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>AI\u7684\u5c40\u9650\u6027\u5305\u62ec\uff1a<\/strong><\/p>\n<p>AI\u7684\u9519\u8bef\u503e\u5411\uff1aAI\u6a21\u578b\u6709\u4ea7\u751f\u9519\u8bef\u7ed3\u679c\u7684\u503e\u5411\uff0c\u8fd9\u4e9b\u9519\u8bef\u5305\u62ec\u201c\u5e7b\u89c9\u201d\uff08hallucinations\uff09\u6216\u201c\u865a\u6784\u201d\uff08confabulations\uff09\uff0c\u4ee5\u53ca\u5728\u6570\u5b66\u548c\u63d0\u4f9b\u5f15\u7528\u65b9\u9762\u7684\u95ee\u9898\u3002\u4f8b\u5982\uff0c\u5728\u5b9e\u9a8c\u4e2d\uff0c\u4f7f\u7528AI\u7684\u987e\u95ee\u5728\u67d0\u4e9b\u4efb\u52a1\u4e0a\u7684\u6b63\u786e\u7387\u53cd\u800c\u4e0d\u5982\u4e0d\u4f7f\u7528AI\u7684\u5bf9\u7167\u7ec4\uff0c\u4e0b\u964d\u4e8619\u4e2a\u767e\u5206\u70b9\u3002<\/p>\n<p>AI\u7684\u80fd\u529b\u8303\u56f4\uff1aAI\u7684\u80fd\u529b\u5e76\u4e0d\u662f\u5747\u5300\u5206\u5e03\u7684\uff0c\u5b83\u6709\u4e00\u4e2a\u201c\u952f\u9f7f\u72b6\u7684\u6280\u672f\u524d\u6cbf\u201d\uff08jagged technological frontier\uff09\u3002\u8fd9\u610f\u5473\u7740AI\u5728\u67d0\u4e9b\u4efb\u52a1\u4e0a\u975e\u5e38\u64c5\u957f\uff0c\u4f46\u5728\u5176\u4ed6\u770b\u4f3c\u76f8\u4f3c\u7684\u4efb\u52a1\u4e0a\u5374\u8868\u73b0\u4e0d\u4f73\u3002\u8fd9\u53ef\u80fd\u5bfc\u81f4\u5728\u8bbe\u8ba1\u4efb\u52a1\u65f6\uff0c\u96be\u4ee5\u627e\u5230AI\u8868\u73b0\u660e\u663e\u900a\u8272\u4e8e\u4eba\u7c7b\u5de5\u4f5c\u8005\u7684\u9886\u57df\u3002<\/p>\n<p>AI\u5bf9\u4eba\u7c7b\u5224\u65ad\u7684\u5f71\u54cd\uff1a\u7814\u7a76\u53d1\u73b0\uff0c\u4eba\u7c7b\u5de5\u4f5c\u8005\u5728\u4f7f\u7528AI\u65f6\u53ef\u80fd\u4f1a\u8fc7\u5ea6\u4f9d\u8d56AI\u7684\u8f93\u51fa\uff0c\u751a\u81f3\u653e\u5f03\u81ea\u5df1\u7684\u5224\u65ad\u3002\u4f8b\u5982\uff0c\u5728\u5b9e\u9a8c\u4e2d\uff0c\u4eba\u7c7b\u5de5\u4f5c\u8005\u5728AI\u751f\u6210\u7684\u9519\u8bef\u7b54\u6848\u4e0a\u8bc4\u5206\u66f4\u9ad8\uff0c\u8fd9\u8868\u660eAI\u7684\u8f93\u51fa\u53ef\u80fd\u4f1a\u5f71\u54cd\u4eba\u7c7b\u5de5\u4f5c\u8005\u7684\u5224\u65ad\u3002<\/p>\n<p>AI\u5728\u521b\u610f\u591a\u6837\u6027\u4e0a\u7684\u6f5c\u5728\u4e0d\u8db3\uff1a\u5c3d\u7ba1AI\u