{"id":16323,"date":"2026-08-10T20:09:26","date_gmt":"2026-08-10T10:09:26","guid":{"rendered":"https:\/\/geoffreychen.com\/why-human-review-still-misses-ai-errors\/"},"modified":"2026-08-10T20:09:26","modified_gmt":"2026-08-10T10:09:26","slug":"why-human-review-still-misses-ai-errors","status":"publish","type":"post","link":"https:\/\/geoffreychen.com\/zh\/why-human-review-still-misses-ai-errors\/","title":{"rendered":"\u4eba\u5de5\u5ba1\u6838AI\u8f93\u51fa\uff0c\u4e3a\u4ec0\u4e48\u4ecd\u7136\u53ef\u80fd\u6f0f\u6389\u9519\u8bef\uff1f \/ Why Does Human Review Still Miss AI Errors?"},"content":{"rendered":"<\/p>\n<p><strong>\u7b80\u77ed\u7b54\u6848<\/strong><\/p>\n<p>\u56e0\u4e3a\u201c\u6709\u4eba\u770b\u8fc7\u201d\u5e76\u4e0d\u7b49\u4e8e\u5b8c\u6210\u4e86\u72ec\u7acb\u3001\u5145\u5206\u4e14\u6709\u80fd\u529b\u7684\u9a8c\u8bc1\u3002\u5ba1\u6838\u8005\u53ef\u80fd\u88abAI\u6d41\u7545\u7684\u8868\u8fbe\u951a\u5b9a\uff0c\u7f3a\u5c11\u539f\u59cb\u8d44\u6599\u548c\u4e13\u4e1a\u77e5\u8bc6\uff0c\u5728\u65f6\u95f4\u538b\u529b\u4e0b\u53ea\u68c0\u67e5\u8868\u9762\uff0c\u4e5f\u53ef\u80fd\u9ed8\u8ba4\u7cfb\u7edf\u901a\u5e38\u6b63\u786e\u3002\u6709\u6548\u5ba1\u6838\u5fc5\u987b\u6539\u53d8\u5de5\u4f5c\u8bbe\u8ba1\uff1a\u5148\u660e\u786e\u8981\u9a8c\u8bc1\u7684\u4e3b\u5f20\uff0c\u80fd\u770b\u5230\u72ec\u7acb\u8bc1\u636e\uff0c\u6709\u6743\u9650\u62d2\u7edd\u8f93\u51fa\uff0c\u5e76\u7528\u62bd\u6837\u3001\u590d\u6838\u548c\u9519\u8bef\u8bb0\u5f55\u68c0\u9a8c\u5ba1\u6838\u672c\u8eab\u3002<\/p>\n<p><strong>\u4eba\u5de5\u5ba1\u6838\u4e0d\u662f\u4e00\u4e2a\u63a7\u5236\u63aa\u65bd\uff0c\u800c\u662f\u4e00\u6574\u5957\u6761\u4ef6<\/strong><\/p>\n<p>\u8bb8\u591a\u6d41\u7a0b\u628a\u201chuman in the loop\u201d\u5199\u8fdb\u98ce\u9669\u8868\uff0c\u4eff\u4f5b\u52a0\u4e00\u4e2a\u786e\u8ba4\u6309\u94ae\u5c31\u5b8c\u6210\u6cbb\u7406\u3002\u4f46\u771f\u6b63\u7684\u95ee\u9898\u81f3\u5c11\u5305\u62ec\uff1a\u8c01\u5ba1\u6838\u3001\u5ba1\u6838\u4ec0\u4e48\u3001\u4f9d\u636e\u4ec0\u4e48\u3001\u82b1\u591a\u5c11\u65f6\u95f4\u3001\u662f\u5426\u627f\u62c5\u7ed3\u679c\u8d23\u4efb\u3001\u80fd\u5426\u63a8\u7ffbAI\uff0c\u4ee5\u53ca\u53d1\u73b0\u9519\u8bef\u540e\u4f1a\u53d1\u751f\u4ec0\u4e48\u3002<\/p>\n<p>\u5982\u679c\u5ba1\u6838\u8005\u53ea\u770b\u5230\u6a21\u578b\u6458\u8981\uff0c\u770b\u4e0d\u5230\u5408\u540c\u3001\u75c5\u5386\u3001\u6570\u636e\u8868\u6216\u4f1a\u8bae\u5f55\u97f3\uff0c\u4ed6\u4eec\u53ea\u80fd\u5224\u65ad\u6587\u5b57\u662f\u5426\u50cf\u7b54\u6848\uff0c\u4e0d\u80fd\u5224\u65ad\u7b54\u6848\u662f\u5426\u771f\u5b9e\u3002\u5982\u679c\u4ed6\u4eec\u6bcf\u5929\u5fc5\u987b\u5904\u7406\u6570\u767e\u9879\uff0c\u7ee9\u6548\u53c8\u6309\u901f\u5ea6\u8ba1\u7b97\uff0c\u6700\u7406\u6027\u7684\u884c\u4e3a\u53ef\u80fd\u5c31\u662f\u5feb\u901f\u63a5\u53d7\u3002\u4e8e\u662f\u4eba\u5de5