.<\/span><\/a><\/p>\n\u56fd\u9645\u7ffb\u8bd1\u52a8\u6001<\/p>\n
<\/p>\n\n\n<\/section>\n<\/section>\n\n\n<\/section>\n<\/section>\n<\/section>\n\n\n\nUsing AI for Translation: (When) is it Safe?<\/span><\/strong><\/p>\n\u4f7f\u7528AI\u8fdb\u884c\u7ffb\u8bd1:\u00a0\uff08\u4f55\u65f6\uff09\u5b89\u5168\uff1f<\/span><\/strong><\/p>\n\n<\/section>\n\n\n\n\n\u5bfc\u00a0 \u00a0 \u00a0 \u00a0 \u8bfb<\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n\n\n<\/section>\n\n\u81ea\u4ece\u8c37\u6b4c\u7ffb\u8bd1\u8fd9\u4e00\u65e9\u671f\u9636\u6bb5\u4ee5\u6765\uff0c\u81ea\u52a8\u5316\u7ffb\u8bd1\u5df2\u7ecf\u53d6\u5f97\u4e86\u957f\u8db3\u7684\u8fdb\u6b65\u3002\u4f46\u662f\uff0c\u4f7f\u7528\u4eba\u5de5\u667a\u80fd\u8fdb\u884c\u7ffb\u8bd1\u662f\u5426\u5b89\u5168\uff0c\u4f55\u65f6\u5b89\u5168\uff0c\u4f55\u65f6\u4e0d\u5b89\u5168\uff1f\u8ba9\u6211\u4eec\u4e00\u63a2\u7a76\u7adf\uff01<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n\n\n\n\n<\/section>\n<\/section>\n<\/section>\n\n\n\n\n\n\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n\n\n\n\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n\n\n\n\n\n\n\n\n\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n\n\n\n\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n\n\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n\n\n\n\nIf you\u2019re a\u00a0translation buyer<\/strong><\/span>, you\u2019ve probably heard a lot of buzz lately about the artificial intelligence\/machine translation (AI\/MT) boom. No question about it, automated translation has come a long way since the early days of Google Translate. But is it, or\u00a0wh<\/strong>en is it and when is it not, safe to use AI for translation?<\/strong><\/span>Let\u2019s take a look!<\/p>\n\u5982\u679c\u60a8\u662f\u7ffb\u8bd1\u4e70\u5bb6<\/strong><\/span>\uff0c\u60a8\u53ef\u80fd\u6700\u8fd1\u542c\u5230\u4e86\u5f88\u591a\u5173\u4e8e\u4eba\u5de5\u667a\u80fd\/\u673a\u5668\u7ffb\u8bd1\uff08AI\/MT\uff09\u70ed\u6f6e\u7684\u8ba8\u8bba\u3002\u6beb\u65e0\u7591\u95ee\uff0c\u81ea\u4ece\u8c37\u6b4c\u7ffb\u8bd1\u8fd9\u4e00\u65e9\u671f\u9636\u6bb5\u4ee5\u6765\uff0c\u81ea\u52a8\u5316\u7ffb\u8bd1\u5df2\u7ecf\u53d6\u5f97\u4e86\u957f\u8db3\u7684\u8fdb\u6b65\u3002\u4f46\u662f\uff0c\u4f7f\u7528\u4eba\u5de5\u667a\u80fd\u8fdb\u884c\u7ffb\u8bd1\u662f\u5426\u5b89\u5168\uff0c\u4f55\u65f6\u5b89\u5168\uff0c\u4f55\u65f6\u4e0d\u5b89\u5168\uff1f<\/strong><\/span>\u8ba9\u6211\u4eec\u4e00\u63a2\u7a76\u7adf\uff01<\/p>\n\n
