\u6548\u5730\u63a5\u89e6\u5230\u4ed6\u4eec\u7684\u591a\u8bed\u8a00\u53d7\u4f17\u3002<\/p>\n
\u867d\u7136\u4f7f\u7528\u795e\u7ecf\u673a\u5668\u7ffb\u8bd1\u7684\u4eba\u5de5\u667a\u80fd\u7ffb\u8bd1\u6280\u672f\u7684\u8fdb\u6b65\u4ea7\u751f\u4e86\u79ef\u6781\u7684\u7ed3\u679c\uff0c\u4f46\u8bed\u8a00\u7231\u597d\u8005\u5bf9\u5b83\u5bf9\u6211\u4eec\u6240\u77e5\u7684\u667a\u529b\u7684\u5f71\u54cd\u8d8a\u6765\u8d8a\u62c5\u5fe7\u3002\u4e00\u4e9b\u4eba\u8ba4\u4e3a\uff0c\u8fc7\u5ea6\u4f9d\u8d56\u4eba\u5de5\u667a\u80fd\u76f8\u5173\u6280\u672f\u53ef\u80fd\u4f1a\u4f7f\u4eba\u7c7b\u66f4\u52a0\u4f9d\u8d56\u7ffb\u8bd1\u5de5\u5177\u548c\u81ea\u52a8\u5316\u6d41\u7a0b\uff0c\u800c\u4e0d\u662f\u81ea\u7136\u5730\u57f9\u517b\u4ed6\u4eec\u7684\u8bed\u8a00\u6280\u80fd\u3002<\/p>\n
\u5c3d\u7ba1\u8fd9\u4e9b\u8bba\u70b9\u662f\u6709\u6548\u7684\uff0c\u4f46\u6709\u8bc1\u636e\u8868\u660e\uff0c\u5c06\u4eba\u5de5\u667a\u80fd\u7ffb\u8bd1\u7eb3\u5165\u4e1a\u52a1\u8fd0\u8425\u53ef\u4ee5\u63d0\u9ad8\u6c9f\u901a\u6548\u7387\uff0c\u540c\u65f6\u4e3a\u9884\u7b97\u6709\u9650\u7684\u4f01\u4e1a\u6253\u5f00\u673a\u4f1a\u4e4b\u95e8\u3002\u5f53\u6211\u4eec\u7ee7\u7eed\u5728\u6280\u672f\u4e0a\u8fdb\u6b65\u65f6\uff0c\u6211\u4eec\u603b\u4f1a\u9047\u5230\u4e00\u4e9b\u4eba\uff0c\u4ed6\u4eec\u4ee5\u6280\u672f\u4f1a\u593a\u8d70\u6211\u4eec\u7684\u5de5\u4f5c\u4e3a\u7406\u7531\uff0c\u62b5\u5236\u65b0\u7684\u8fdb\u6b65\u3002<\/p>\n
\u56de\u987e\u8fc7\u53bb\uff0c\u4eca\u5929\u5f88\u660e\u663e\u7684\u662f\uff0c\u4eba\u5de5\u667a\u80fd\u9a71\u52a8\u7684\u7ffb\u8bd1\u63d0\u4f9b\u4e86\u53ef\u9760\u3001\u5177\u6709\u6210\u672c\u6548\u76ca\u548c\u5b9e\u65f6\u7684\u7ffb\u8bd1\uff0c\u4ece\u800c\u5b9e\u73b0\u4e86\u5e73\u7a33\u7684\u4e1a\u52a1\u8fd0\u8425\u3002\u6b64\u5916\uff0c\u8fd9\u9879\u6280\u672f\u4f7f\u4e13\u4e1a\u4eba\u58eb\u80fd\u591f\u8f7b\u677e\u5730\u4e0e\u5168\u7403\u5404\u5730\u7684\u4eba\u4eec\u8054\u7cfb\uff0c\u540c\u65f6\u63d0\u9ad8\u900f\u660e\u5ea6\u548c\u51c6\u786e\u6027\u3002<\/p>\n