\u73af\u8282\u6210\u4e3a\u7cfb\u7edf\u7684\u8d23\u4efb\u88c5\u9970\uff0c\u800c\u4e0d\u662f\u72ec\u7acb\u9632\u7ebf\u3002<\/p>\n<p>NIST\u5728AI\u98ce\u9669\u7ba1\u7406\u8d44\u6599\u4e2d\u628a\u81ea\u52a8\u5316\u504f\u8bef\u3001\u8fc7\u5ea6\u4f9d\u8d56\u4ee5\u53ca\u4eba\u4e0e\u7cfb\u7edf\u804c\u8d23\u4e0d\u6e05\u5217\u4e3a\u9700\u8981\u7ba1\u7406\u7684\u4eba\u673a\u4ea4\u4e92\u98ce\u9669\u3002\u8fd9\u610f\u5473\u7740\u5ba1\u6838\u8d28\u91cf\u5fc5\u987b\u88ab\u8bbe\u8ba1\u548c\u6d4b\u91cf\uff0c\u4e0d\u80fd\u7531\u201c\u6700\u7ec8\u6709\u4eba\u70b9\u8fc7\u201d\u6765\u63a8\u5b9a\u3002<a href=\"https:\/\/airc.nist.gov\/airmf-resources\/airmf\/appendices\/app-c-ai-risk-management-and-human-ai-interaction\/\" target=\"_blank\" rel=\"noopener\">NIST AI RMF: Human-AI Interaction<\/a><\/p>\n<p><strong>\u6d41\u7545\u8868\u8fbe\u4f1a\u628a\u201c\u5bb9\u6613\u9605\u8bfb\u201d\u4f2a\u88c5\u6210\u201c\u5bb9\u6613\u9a8c\u8bc1\u201d<\/strong><\/p>\n<p>\u751f\u6210\u5f0fAI\u5584\u4e8e\u63d0\u4f9b\u7ed3\u6784\u5b8c\u6574\u3001\u8bed\u6c14\u80af\u5b9a\u7684\u6587\u5b57\u3002\u6807\u9898\u3001\u7f16\u53f7\u548c\u4e13\u4e1a\u8bcd\u6c47\u964d\u4f4e\u9605\u8bfb\u963b\u529b\uff0c\u4e5f\u53ef\u80fd\u964d\u4f4e\u8b66\u89c9\u3002\u4e00\u4e2a\u9519\u8bef\u82e5\u5939\u5728\u5927\u91cf\u6b63\u786e\u80cc\u666f\u4e2d\uff0c\u6bd4\u660e\u663e\u80e1\u8a00\u4e71\u8bed\u66f4\u96be\u53d1\u73b0\uff1b\u4e00\u4e2a\u4e0d\u5b58\u5728\u7684\u5224\u4f8b\u82e5\u7b26\u5408\u5e38\u89c1\u547d\u540d\u65b9\u5f0f\uff0c\u770b\u8d77\u6765\u4e5f\u6bd4\u964c\u751f\u4e8b\u5b9e\u66f4\u53ef\u4fe1\u3002<\/p>\n<p>\u5ba1\u6838\u8005\u5e38\u56de\u7b54\u4e86\u9519\u8bef\u7684\u95ee\u9898\uff1a\u201c\u8fd9\u6bb5\u8bdd\u662f\u5426\u5408\u7406\uff1f\u201d\u800c\u771f\u6b63\u9700\u8981\u56de\u7b54\u7684\u662f\uff1a\u201c\u8fd9\u91cc\u6bcf\u4e2a\u5f71\u54cd\u51b3\u5b9a\u7684\u4e3b\u5f20\uff0c\u662f\u5426\u88ab\u72ec\u7acb\u8bc1\u636e\u652f\u6301\uff1f\u201d\u5408\u7406\u6027\u68c0\u67e5\u53ea\u80fd\u53d1\u73b0\u77db\u76fe\u548c\u8352\u8c2c\uff0c\u65e0\u6cd5\u53d1\u73b0\u770b\u4f3c\u5408\u7406\u7684\u865a\u6784\u65e5\u671f\u3001\u9519\u4f4d\u6570\u5b57\u6216\u88ab\u5220\u53bb\u7684\u4f8b\u5916\u3002<\/p>\n<p>\u56e0\u6b64\u5e94\u628a\u8f93\u51fa\u62c6\u6210\u53ef\u9a8c\u8bc1\u5bf9\u8c61\uff1a\u4e8b\u5b9e\u3001\u8ba1\u7b97\u3001\u5f15\u7528\u3001\u63a8\u8bba\u548c\u5efa\u8bae\u3002\u5148\u67e5\u4f1a\u6539\u53d8\u7ed3\u8bba\u7684\u4e8b\u5b9e\u548c\u6570\u5b57\uff0c\u518d\u68c0\u67e5\u6765\u6e90\u662f\u5426\u771f\u7684\u652f\u6301\u76f8\u90bb\u4e3b\u5f20\uff0c\u6700\u540e\u8bc4\u4f30\u5efa\u8bae\u662f\u5426\u9002\u5408\u5177\u4f53\u60c5\u5883\u3002\u4e0d\u80fd\u7528\u4e00\u6b21\u4ece\u5934\u8bfb\u5230\u5c3e\u4ee3\u66ff\u8fd9\u4e9b\u4e0d\u540c\u6d4b\u8bd5\u3002<\/p>\n<p><strong>\u7b2c\u4e00\u4e2a\u7b54\u6848