When translators talk about the current iteration of AI\/MT, they often comment,\u00a0this time feels different. What\u2019s different? The fact that everyone knows about, and can easily use, the new generation of AI\/MT tools. Translators have leveraged technology for a long time, in the form of translation memory tools that\u00a0\u201crecycle\u201d terms, phrases, and sentences from old translations<\/span><\/strong>\u00a0(done either by that translator or by someone else).<\/p>\n\u5f53\u7ffb\u8bd1\u4eba\u5458\u8c08\u8bba\u5f53\u524d\u7684\u4eba\u5de5\u667a\u80fd\/\u673a\u5668\u7ffb\u8bd1\u8fed\u4ee3\u65f6\uff0c\u4ed6\u4eec\u7ecf\u5e38\u8bc4\u8bba\uff0c\u8fd9\u6b21\u611f\u89c9\u4e0d\u540c\u3002\u6709\u4ec0\u4e48\u4e0d\u540c\uff1f\u6bcf\u4e2a\u4eba\u90fd\u77e5\u6653\u5e76\u4e14\u53ef\u4ee5\u8f7b\u677e\u4f7f\u7528\u65b0\u4e00\u4ee3\u4eba\u5de5\u667a\u80fd\/\u673a\u5668\u7ffb\u8bd1\u5de5\u5177\uff0c\u8fd9\u5df2\u662f\u4e8b\u5b9e\u3002\u7ffb\u8bd1\u4eba\u5458\u957f\u671f\u4ee5\u6765\u4e00\u76f4\u5229\u7528\u6280\u672f\uff0c\u4ee5\u7ffb\u8bd1\u8bb0\u5fc6\u5de5\u5177\u7684\u5f62\u5f0f\u4ece\u65e7\u8bd1\u6587<\/span><\/strong>\uff08\u7531\u8be5\u7ffb\u8bd1\u4eba\u5458\u6216\u5176\u4ed6\u4eba\u5b8c\u6210\uff09\u4e2d\u201c\u56de\u6536\u201d\u672f\u8bed\u3001\u77ed\u8bed\u548c\u53e5\u5b50<\/span><\/strong>\u3002<\/p>\n\n
But these tools, like the software tools used by many other professions (think accountants, web designers) were fairly opaque: expensive to purchase, and not simple to learn to use. By contrast, anyone who knows how to use a website (so: anyone!)\u00a0can hop on DeepL or ChatGPT and paste in their text<\/span><\/strong>.<\/p>\n\u4f46\u662f\u8fd9\u4e9b\u5de5\u5177\uff0c\u5c31\u50cf\u8bb8\u591a\u5176\u4ed6\u804c\u4e1a\uff08\u5982\u4f1a\u8ba1\u5e08\u3001\u7f51\u9875\u8bbe\u8ba1\u5e08\uff09\u4f7f\u7528\u7684\u8f6f\u4ef6\u5de5\u5177\u4e00\u6837\uff0c\u76f8\u5f53\u6a21\u7cca\uff1a\u8d2d\u4e70\u6602\u8d35\uff0c\u4e14\u5b66\u4e60\u8d77\u6765\u5e76\u975e\u6613\u4e8b\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u4efb\u4f55\u77e5\u9053\u5982\u4f55\u4f7f\u7528\u7f51\u7ad9\u7684\u4eba\uff08\u4efb\u4f55\u4eba\uff01\uff09\u90fd\u53ef\u4ee5\u5230DeepL\u6216ChatGPT\u7c98\u8d34\u4ed6\u4eec\u7684\u6587\u672c\u3002<\/span><\/strong><\/p>\n\u00a0<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n\n\n\n<\/section>\n<\/section>\n<\/section>\n\n\n<\/section>\n<\/section>\n<\/section>\n\n\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n\n\n<\/section>\n\n\n\n<\/section>\n<\/section>\n<\/section>\n\n\nJust because you can translate with ChatGPT or other AI tools, should you?<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n\n\n\n\n\u4ec5\u4ec5\u56e0\u4e3a\u4f60\u53ef\u4ee5\u4f7f\u7528ChatGPT\u6216\u5176\u4ed6AI\u5de5\u5177\u8fdb\u884c\u7ffb\u8bd1\uff0c<\/strong><\/p>\n\u5c31\u5e94\u8be5\u8fd9\u6837\u505a\u5417\uff1f<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n\n\n