5728\u521b\u610f\u4efb\u52a1\u4e0a\u8868\u73b0\u7a81\u51fa\uff0c\u4f46\u5b83\u53ef\u80fd\u5bfc\u81f4\u521b\u610f\u591a\u6837\u6027\u7684\u964d\u4f4e\u3002\u8fd9\u5bf9\u4e8e\u9700\u8981\u591a\u5143\u521b\u610f\u7684\u9886\u57df\u6765\u8bf4\u662f\u4e00\u4e2a\u6f5c\u5728\u7684\u95ee\u9898\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u9ad8\u8d28\u91cf\u63d0\u793a\u7684\u91cd\u8981\u6027<\/h2>\n<p>&nbsp;<\/p>\n<p>\u201c\u9ad8\u6c34\u5e73\u7684\u4fdd\u7559\u5ea6\u53ef\u4ee5\u6765\u81ea\u53c2\u4e0e\u9ad8\u8d28\u91cf\u63d0\u793a\u201d\u8fd9\u4e00\u89c2\u70b9\u8868\u660e\uff0c\u77e5\u8bc6\u5de5\u4f5c\u8005\u5728\u5229\u7528AI\u52a9\u624b\uff08\u5982ChatGPT\uff09\u65f6\uff0c\u53ef\u80fd\u4f1a\u901a\u8fc7\u63d0\u4f9b\u9ad8\u8d28\u91cf\u7684\u63d0\u793a\u6765\u5f15\u5bfcAI\u751f\u6210\u66f4\u6709\u7528\u7684\u5185\u5bb9\uff0c\u4ece\u800c\u63d0\u9ad8\u5de5\u4f5c\u6548\u7387\u548c\u4efb\u52a1\u8d28\u91cf\u3002\u8fd9\u79cd\u9ad8\u8d28\u91cf\u7684\u63d0\u793a\u884c\u4e3a\u53ef\u80fd\u5305\u62ec\u5e2e\u52a9AI\u8fed\u4ee3\u6539\u8fdb\u5176\u54cd\u5e94\uff0c\u76f4\u5230\u8fbe\u5230\u5b8c\u7f8e\u72b6\u6001\uff0c\u7136\u540e\u518d\u5c06\u5176\u5927\u90e8\u5206\u5185\u5bb9\u7eb3\u5165\u81ea\u5df1\u7684\u7b54\u6848\u4e2d\u3002<\/p>\n<p>\u5728\u63d0\u4f9b\u7684\u6587\u6863\u4fe1\u606f\u4e2d\uff0c\u7814\u7a76\u8005\u901a\u8fc7\u5b9e\u9a8c\u89c2\u5bdf\u5230\uff0c\u4e00\u4e9b\u53c2\u4e0e\u8005\u503e\u5411\u4e8e\u9ad8\u5ea6\u4f9d\u8d56AI\u7684\u8f93\u51fa\uff0c\u5373\u201c\u4fdd\u7559\u201d\uff08retain\uff09\u5927\u91cfAI\u751f\u6210\u7684\u5185\u5bb9\u3002\u8fd9\u4e9b\u53c2\u4e0e\u8005\u53ef\u80fd\u5728\u7406\u89e3AI\u7684\u80fd\u529b\u548c\u5c40\u9650\u6027\u7684\u57fa\u7840\u4e0a\uff0c\u901a\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u63d0\u793a\u6765\u5f15\u5bfcAI\u4ea7\u751f\u9ad8\u8d28\u91cf\u7684\u5185\u5bb9\u3002\u8fd9\u79cd\u63d0\u793a\u884c\u4e3a\u53ef\u80fd\u662f\u5bfc\u81f4\u9ad8\u4fdd\u7559\u5ea6\u7684\u91cd\u8981\u56e0\u7d20\uff0c\u56e0\u4e3a\u5b83\u80fd\u591f\u6709\u6548\u5730\u5229\u7528AI\u7684\u80fd\u529b\uff0c\u540c\u65