\u4f1a\u951a\u5b9a\u540e\u9762\u7684\u5224\u65ad<\/strong><\/p>\n<p>\u5982\u679c\u4eba\u5148\u770b\u5230AI\u7ed3\u8bba\uff0c\u518d\u53bb\u8bfb\u8bc1\u636e\uff0c\u641c\u7d22\u5f80\u5f80\u56f4\u7ed5\u201c\u8bc1\u660e\u6216\u5fae\u8c03\u8fd9\u4e2a\u7ed3\u8bba\u201d\u5c55\u5f00\u3002\u5ba1\u6838\u8005\u53ef\u80fd\u53ea\u6ce8\u610f\u652f\u6301\u6750\u6599\uff0c\u628a\u51b2\u7a81\u4fe1\u606f\u89e3\u91ca\u4e3a\u4f8b\u5916\u3002\u8fd9\u4e0d\u662f\u4e2a\u4eba\u61d2\u60f0\uff0c\u800c\u662f\u5de5\u4f5c\u987a\u5e8f\u5236\u9020\u7684\u8ba4\u77e5\u951a\u70b9\u3002<\/p>\n<p>\u5728\u91cd\u8981\u5224\u65ad\u4e2d\uff0c\u53ef\u4ee5\u8ba9\u5ba1\u6838\u8005\u5148\u6839\u636e\u539f\u59cb\u6750\u6599\u5f62\u6210\u7b80\u77ed\u521d\u6b65\u5224\u65ad\uff0c\u518d\u663e\u793aAI\u5efa\u8bae\uff1b\u6216\u8ba9\u4e00\u4e2a\u4eba\u51c6\u5907AI\u8f85\u52a9\u8349\u7a3f\uff0c\u53e6\u4e00\u4e2a\u6ca1\u6709\u770b\u5230\u6a21\u578b\u7f6e\u4fe1\u8bed\u6c14\u7684\u4eba\u8fdb\u884c\u5173\u952e\u590d\u6838\u3002\u62db\u8058\u60c5\u5883\u7684\u4e00\u9879\u5b9e\u9a8c\u7814\u7a76\u53d1\u73b0\uff0c\u5373\u4f7f\u4eba\u7c7b\u53c2\u4e0e\uff0c\u9519\u8bef\u7b97\u6cd5\u5efa\u8bae\u4ecd\u4f1a\u5f71\u54cd\u5224\u65ad\uff0c\u663e\u793a\u201c\u4fdd\u7559\u4eba\u5de5\u201d\u672c\u8eab\u4e0d\u80fd\u6d88\u9664\u81ea\u52a8\u5316\u504f\u8bef\u3002<a href=\"https:\/\/pmc.ncbi.nlm.nih.gov\/articles\/PMC10113449\/\" target=\"_blank\" rel=\"noopener\">Automation bias in AI-assisted recruitment study<\/a><\/p>\n<p>\u76f2\u5ba1\u4e0d\u5fc5\u5e94\u7528\u4e8e\u6240\u6709\u5185\u5bb9\u3002\u5b83\u9002\u5408\u9ad8\u5f71\u54cd\u7ed3\u8bba\u3001\u4e89\u8bae\u6848\u4ef6\u548c\u8d28\u91cf\u62bd\u6837\u3002\u76ee\u6807\u662f\u4fdd\u7559\u4e00\u6761\u4e0d\u88ab\u540c\u4e00\u521d\u59cb\u7b54\u6848\u652f\u914d\u7684\u5224\u65ad\u8def\u5f84\u3002<\/p>\n<p><strong>\u5ba1\u6838\u8005\u53ef\u80fd\u6ca1\u6709\u6a21\u578b\u6240\u7f3a\u5c11\u7684\u77e5\u8bc6<\/strong><\/p>\n<p>\u8ba9\u975e\u4e13\u4e1a\u4eba\u5458\u5ba1\u6838\u4e13\u4e1a\u8f93\u51fa\uff0c\u53ea\u662f\u628a\u672a\u77e5\u4ece\u6a21\u578b\u8f6c\u79fb\u7ed9\u4eba\u3002\u666e\u901a\u5458\u5de5\u65e0\u6cd5\u53ef\u9760\u786e\u8ba4\u590d\u6742\u7a0e\u52a1\u7ed3\u8bba\uff0c\u5de5\u7a0b\u5e08\u4e5f\u672a\u5fc5\u80fd\u5224\u65ad\u9690\u79c1\u544a\u77e5\u662f\u5426\u6ee1\u8db3\u6cd5\u5f8b\u8981\u6c42\u3002AI\u7ed9\u51fa\u7684\u89e3\u91ca\u8fd8\u53ef\u80fd\u8ba9\u4e0d\u719f\u6089\u9886\u57df\u7684\u4eba\u4ea7\u751f\u201c\u6211\u5df2\u7ecf\u7406\u89e3\u201d\u7684\u9519\u89c9\u3002<\/p>\n<p>\u4efb\u52a1\u5206\u914d\u5e94\u8bb0\u5f55\u6700\u4f4e\u5ba1\u6838\u80fd\u529b\u3002\u68c0\u67e5\u683c\u5f0f\u3001\u62fc\u5199\u548c\u662f\u5426\u5305\u542b\u5fc5\u9700\u680f\u76ee\u53ef\u4ee5\u7531\u53d7\u8fc7\u6d41\u7a0b\u57f9\u8bad\u7684\u4eba\u5b8c\u6210\uff1b\u5224\u65ad\u