Translators love to fixate on and make fun of AI\/MT\u2019s (frequent) hilarious errors.<\/span><\/strong>\u00a0I translate from French to English, and I recently had a client ask me to review a translation in which their MT engine \u201ctranslated\u201d the name of the Swiss town \u201cAubonne\u201d as \u201cAugood.\u201d The truth is that, although AI\/MT is now quite accurate for \u201cinformation-only\u201d translations, most professional translators can identify an automated translation after reading the first couple of sentences.<\/p>\n\u7ffb\u8bd1\u4eba\u5458\u559c\u6b22\u5173\u6ce8\u5e76\u53d6\u7b11\u4eba\u5de5\u667a\u80fd\/\u673a\u5668\u7ffb\u8bd1\uff08\u9891\u7e41\u7684\uff09\u51fa\u73b0\u7684\u6ed1\u7a3d\u9519\u8bef\u3002<\/strong><\/em><\/span>\u6211\u5c06\u6cd5\u8bed\u7ffb\u8bd1\u6210\u82f1\u8bed\uff0c\u6700\u8fd1\u6709\u4e00\u4e2a\u5ba2\u6237\u5411\u6211\u54a8\u8be2\uff0c\u4ed6\u4eec\u7684\u673a\u5668\u7ffb\u8bd1\u5f15\u64ce\u5c06\u745e\u58eb\u5c0f\u9547\u201cAubonne\u201d\u7684\u540d\u5b57\u201c\u7ffb\u8bd1\u201d\u6210\u4e86\u201c<\/span>Augood<\/span>\u201d\u3002\u4e8b\u5b9e\u662f\uff0c\u5c3d\u7ba1\u4eba\u5de5\u667a\u80fd\/\u673a\u5668\u7ffb\u8bd1\u73b0\u5728\u5bf9\u4e8e\u201c\u4ec5\u4f9b\u53c2\u8003\u201d\u7684\u7ffb\u8bd1\u975e\u5e38\u51c6\u786e\uff0c\u4f46\u5927\u591a\u6570\u4e13\u4e1a\u7ffb\u8bd1\u4eba\u5458\u5728\u9605\u8bfb\u524d\u51e0\u53e5\u8bdd\u540e\u5c31\u80fd\u8bc6\u522b\u51fa\u81ea\u52a8\u7ffb\u8bd1\u3002<\/span><\/span><\/p>\n\n
Just like every human\u2019s writing style,\u00a0every AI engine has a writing style<\/span><\/strong>,\u00a0and it\u2019s easy to spot! AI has very little understanding of nuance, subtlety, humor, or any of the other aspects of really good writing; it\u2019s much faster than a human translator when it comes to \u201cFrench word=English word\u201d translations, but AI stumbles when it comes to well-crafted writing.<\/p>\n\u5c31\u50cf\u6bcf\u4e2a\u4eba\u7684\u5199\u4f5c\u98ce\u683c\u4e00\u6837\uff0c\u6bcf\u4e2a\u4eba\u5de5\u667a\u80fd\u5f15\u64ce\u90fd\u6709\u81ea\u5df1\u7684\u5199\u4f5c\u98ce\u683c<\/strong><\/em><\/span>\uff0c\u800c\u4e14\u5f88\u5bb9\u6613\u53d1\u73b0\uff01\u4eba\u5de5\u667a\u80fd\u5bf9\u7ec6\u5fae\u5dee\u522b\u3001\u5fae\u5999\u4e4b\u5904\u3001\u5e7d\u9ed8\u6216\u4efb\u4f55\u5176\u4ed6\u771f\u6b63\u4f18\u79c0\u5199\u4f5c\u7684\u65b9\u9762\u7406\u89e3\u751a\u5c11\uff1b\u5728\u201c\u6cd5\u8bed\u5355\u8bcd=\u82f1\u8bed\u5355\u8bcd\u201d\u7ffb\u8bd1\u65b9\u9762\uff0c\u4eba\u5de5\u667a\u80fd\u6bd4\u4eba\u5de5\u7ffb\u8bd1\u5feb\u5f97\u591a\uff0c\u4f46\u5728\u6d89\u53ca\u7cbe\u5fc3\u5236\u4f5c\u7684\u5199\u4f5c\u65f6\uff0c\u4eba\u5de5\u667a\u80fd\u5374\u6b65\u5c65\u8e52\u8dda\u3002<\/p>\n\n