\u4eba\u5de5\u667a\u80fd\u7ffb\u8bd1\u670d\u52a1\u7684\u4e3b\u8981\u53c2\u4e0e\u8005<\/h3>\n <\/figure>\n\u7531\u4e8e\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u8fdb\u6b65\uff0c\u7ffb\u8bd1\u884c\u4e1a\u7ecf\u5386\u4e86\u663e\u7740\u7684\u589e\u957f\u3002\u8be5\u884c\u4e1a\u7684\u4e3b\u8981\u53c2\u4e0e\u8005\u5bfb\u6c42\u901a\u8fc7\u5176\u4ea7\u54c1\u548c\u670d\u52a1\u63d0\u4f9b\u9ad8\u8d28\u91cf\u7684\u7ffb\u8bd1\uff0c\u4e2a\u6027\u5316\u548c\u9ad8\u6548\u7684\u591a\u8bed\u8a00\u5185\u5bb9\u672c\u5730\u5316\u3002\u4e00\u4e9b\u6d41\u884c\u7684\u4eba\u5de5\u667a\u80fd\u7ffb\u8bd1\u670d\u52a1\u63d0\u4f9b\u5546\u5305\u62ecTransPerfect\uff0cYandex Translate\uff0ciTranslate\uff0cMicrosoft Translate\u548cGoogle Translate\u3002<\/p>\n
TransPerfect\u4e3a\u5168\u7403\u4f01\u4e1a\u63d0\u4f9b\u8bed\u8a00\u670d\u52a1\u548c\u89e3\u51b3\u65b9\u6848\u3002\u8be5\u516c\u53f8\u901a\u8fc7\u5c16\u7aef\u7684\u4eba\u5de5\u667a\u80fd\u6280\u672f\u63d0\u4f9b170\u591a\u79cd\u8bed\u8a00\u7684\u7ffb\u8bd1\u670d\u52a1\uff0c\u786e\u4fdd\u51c6\u786e\u548c\u53ca\u65f6\u7684\u7ffb\u8bd1\u3002\u4ed6\u4eec\u7684\u4eba\u5de5\u667a\u80fd\u6280\u672f\u5305\u62ec\u7528\u4e13\u4e1a\u9886\u57df\u6570\u636e\u8bad\u7ec3\u7684\u673a\u5668\u7ffb\u8bd1\u5f15\u64ce\uff0c\u4e3a\u590d\u6742\u7684\u4e1a\u52a1\u9886\u57df\uff08\u5982\u6cd5\u5f8b\u6587\u4ef6\uff09\u63d0\u4f9b\u51c6\u786e\u7684\u7ffb\u8bd1\u3002<\/p>\n <\/figure>\n\u8c37\u6b4c\u7ffb\u8bd1\u662f\u8be5\u884c\u4e1a\u7684\u53e6\u4e00\u4e2a\u4e3b\u8981\u53c2\u4e0e\u8005\uff0c\u5df2\u7ecf\u4e3a\u4e16\u754c\u5404\u5730\u7684\u4e2a\u4eba\u514b\u670d\u4e86\u8bb8\u591a\u8bed\u8a00\u969c\u788d\u3002\u8fd9\u6b3e\u673a\u5668\u5b66\u4e60\u9a71\u52a8\u7684\u7ffb\u8bd1\u670d\u52a1\u80fd\u591f\u4ee5\u65e0\u4e0e\u4f26\u6bd4\u7684\u51c6\u786e\u5ea6\u7ffb\u8bd1\u591a\u8fbe109\u79cd\u8bed\u8a00\uff0c\u8003\u8651\u5230\u8bed\u8a00\u7ffb\u8bd1\u8fc7\u7a0b\u4e2d\u51fa\u73b0\u7684\u51e0\u4e4e\u4efb\u4f55\u4e0a\u4e0b\u6587\u3001\u65b9\u8a00\u6216\u7ec6\u5fae\u5dee\u522b\u3002<\/p>\n <\/figure>\nMicrosoft Translator\u65e8\u5728\u901a\u8fc7\u4f7f\u7528\u795e\u7ecf\u673a\u5668\u7ffb\u8bd1\uff08NMT\uff09\u7b49\u5148\u8fdb\u6280\u672f\u5b9e\u65f6\u63d0\u4f9b\u9ad8\u8d28\u91cf\u548c\u503c\u5f97\u4fe1\u8d56\u7684\u7ffb\u8bd1\uff0c\u5c06\u5168\u7403\u4e0d\u540c\u8bed\u8a00\u7684\u4eba\u4eec\u8054\u7cfb\u8d77\u6765\u3002\u8be5\u516c\u53f8\u8fd8\u63d0\u4f9b\u8bed\u97f3\u7ffb\u8bd1\u8f6f\u4ef6\uff0c\u53ef\u4ee5\u5c06\u8bed\u97f3\u4ece\u4e00\u79cd\u8bed\u8a00\u8f6c\u6362\u4e3a\u53e6\u4e00\u79cd\u8bed\u8a00\u3002<\/p>\n <\/figure>\nDeepL\u662f\u4e00\u79cd\u6d41\u884c\u7684\u57fa\u4e8e\u795e\u7ecf\u673a\u5668\u7ffb\u8bd1\u7684\u7ffb\u8bd1\u670d\u52a1\uff0c\u514d\u8d39\u63d0\u4f9b\u6709\u9650\u7248\u672c\uff0c\u6216\u901a\u8fc7\u8ba2\u9605\u6a21\u5f0f\u63d0\u4f9b\u66f4\u5168\u9762\u7684\u9002\u5408\u4f01\u4e1a\u7684\u7248\u672c\u3002DeepL\u7684\u4f18\u52bf\u5728\u4e8e\u5b83\u901a\u8fc7\u5728\u5305\u542b\u4e0d\u540c\u9886\u57df\u6280\u672f\u6587\u732e\u7684\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u5176\u7b97\u6cd5\u800c\u5b9e\u73b0\u7684\u975e\u51e1\u6d41\u7545\u6027\u3002<\/p>\n <\/figure>\nAppTek\u662f\u4e00\u4e2a\u4eba\u5de5\u667a\u80fd\u9a71\u52a8\u7684\u673a\u5668\u7ffb\u8bd1\u5e73\u53f0;\u5b83\u91c7\u7528\u795e\u7ecf\u7f51\u7edc\uff0c\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u67b6\u6784\uff0c\u4ee5\u4eba\u7c7b\u667a\u80fd\u4e3a\u6a21\u578b\uff0c\u65e8\u5728\u6253\u7834\u8bed\u8a00\u969c\u788d\u3002AppTek\u57fa\u4e8e\u5148\u8fdb\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff0c\u63d0\u4f9b\u8fd1\u4e4e\u4eba\u7c7b\u6c34\u5e73\u7684\u5b8c\u7f8e\u7ffb\u8bd1\uff0c\u53ef\u4ee5\u65e0\u7f1d\u5730\u5b58\u5728\u4e8e\u591a\u4e2a\u6570\u5b57\u5e73\u53f0\u4e2d\u3002<\/p>\n <\/figure>\n\u968f\u7740\u8fd9\u4e9b\u65b0\u5174\u7684\u53c2\u4e0e\u8005\u53d7\u76ca\u4e8e\u4e91\u8ba1\u7b97\u548c\u9ad8\u901f\u5904\u7406\u5668\u7b49\u6700\u5148\u8fdb\u7684\u6280\u672f\uff0c\u4eba\u5de5\u7ffb\u8bd1\u7684\u672a\u6765\u5b58\u5728\u7591\u95ee\u3002\u867d\u7136\u6709\u4e9b\u4eba\u53ef\u80fd\u4f1a\u8ba4\u4e3a\u673a\u5668\u53ef\u4ee5\u5feb\u901f\u7ffb\u8bd1\u751a\u81f3\u53d6\u4ee3\u4eba\u5de5\u7ffb\u8bd1\uff0c\u4f46\u4eba\u5de5\u8f93\u5165\u4ecd\u7136\u6709\u5f88\u5927\u7684\u7a7a\u95f4\u3002<\/p>\n
\u968f\u7740\u8fd9\u4e9b\u4e3b\u8981\u53c2\u4e0e\u8005\u4e3a\u8bed\u8a00\u7ffb\u8bd1\u884c\u4e1a\u505a\u51fa\u91cd\u5927\u8d21\u732e\uff0c\u4e86\u89e3\u4eba\u5de5\u667a\u80fd\u6280\u672f\u5982\u4f55\u63d0\u4f9b\u6bd4\u4eba\u5de5\u7ffb\u8bd1\u66f4\u597d\u7684\u670d\u52a1\u81f3\u5173\u91cd\u8981\u3002\u56e0\u6b64\uff0c\u5728\u4e0b\u9762\u7684\u90e8\u5206\u4e2d\uff0c\u8ba9\u6211\u4eec\u8ba8\u8bba\u4eba\u5de5\u667a\u80fd\u7ffb\u8bd1\u7684\u4f18\u52bf\u3002<\/p>\n
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