533b\u5b66\u98ce\u9669\u3001\u6cd5\u5f8b\u4e49\u52a1\u3001\u5b89\u5168\u6781\u9650\u6216\u7edf\u8ba1\u65b9\u6cd5\uff0c\u9700\u8981\u76f8\u5e94\u4e13\u4e1a\u80fd\u529b\u3002\u627e\u4e0d\u5230\u5408\u683c\u5ba1\u6838\u8005\u65f6\uff0c\u5e94\u7f29\u5c0fAI\u4efb\u52a1\uff0c\u4e0d\u5e94\u6269\u5927\u666e\u901a\u5ba1\u6838\u8005\u7684\u540d\u4e49\u8d23\u4efb\u3002<\/p>\n<p>\u4e13\u4e1a\u4eba\u58eb\u540c\u6837\u9700\u8981\u5de5\u5177\u548c\u65f6\u95f4\u3002\u4e13\u4e1a\u8d44\u683c\u4e0d\u4f1a\u81ea\u52a8\u63d0\u4f9b\u6587\u4ef6\u7684\u6700\u65b0\u7248\u672c\u3001\u5b8c\u6574\u6570\u636e\u6216\u8ba1\u7b97\u73af\u5883\u3002\u5ba1\u6838\u8bbe\u8ba1\u5fc5\u987b\u540c\u65f6\u63d0\u4f9b\u80fd\u529b\u3001\u8bc1\u636e\u548c\u53ef\u64cd\u4f5c\u6761\u4ef6\u3002<\/p>\n<p><strong>\u539f\u59cb\u8d44\u6599\u4e0d\u53ef\u89c1\u65f6\uff0c\u5ba1\u6838\u53ea\u80fd\u505c\u7559\u5728\u8868\u9762<\/strong><\/p>\n<p>AI\u6458\u8981\u7ecf\u5e38\u5220\u9664\u9650\u5b9a\u8bed\u3001\u5c11\u6570\u610f\u89c1\u3001\u811a\u6ce8\u548c\u65f6\u95f4\u8303\u56f4\u3002\u82e5\u5ba1\u6838\u754c\u9762\u53ea\u5c55\u793a\u6458\u8981\uff0c\u5ba1\u6838\u8005\u751a\u81f3\u4e0d\u77e5\u9053\u6709\u4ec0\u4e48\u88ab\u5220\u53bb\u3002\u5f15\u7528\u94fe\u63a5\u82e5\u6ca1\u6709\u7cbe\u786e\u5b9a\u4f4d\uff0c\u6253\u5f00\u4e00\u4e2a\u5f88\u957f\u7684PDF\u4e5f\u4e0d\u4ee3\u8868\u5b8c\u6210\u6838\u5b9e\u3002<\/p>\n<p>\u8f83\u597d\u7684\u754c\u9762\u628a\u6bcf\u4e2a\u5173\u952e\u4e3b\u5f20\u8fde\u5230\u539f\u6587\u6bb5\u843d\u3001\u6570\u636e\u884c\u6216\u65f6\u95f4\u6233\uff0c\u5e76\u663e\u793a\u6a21\u578b\u6ca1\u6709\u8bfb\u5230\u7684\u9644\u4ef6\u548c\u89e3\u6790\u5931\u8d25\u3002\u5bf9\u4e8e\u8ba1\u7b97\uff0c\u4fdd\u7559\u8f93\u5165\u3001\u516c\u5f0f\u548c\u5355\u4f4d\uff1b\u5bf9\u4e8e\u7ffb\u8bd1\uff0c\u663e\u793a\u539f\u53e5\u4e0e\u8bd1\u6587\uff1b\u5bf9\u4e8e\u6587\u4ef6\u6bd4\u8f83\uff0c\u663e\u793a\u5177\u4f53\u589e\u5220\uff0c\u800c\u4e0d\u662f\u53ea\u7ed9\u53d8\u5316\u603b\u7ed3\u3002<\/p>\n<p>\u8bc1\u636e\u5fc5\u987b\u72ec\u7acb\u4e8e\u88ab\u68c0\u67e5\u8f93\u51fa\u3002\u540c\u4e00\u4e2a\u6a21\u578b\u751f\u6210\u7b54\u6848\u3001\u751f\u6210\u201c\u6765\u6e90\u6458\u8981\u201d\u5e76\u5224\u65ad\u81ea\u5df1\u6b63\u786e\uff0c\u4e0d\u6784\u6210\u4e09\u5c42\u9a8c\u8bc1\uff0c\u53ea\u662f\u540c\u4e00\u9519\u8bef\u7ecf\u8fc7\u4e09\u79cd\u8868\u8ff0\u3002<\/p>\n<p><strong>\u65f6\u95f4\u538b\u529b\u4f1a\u628a\u5ba1\u6838\u53d8\u6210\u63a5\u53d7\u7387\u6307\u6807<\/strong><\/p>\n<p>\u5047\u8bbe\u6bcf\u9879\u8f93\u51fa\u9700\u8981\u4e94\u5206\u949f\u8ba4\u771f\u9a8c\u8bc1\uff0c\u800c\u7cfb\u7edf\u6bcf\u5c0f\u65f6\u4ea7\u751f\u4e00\u767e\u9879\u3002\u65e0\u8bba\u57f9\u8bad\u591a\u597d\uff0c\u5355\u4e2a\u5ba1\u6838\u8005\u90fd\u4e0d\u53ef\u80fd\u5c65\u884c\u8981\u6c42\u3002\u6b64\u65f6\u95ee\u9898\