Here\u2019s the real question:is MT or AI-powered translation the right fit for your work?<\/span><\/strong>If you just want to know what something says in your language, or if you\u2019re just trying to convey factual information in another language that machine translation engines handle well (don\u2019t try this with less common languages!), AI\/MT with a human reviewer can be a great option.<\/p>\n\u771f\u6b63\u7684\u95ee\u9898\u662f\uff1a\u673a\u5668\u7ffb\u8bd1\u8fd8\u662f\u4eba\u5de5\u667a\u80fd\u7ffb\u8bd1\u662f\u5426\u9002\u5408\u4f60\u7684\u5de5\u4f5c\uff1f<\/strong><\/em><\/span>\u5982\u679c\u4f60\u53ea\u662f\u60f3\u77e5\u9053\u67d0\u79cd\u8bed\u8a00\u4e2d\u7684\u4fe1\u606f\uff0c\u6216\u8005\u662f\u60f3\u7528\u673a\u5668\u7ffb\u8bd1\u5f15\u64ce\u53ef\u4ee5\u5f88\u597d\u5904\u7406\u7684\u53e6\u4e00\u79cd\u8bed\u8a00\u4f20\u8fbe\u4e8b\u5b9e\u4fe1\u606f\uff08\u8bf7\u52ff\u5c1d\u8bd5\u4f7f\u7528\u8f83\u5c11\u4f7f\u7528\u7684\u8bed\u8a00\uff01\uff09\uff0cAI\/MT\u4e0e\u4eba\u5de5\u5ba1\u9605\u76f8\u7ed3\u5408\u65e0\u7591\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u9009\u62e9\u3002<\/p>\n\n
A fast human translator can translate about 3,000 words in a typical workday. ChatGPT can do that while you grab a coffee, and \u201cfree\u201d is obviously everyone\u2019s favorite price. If you\u2019re just trying to understand the basic terms of a contract, or if you want to write a quick, non-mission-critical e-mail,\u00a0machine or AI language translation\u00a0 can save a lot of time and money.<\/span><\/strong><\/p>\n\u4e00\u540d\u5feb\u901f\u7684\u4eba\u5de5\u7ffb\u8bd1\u5728\u4e00\u4e2a\u5178\u578b\u5de5\u4f5c\u65e5\u53ef\u4ee5\u7ffb\u8bd1\u5927\u7ea63000\u4e2a\u5355\u8bcd\u3002ChatGPT \u53ef\u4ee5\u5728\u4f60\u559d\u5496\u5561\u7684\u65f6\u5019\u5b8c\u6210\u8fd9\u9879\u5de5\u4f5c\uff0c\u800c\u4e14\u201c\u514d\u8d39\u201d\u663e\u7136\u662f\u6bcf\u4e2a\u4eba\u6700\u559c\u6b22\u7684\u4ef7\u683c\u3002\u5982\u679c\u60a8\u53ea\u662f\u60f3\u4e86\u89e3\u5408\u540c\u7684\u57fa\u672c\u6761\u6b3e\uff0c\u6216\u8005\u60f3\u5199\u4e00\u5c01\u5feb\u901f\u3001\u975e\u5173\u952e\u4efb\u52a1\u7684\u7535\u5b50\u90ae\u4ef6\uff0c\u673a\u5668\u6216\u4eba\u5de5\u667a\u80fd\u8bed\u8a00\u7ffb\u8bd1\u53ef\u4ee5\u8282\u7701\u5927\u91cf\u65f6\u95f4\u548c\u91d1\u94b1\u3002<\/strong><\/span><\/em><\/span><\/p>\n\n<\/section>\n\n\n\n<\/section>\n<\/section>\n<\/section>\n\n\n<\/section>\n<\/section>\n<\/section>\n\n\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n\n\nAt the same time, I\u2019m seeing an increasing number of translation clients who come to me, asking,\u00a0\u201cYou don\u2019t use automated translation software, do you??