u4e0d\u662f\u63d0\u9192\u4ed6\u4eec\u66f4\u4ed4\u7ec6\uff0c\u800c\u662f\u4ea7\u91cf\u4e0e\u9a8c\u8bc1\u5bb9\u91cf\u4e0d\u5339\u914d\u3002<\/p>\n<p>\u5e94\u5728\u90e8\u7f72\u524d\u6d4b\u91cf\u771f\u5b9e\u5ba1\u6838\u65f6\u95f4\uff0c\u5305\u62ec\u6253\u5f00\u6765\u6e90\u3001\u5904\u7406\u51b2\u7a81\u3001\u8bb0\u5f55\u7406\u7531\u548c\u5347\u7ea7\u7591\u96be\u9879\u3002\u82e5\u541e\u5410\u91cf\u8d85\u8fc7\u5bb9\u91cf\uff0c\u53ef\u4ee5\u51cf\u5c11\u81ea\u52a8\u751f\u6210\u3001\u53ea\u81ea\u52a8\u5904\u7406\u660e\u786e\u7684\u4f4e\u98ce\u9669\u60c5\u51b5\u3001\u6309\u98ce\u9669\u6392\u5e8f\u3001\u589e\u52a0\u590d\u6838\u8d44\u6e90\u6216\u964d\u4f4e\u670d\u52a1\u901f\u5ea6\u3002\u4e0d\u80fd\u628a\u65e0\u6cd5\u5b8c\u6210\u7684\u5de5\u4f5c\u5b9a\u4e49\u6210\u201c\u4eba\u5de5\u76d1\u7763\u201d\u3002<\/p>\n<p>\u8fd8\u5e94\u89c2\u5bdf\u5f02\u5e38\u9ad8\u7684\u63a5\u53d7\u7387\u3002\u63a5\u53d7\u7387\u9ad8\u53ef\u80fd\u8bf4\u660e\u7cfb\u7edf\u4f18\u79c0\uff0c\u4e5f\u53ef\u80fd\u8bf4\u660e\u5ba1\u6838\u8005\u75b2\u52b3\u3001\u6ca1\u6709\u5426\u51b3\u6743\u9650\u6216\u8ba4\u4e3a\u5426\u51b3\u4f1a\u53d7\u5904\u7f5a\u3002\u9700\u8981\u7ed3\u5408\u76f2\u6d4b\u9519\u8bef\u3001\u4fee\u6539\u7c7b\u578b\u3001\u590d\u6838\u5206\u6b67\u548c\u4e8b\u540e\u4e8b\u4ef6\u5224\u65ad\u3002<\/p>\n<p><strong>\u5ba1\u6838AI\u8f93\u51fa\u53ef\u80fd\u8ba9\u539f\u672c\u6b63\u786e\u7684\u4eba\u6539\u9519<\/strong><\/p>\n<p>\u4eba\u673a\u7ec4\u5408\u5e76\u4e0d\u5929\u7136\u4f18\u4e8e\u4efb\u4e00\u65b9\u3002\u5982\u679c\u4eba\u6b63\u786e\u800cAI\u9519\u8bef\uff0c\u4eba\u53ef\u80fd\u56e0\u4e3a\u6a21\u578b\u7684\u786e\u5b9a\u8bed\u6c14\u653e\u5f03\u539f\u5224\u65ad\uff1b\u5982\u679c\u4eba\u548cAI\u5171\u4eab\u76f8\u540c\u7684\u9519\u8bef\u8d44\u6599\uff0c\u4ed6\u4eec\u4f1a\u4e00\u81f4\u5730\u9519\uff1b\u5982\u679c\u754c\u9762\u53ea\u7a81\u51faAI\u63a8\u8350\uff0c\u5176\u4ed6\u9009\u9879\u66f4\u96be\u88ab\u8ba4\u771f\u8003\u8651\u3002<\/p>\n<p>\u4e00\u9879\u5173\u4e8e\u4eba\u673a\u51b3\u7b56\u7684\u7814\u7a76\u53d1\u73b0\uff0c\u5728\u67d0\u4e9b\u6761\u4ef6\u4e0b\u52a0\u5165\u4eba\u7c7b\u5e76\u6ca1\u6709\u63d0\u5347\u6a21\u578b\u51b3\u7b56\uff0c\u9519\u8befAI\u5efa\u8bae\u8fd8\u53ef\u80fd\u964d\u4f4e\u603b\u4f53\u51c6\u786e\u5ea6\u3002\u8fd9\u63d0\u9192\u6211\u4eec\uff0c\u8bc4\u4f30\u5355\u4f4d\u5e94\u8be5\u662f\u5b8c\u6574\u5de5\u4f5c\u6d41\uff0c\u800c\u4e0d\u662f\u5206\u522b\u5f15\u7528\u201c\u6a21\u578b\u51c6\u786e\u7387\u201d\u548c\u201c\u6709\u4eba\u5ba1\u6838\u201d\u3002<a href=\"https:\/\/pmc.ncbi.nlm.nih.gov\/articles\/PMC10857587\/\" target=\"_blank\" rel=\"noopener\">When human-in-the-loop can decrease