\u201d\u00a0They ask this for a few reasons:<\/span><\/strong><\/p>\n\u4e0e\u6b64\u540c\u65f6\uff0c\u6211\u770b\u5230\u8d8a\u6765\u8d8a\u591a\u7684\u7ffb\u8bd1\u5ba2\u6237\u6765\u627e\u6211\uff0c\u95ee\u9053\uff0c\u201c\u4f60\u4e0d\u7528\u81ea\u52a8\u7ffb\u8bd1\u8f6f\u4ef6\u5427\uff1f\u201d\u4ed6\u4eec\u63d0\u51fa\u8fd9\u6837\u7684\u8981\u6c42\uff0c\u539f\u56e0\u5728\u4e8e\u4ee5\u4e0b\u51e0\u70b9\uff1a<\/em><\/span><\/p>\n<\/section>\n<\/section>\n\n\n\n\n\n\n\n\n\n\n01<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n\n\n\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n\n\n\n\n\nThey\u2019re afraid,\u00a0probably correctly, that confidential documents uploaded to an online AI\/MT system may end up on the AI provider\u2019s servers.\u00a0<\/strong><\/p>\n\u4ed6\u4eec\u5bb3\u6015\uff0c\u53ef\u80fd\u662f\u6b63\u786e\u7684\uff0c\u673a\u5bc6\u6587\u4ef6\u4e0a\u4f20\u5230\u5728\u7ebfAI\/MT\u7cfb\u7edf\u53ef\u80fd\u4f1a\u6700\u7ec8\u51fa\u73b0\u5728AI\u63d0\u4f9b\u5546\u7684\u670d\u52a1\u5668\u4e0a\u3002<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n\n\n
I know that the paid versions of most MT engines promise not to do this, but I still think that clients worry about it, particularly in certain sectors.\u00a0I translate for a couple of international family law firms,\u00a0and here we\u2019re talking about evidence documents that contain people\u2019s most personal information: the details of why their kids were taken away, transcripts of phone calls between them and their abusive ex-spouse, the details of their investment portfolio and how it might be divided in a divorce, etc. etc.\u00a0Those clients want as few eyes as possible on their documents.<\/span><\/strong><\/p>\n\u6211\u77e5\u9053\u5927\u591a\u6570\u673a\u5668\u7ffb\u8bd1\u5f15\u64ce\u7684\u4ed8\u8d39\u7248\u672c\u627f\u8bfa\u4e0d\u4f1a\u8fd9\u6837\u505a\uff0c\u4f46\u6211\u4ecd\u7136\u8ba4\u4e3a\u5ba2\u6237\u4f1a\u62c5\u5fc3\uff0c\u7279\u522b\u662f\u5728\u67d0\u4e9b\u7279\u5b9a\u9886\u57df\u3002\u6211\u4e3a\u51e0\u5bb6\u56fd\u9645\u5bb6\u5ead\u5f8b\u5e08\u4e8b\u52a1\u6240\u7ffb\u8bd1\u6587\u4ef6\uff0c\u5728\u8fd9\u91cc\u6211\u4eec\u8c08\u8bba\u7684\u662f\u5305\u542b\u4eba\u4eec\u6700\u79c1\u4eba\u4fe1\u606f\u7684\u8bc1\u636e\u6587\u4ef6\uff1a\u5b69\u5b50\u4eec\u88ab\u5e26\u8d70\u7684\u5177\u4f53\u7ec6\u8282\uff0c\u4ed6\u4eec\u4e0e\u8650\u5f85\u524d\u914d\u5076\u4e4b\u95f4\u7684\u7535\u8bdd\u8bb0\u5f55\uff0c\u4ed6\u4eec\u7684\u6295\u8d44\u7ec4\u5408\u7684\u7ec6\u8282\u4ee5\u53ca\u5728\u79bb\u5a5a\u4e2d\u5982\u4f55\u5206\u5272\u7b49\u3002\u90a3\u4e9b\u5ba2\u6237\u5e0c\u671b\u5c3d\u53ef\u80fd\u5c11\u7684\u4eba\u770b\u5230\u4ed6\u4eec\u7684\u6587\u4ef6\u3002<\/em><\/span><\/p>\n<\/section>\n\n\n\n\n\n\n\n\n\n\n02<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n\n\n\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n\n\n\n\n\nThey, too, are word people.\u00a0<\/strong><\/p>\n\u4ed6\u4eec\u4e5f\u662f\u6587\u5b57\u5de5\u4f5c\u8005\u3002<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n\n\n
The best and the worst thing about translating with ChatGPT, DeepL, etc. is that an AI\/MT tool doesn\u2019t spend half an hour thinking about the difference between three potential article headlines. DeepL doesn\u2019t lie awake at night pondering the difference between the words \u201cinquire\u201d and \u201cdelve into,\u201d or the difference between \u201cprofits rose significantly\u201d and \u201cprofits skyrocketed.\u201d When your business wants to inspire an emotional response in a reader; persuade or convince someone; when your business\u2019 reputation or legal risk are on the line,\u00a0you really want a specialized human translator on the job.\u00a0<\/strong><\/span><\/p>\n\u4f7f\u7528ChatGPT\u3001DeepL\u7b49\u8fdb\u884c\u7ffb\u8bd1\u6700\u597d\u7684\u548c\u6700\u7cdf\u7cd5\u7684\u4e8b\u60c5\u662f\uff0c\u4eba\u5de5\u667a\u80fd\/\u673a\u5668\u7ffb\u8bd1\u5de5\u5177\u4e0d\u4f1a\u82b1\u534a\u4e2a\u5c0f\u65f6\u601d\u8003\u4e09\u4e2a\u6f5c\u5728\u6587\u7ae0\u6807\u9898\u4e4b\u95f4\u7684\u533a\u522b\u3002DeepL\u4e0d\u4f1a\u5728\u591c\u665a\u8f97\u8f6c\u53cd\u4fa7\uff0c\u601d\u8003\u201c\u8be2\u95ee\u201d\u548c\u201c\u6df1\u5165\u7814\u7a76\u201d\u4e4b\u95f4\u7684\u533a\u522b\uff0c\u4e5f\u4e0d\u4f1a\u601d\u8003\u201c\u5229\u6da6\u663e\u8457\u4e0a\u5347\u201d\u548c\u201c\u5229\u6da6\u98d9\u5347\u201d\u4e4b\u95f4\u7684\u533a\u522b\u3002\u5f53\u60a8\u7684\u4f01\u4e1a\u5e0c\u671b\u6fc0\u53d1\u8bfb\u8005\u7684\u60c5\u611f\u53cd\u5e94\uff1b\u8bf4\u670d\u6216\u529d\u670d\u67d0\u4eba\uff1b\u5f53\u60a8\u7684\u4f01\u4e1a\u58f0\u8a89\u6216\u6cd5\u5f8b\u98ce\u9669\u5904\u4e8e\u5371\u9669\u4e4b\u4e2d\u65f6\uff0c\u60a8\u771f\u6b63\u9700\u8981\u7684\u662f\u4e00\u4f4d\u4e13\u4e1a\u7684\u8bd1\u5458\u6765\u5b8c\u6210\u8fd9\u9879\u5de5\u4f5c\u3002<\/em><\/span><\/p>\n\n<\/section>\n