accuracy<\/a><\/p>\n<p>\u6d4b\u8bd5\u65f6\u5e94\u6545\u610f\u653e\u5165\u5df2\u77e5\u4f46\u4e0d\u663e\u773c\u7684\u9519\u8bef\uff0c\u89c2\u5bdf\u5ba1\u6838\u8005\u80fd\u5426\u53d1\u73b0\u3002\u53ea\u7528\u6b63\u5e38\u8f93\u51fa\u8ba1\u7b97\u901a\u8fc7\u7387\uff0c\u65e0\u6cd5\u77e5\u9053\u76d1\u7763\u5728\u5173\u952e\u65f6\u523b\u662f\u5426\u6709\u6548\u3002<\/p>\n<p><strong>\u8d23\u4efb\u6a21\u7cca\u4f1a\u964d\u4f4e\u5ba1\u6838\u6df1\u5ea6<\/strong><\/p>\n<p>\u5f53\u6a21\u578b\u4f9b\u5e94\u5546\u3001\u7cfb\u7edf\u56e2\u961f\u3001\u4e1a\u52a1\u4eba\u5458\u548c\u6700\u7ec8\u6279\u51c6\u8005\u90fd\u8ba4\u4e3a\u522b\u4eba\u8d1f\u8d23\uff0c\u5ba1\u6838\u5f88\u5bb9\u6613\u53ea\u5269\u5f62\u5f0f\u3002\u6279\u51c6\u8005\u9700\u8981\u77e5\u9053\u81ea\u5df1\u627f\u62c5\u54ea\u90e8\u5206\u5224\u65ad\uff0c\u7cfb\u7edf\u8d1f\u8d23\u4eba\u8981\u5bf9\u6570\u636e\u3001\u7248\u672c\u3001\u6743\u9650\u548c\u76d1\u63a7\u8d1f\u8d23\uff0c\u7ec4\u7ec7\u5219\u8981\u63d0\u4f9b\u7533\u8bc9\u4e0e\u8865\u6551\u3002\u4e0d\u80fd\u628a\u6240\u6709\u8d23\u4efb\u538b\u7ed9\u6700\u540e\u70b9\u51fb\u7684\u4eba\uff0c\u4e5f\u4e0d\u80fd\u4ee5\u201cAI\u5efa\u8bae\u201d\u514d\u9664\u6279\u51c6\u8005\u7684\u4e13\u4e1a\u804c\u8d23\u3002<\/p>\n<p>\u6bcf\u7c7b\u4efb\u52a1\u5e94\u6709\u660e\u786e\u7684\u51b3\u7b56\u6240\u6709\u8005\u3001\u6280\u672f\u6240\u6709\u8005\u548c\u4e8b\u4ef6\u5904\u7406\u4eba\u3002\u5ba1\u6838\u8bb0\u5f55\u5e94\u8bf4\u660e\u63a5\u53d7\u3001\u4fee\u6539\u6216\u62d2\u7edd\u7684\u5173\u952e\u7406\u7531\uff0c\u4f46\u907f\u514d\u8981\u6c42\u5927\u91cf\u65e0\u7528\u6587\u5b57\uff0c\u5bfc\u81f4\u4eba\u4eba\u590d\u5236\u6a21\u677f\u3002<\/p>\n<p><strong>\u600e\u6837\u8bbe\u8ba1\u66f4\u53ef\u9760\u7684\u5ba1\u6838\u6d41\u7a0b<\/strong><\/p>\n<p>\u7b2c\u4e00\uff0c\u6309\u98ce\u9669\u5206\u5c42\u3002\u4f4e\u98ce\u9669\u683c\u5f0f\u5efa\u8bae\u53ef\u4ee5\u62bd\u6837\uff0c\u9ad8\u5f71\u54cd\u4e8b\u5b9e\u548c\u4e0d\u53ef\u9006\u884c\u52a8\u5fc5\u987b\u9010\u9879\u9a8c\u8bc1\u3002\u7b2c\u4e8c\uff0c\u628a\u9a8c\u8bc1\u95ee\u9898\u5199\u6210\u6e05\u5355\uff0c\u4f8b\u5982\u201c\u91d1\u989d\u662f\u5426\u4e0e\u53d1\u7968\u4e00\u81f4\u201d\u201c\u5f15\u7528\u662f\u5426\u76f4\u63a5\u652f\u6301\u8be5\u53e5\u201d\uff0c\u4e0d\u8981\u53ea\u95ee\u201c\u662f\u5426\u6b63\u786e\u201d\u3002\u7b2c\u4e09\uff0c\u8ba9\u5ba1\u6838\u8005\u8bbf\u95ee\u539f\u59cb\u8d44\u6599\u3001\u9002\u7528\u89c4\u5219\u548c\u7248\u672c\u4fe1\u606f\u3002<\/p>\n<p>\u7b2c\u56db\uff0c\u7ed9\u62d2\u7edd\u548c\u5347\u7ea7\u7559\u51fa\u771f\u5b9e\u8def\u5f84\uff0c\u5305\u62ec\u6682\u505c\u81ea\u52a8\u5316\u7684\u6743\u9650\u3002\u7b2c\u4e94\uff0c\u8bb0\u5f55\u6a21\u578b\u7248\u672c\u3001\u8f93\u5165\u8303\u56f4\u3001\u8f93\u51fa\u3001\u7f16\u8f91\u548c\u6700\u7ec8\u6279\u51c6\u8005\u3002\u7b2c\u516d\uff0c\u5b9a\u671f\u7528\u5e26\u5df2\u77e5\u9519\u8bef\u7684\u6837\u672c\u6d4b\u8bd5\u5ba1\u6838\u80fd\u529b\uff0c\u5e76\u5206\u6790\u6f0f\u68c0\u539f\u56e0\u3002\u7b2c\u4e03\uff0c\u76d1\u6d4b\u4e8b\u540e\u6295\u8bc9\u3001\u64a4\u56de\u3001\u8fd4\u5de5\u548c\u635f\u5931\uff0c\u56e0\u4e3a\u5185\u90e8\u901a\u8fc7\u4e0d\u7b49\u4e8e\u5916\u90e8\u6b63\u786e\u3002<\/p>\n<p>\u6fb3\u5927\u5229\u4e9a\u653f\u5e9cAI\u91c7\u7528\u5b9e\u65bd\u6307\u5f15\u5f3a\u8c03\u6309\u7528\u9014\u8fdb\u884c\u6d4b\u8bd5\u3001\u6301\u7eed\u76d1\u63a7\u3001\u660e\u786e\u8d23\u4efb\u5e76\u5efa\u7acb\u4eba\u5de5\u63a7\u5236\u3002\u8fd9\u4e9b\u8981\u6c42\u5171\u540c\u8bf4\u660e\uff0c\u4eba\u5de5\u5ba1\u6838\u5e94\u662f\u53ef\u9a8c\u8bc1\u7684\u8fd0\u884c\u673a\u5236\uff0c\u800c\u4e0d\u662f\u653f\u7b56\u6587\u4ef6\u4e2d\u7684\u4e00\u53e5\u8bdd\u3002<a href=\"https:\/\/www.industry.gov.au\/sites\/default\/files\/2025-10\/guidance-for-ai-adoption-implementation-practices.pdf\" target=\"_blank\" rel=\"noopener\">Australian Government: Guidance for AI Adoption\u2014Implementation Practices<\/a><\/p>\n<p><strong>\u6211\u7684\u5224\u65ad\uff1a\u5e94\u5f53\u5ba1\u6838\u201c\u5ba1\u6838\u7cfb\u7edf\u201d<\/strong><\/p>\n<p>\u7ec4\u7ec7\u901a\u5e38\u7edf\u8ba1\u6a21\u578b\u9519\u8bef\uff0c\u5374\u5f88\u5c11\u7edf\u8ba1\u4eba\u5de5\u5ba1\u6838\u6f0f\u6389\u591a\u5c11\u9519\u8bef\u3002\u82e5\u4eba\u5de5\u5c42\u88ab\u5f53\u6210\u6700\u540e\u4fdd\u969c\uff0c\u5b83\u4e5f\u9700\u8981\u51c6\u786e\u7387\u3001\u8986\u76d6\u7387\u3001\u5bb9\u91cf\u548c\u5931\u6548\u6a21\u5f0f\u3002\u53ef\u4ee5\u8ffd\u8e2a\u5df2\u77e5\u9519\u8bef\u53d1\u73b0\u7387\u3001\u5173\u952e\u5b57\u6bb5\u590d\u6838\u7387\u3001\u5ba1\u6838\u5206\u6b67\u3001\u5e73\u5747\u5904\u7406\u65f6\u95f4\u3001\u5347\u7ea7\u6bd4\u4f8b\u548c\u4e8b\u540e\u7ea0\u6b63\u7387\u3002<\/p>\n<p>\u8fd9\u4e9b\u6307\u6807\u4e0d\u80fd\u673a\u68b0\u5730\u7528\u6765\u60e9\u7f5a\u4e2a\u4eba\uff0c\u5426\u5219\u4eba\u4f1a\u9690\u85cf\u4e0d\u786e\u5b9a\u6027\u3002\u5b83\u4eec\u5e94\u5e2e\u52a9\u8bc6\u522b\u57f9\u8bad\u4e0d\u8db3\u3001\u754c\u9762\u7f3a\u9677\u3001\u4efb\u52a1\u8fc7\u8f7d\u548c\u4e0d\u5408\u7406\u81ea\u52a8\u5316\u8fb9\u754c\u3002\u6700\u6709\u4ef7\u503c\u7684\u4fe1\u53f7\u6709\u65f6\u4e0d\u662f\u9ad8\u901a\u8fc7\u7387\uff0c\u800c\u662f\u5ba1\u6838\u8005\u80fd\u5b89\u5168\u5730\u8bf4\u201c\u8d44\u6599\u4e0d\u8db3\uff0c\u6211\u4e0d\u80fd\u6279\u51c6\u201d\u3002<\/p>\n<p><strong>\u5ba1\u6838\u68c0\u67e5\u8868<\/strong><\/p>\n<ul>\n<li>\u5ba1\u6838\u8005\u662f\u5426\u5177\u5907\u5224\u65ad\u8be5\u7c7b\u5185\u5bb9\u7684\u80fd\u529b\uff0c\u800c\u4e0d\u53ea\u662f\u4f1a\u4f7f\u7528\u5de5\u5177\uff1f<\/li>\n<li>\u662f\u5426\u80fd\u770b\u5230\u539f\u59cb\u8d44\u6599\u3001\u5b8c\u6574\u4e0a\u4e0b\u6587\u3001\u9002\u7528\u89c4\u5219\u548c\u6587\u4ef6\u7248\u672c\uff1f<\/li>\n<li>\u662f\u5426\u5148\u8bc6\u522b\u5173\u952e\u4e3b\u5f20\uff0c\u518d\u7528\u72ec\u7acb\u8bc1\u636e\u9010\u9879\u6838\u5b9e\uff1f<\/li>\n<li>\u4ea7\u91cf\u662f\u5426\u5141\u8bb8\u771f\u6b63\u7684\u6838\u67e5\u3001\u8bb0\u5f55\u548c\u5347\u7ea7\uff1f<\/li>\n<li>\u5ba1\u6838\u8005\u80fd\u5426\u62d2\u7eddAI\uff0c\u5e76\u4e14\u4e0d\u4f1a\u56e0\u62d2\u7edd\u53d7\u5230\u4e0d\u5408\u7406\u538b\u529b\uff1f<\/li>\n<li>\u662f\u5426\u6d4b\u8bd5\u8fc7\u5ba1\u6838\u8005\u5bf9\u9690\u85cf\u9519\u8bef\u3001\u9057\u6f0f\u548c\u9519\u8bef\u5f15\u7528\u7684\u53d1\u73b0\u80fd\u529b\uff1f<\/li>\n<li>\u662f\u5426\u8bb0\u5f55\u4fee\u6539\u3001\u5206\u6b67\u3001\u4e8b\u4ef6\u4e0e\u8865\u6551\uff0c\u800c\u4e0d\u53ea\u8bb0\u5f55\u4e00\u6b21\u70b9\u51fb\uff1f<\/li>\n<li>\u662f\u5426\u6709\u4eba\u5b9a\u671f\u51b3\u5b9a\u67d0\u7c7b\u4efb\u52a1\u5e94\u964d\u4f4e\u6216\u53d6\u6d88\u81ea\u52a8\u5316\uff1f<\/li>\n<\/ul>\n<p><strong>\u7ed3\u8bba<\/strong><\/p>\n<p>\u4eba\u5de5\u5ba1\u6838\u4ecd\u4f1a\u6f0f\u6389AI\u9519\u8bef\uff0c\u56e0\u4e3a\u4eba\u53ef\u80fd\u88ab\u7b54\u6848\u951a\u5b9a\u3001\u7f3a\u5c11\u4e13\u4e1a\u77e5\u8bc6\u548c\u539f\u59cb\u8bc1\u636e\u3001\u627f\u53d7\u8fc7\u91cf\u5de5\u4f5c\uff0c\u6216\u6ca1\u6709\u771f\u6b63\u5426\u51b3\u6743\u3002\u53ef\u9760\u76d1\u7763\u9700\u8981\u72ec\u7acb\u5224\u65ad\u8def\u5f84\u3001\u660e\u786e\u9a8c\u8bc1\u5bf9\u8c61\u3001\u8db3\u591f\u80fd\u529b\u4e0e\u65f6\u95f4\u3001\u53ef\u8ffd\u6eaf\u8bc1\u636e\u4ee5\u53ca\u5bf9\u5ba1\u6838\u5c42\u672c\u8eab\u7684\u6d4b\u8bd5\u3002\u5173\u952e\u95ee\u9898\u4e0d\u662f\u201c\u6709\u6ca1\u6709\u4eba\u201d\uff0c\u800c\u662f\u8fd9\u4e2a\u4eba\u662f\u5426\u6709\u6761\u4ef6\u3001\u6709\u6743\u529b\u5e76\u6709\u8bc1\u636e\u628a\u9519\u8bef\u6321\u5728\u884c\u52a8\u4e4b\u524d\u3002<\/p>\n<p><strong>\u76f8\u5173\u95ee\u9898<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/geoffreychen.com\/zh\/how-to-verify-ai-without-redoing-the-work\/\">\u600e\u6837\u9a8c\u8bc1AI\u7b54\u6848\uff0c\u53c8\u4e0d\u628a\u6574\u9879\u5de5\u4f5c\u91cd\u505a\u4e00\u904d\uff1f<\/a><\/li>\n<li><a href=\"https:\/\/geoffreychen.com\/zh\/when-is-the-cost-of-error-too-high-for-ai-automation\/\">\u9519\u8bef\u4ee3\u4ef7\u591a\u9ad8\u65f6\uff0c\u5fc5\u987b\u7981\u6b62AI\u81ea\u52a8\u6267\u884c\uff1f<\/a><\/li>\n<\/ul>\n<p><strong>\u7ee7\u7eed\u9605\u8bfb\u672c\u7cfb\u5217\uff1a<\/strong> <a href=\"https:\/\/geoffreychen.com\/zh\/ai-judgment\/\">\u300aAI\u53ef\u4ee5\u76f8\u4fe1\u5230\u4ec0\u4e48\u7a0b\u5ea6\uff1f\u300b\u5168\u90e8\u6587\u7ae0<\/a><\/p>\n<p>","protected":false},"excerpt":{"rendered":"","protected":false},"author":17897162,"featured_media":0,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_geoff_meta_description_en":"Why \u201chuman review\u201d still misses AI errors: anchor bias, missing sources and expertise, time pressure, unclear authority, and weak verification 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