f6\u786e\u4fdd\u6700\u7ec8\u8f93\u51fa\u7684\u5185\u5bb9\u662f\u51c6\u786e\u548c\u6709\u7528\u7684\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u6587\u6863\u4e2d\u63d0\u5230\uff0c\u5728\u521b\u610f\u95ee\u9898\u89e3\u51b3\u7684\u5b9e\u9a8c\u4e2d\uff0c\u53c2\u4e0e\u8005\u9700\u8981\u901a\u8fc7\u4e00\u7cfb\u5217\u95ee\u9898\u6765\u6784\u60f3\u65b0\u7684\u4ea7\u54c1\u521b\u610f\u3002\u7814\u7a76\u8005\u53d1\u73b0\uff0c\u90a3\u4e9b\u80fd\u591f\u6709\u6548\u5229\u7528AI\u7684\u53c2\u4e0e\u8005\uff0c\u4ed6\u4eec\u7684\u7b54\u6848\u4e0d\u4ec5\u5305\u542b\u4e86\u66f4\u591a\u7684AI\u751f\u6210\u7684\u5185\u5bb9\uff0c\u800c\u4e14\u8fd9\u4e9b\u5185\u5bb9\u7684\u8d28\u91cf\u4e5f\u5f97\u5230\u4e86\u5916\u90e8\u4e13\u5bb6\u7684\u9ad8\u5206\u8bc4\u4ef7\u3002\u8fd9\u8868\u660e\uff0c\u901a\u8fc7\u9ad8\u8d28\u91cf\u7684\u63d0\u793a\u6765\u5f15\u5bfcAI\uff0c\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8\u521b\u610f\u4efb\u52a1\u7684\u5de5\u4f5c\u6548\u7387\u548c\u6210\u679c\u8d28\u91cf\u3002<\/p>\n<p>\u7136\u800c\uff0c\u7814\u7a76\u8005\u4e5f\u6307\u51fa\uff0c\u76ee\u524d\u7684\u7814\u7a76\u5206\u6790\u8fd8\u65e0\u6cd5\u533a\u5206\u9ad8\u4fdd\u7559\u5ea6\u662f\u7531\u4e8e\u9ad8\u8d28\u91cf\u7684\u63d0\u793a\u884c\u4e3a\u8fd8\u662f\u7531\u4e8e\u5bf9AI\u7684\u8fc7\u5ea6\u4f9d\u8d56\u6240\u5bfc\u81f4\u3002\u56e0\u6b64\uff0c\u8fd9\u4e00\u89c2\u70b9\u867d\u7136\u63d0\u4f9b\u4e86\u4e00\u79cd\u53ef\u80fd\u7684\u89e3\u91ca\uff0c\u4f46\u8fd8\u9700\u8981\u8fdb\u4e00\u6b65\u7684\u7814\u7a76\u6765\u8bc1\u5b9e\u3002\u540c\u65f6\uff0c\u8fd9\u4e5f\u63d0\u793a\u6211\u4eec\u5728\u5b9e\u9645\u5de5\u4f5c\u4e2d\uff0c\u5e94\u8be5\u91cd\u89c6\u5bf9\u5458\u5de5\u8fdb\u884c\u9002\u5f53\u7684\u57f9\u8bad\u548c\u6559\u80b2\uff0c\u4ee5\u4fbf\u4ed6\u4eec\u80fd\u591f\u66f4\u597d\u5730\u7406\u89e3\u548c\u5229\u7528AI\u7684\u80fd\u529b\uff0c\u540c\u65f6\u907f\u514d\u5bf9\u5176\u8fc7\u5ea6\u4f9d\u8d56\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u6587\u6863\u4e2d\u63d0\u53ca\u7684\u6240\u6709\u89c2\u70b9<\/h2>\n<p>&nbsp;<\/p>\n<p>\u4ee5\u4e0b\u662f\u6587\u6863\u4e2d\u63d0\u53ca\u7684\u6240\u6709\u89c2\u70b9\u7684\u5217\u8868\uff1a<\/p>\n<p>1. AI\u5bf9\u77e5\u8bc6\u5de5\u4f5c\u8005\u7684\u5f71\u54cd\uff1aAI\u80fd\u591f\u663e\u8457\u63d0\u5347\u77e5\u8bc6\u5de5\u4f5c\u8005\u7684\u751f\u4ea7\u529b\u548c\u4efb\u52a1\u8d28\u91cf\u3002<br \/>\n2. AI\u7684\u4f7f\u7528\u7b56\u7565\uff1a\u7814\u7a76\u4e2d\u63d0\u5230\u7684\u201cCentaurs\u201d\uff08\u534a\u4eba\u9a6c\u7b56\u7565\uff09\u548c\u201cCyborgs\u201d\uff08\u534a\u673a\u68b0\u4eba\u7b56\u7565\uff09\u662f\u4e24\u79cd\u4e0d\u540c\u7684\u4f7f\u7528AI\u7684\u7b56\u7565\u3002<br \/>\n3. AI\u5728\u521b\u610f\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\uff1aAI\u5728\u521b\u610f\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u5c24\u4e3a\u7a81\u51fa\uff0c\u8fd9\u53ef\u80fd\u5bf9\u672a\u6765\u7684\u521b\u65b0\u7ec4\u7ec7\u65b9\u5f0f\u4ea7\u751f\u5f71\u54cd\u3002<br \/>\n4. AI\u7684\u5c40\u9650\u6027\uff1a\u7814\u7a76\u4e5f\u53d1\u73b0\uff0c\u5728\u67d0\u4e9bAI\u80fd\u529b\u8303\u56f4\u4e4b\u5916\u7684\u4efb\u52a1\u4e2d\uff0c\u4f7f\u7528AI\u7684\u987e\u95ee\u8868\u73b0\u53cd\u800c\u4e0d\u5982\u4e0d\u4f7f\u7528AI\u7684\u5bf9\u7167\u7ec4\u3002<br \/>\n5. AI\u5bf9\u5e02\u573a\u8425\u9500\u7684\u5f71\u54cd\uff1aAI\u53ef\u4ee5\u534f\u52a9\u751f\u6210\u5e02\u573a\u8425\u9500\u7b56\u7565\uff0c\u5305\u62ec\u5e02\u573a\u7ec6\u5206\u3001\u9009\u62e9\u76ee\u6807\u5e02\u573a\u3001\u5236\u5b9a\u8425\u9500\u53e3\u53f7\u7b49\u3002<br \/>\n6. AI\u5728\u4ea7\u54c1\u5f00\u53d1\u4e2d\u7684\u4f5c\u7528\uff1aAI\u53ef\u4ee5\u534f\u52a9\u4ea7\u54c1\u5f00\u53d1\uff0c\u4ece\u6700\u521d\u7684\u60f3\u6cd5\u5230\u6700\u7ec8\u7684\u5e02\u573a\u53d1\u5e03\u3002<br \/>\n7. AI\u5bf9\u51b3\u7b56\u7684\u5f71\u54cd\uff1aAI\u7684\u4f7f\u7528\u53ef\u80fd\u4f1a\u5f71\u54cd\u4eba\u7c7b\u5de5\u4f5c\u8005\u7684\u51b3\u7b56\u8fc7\u7a0b\uff0c\u5305\u62ec\u589e\u52a0\u5bf9AI\u7684\u4f9d\u8d56\u3002<br \/>\n8. AI\u5728\u5e02\u573a\u4e2d\u7684\u6f5c\u5728\u7ade\u4e89\u4f18\u52bf\uff1aAI\u53ef\u4ee5\u5e2e\u52a9\u4f01\u4e1a\u9884\u6d4b\u5e02\u573a\u8d8b\u52bf\u3001\u4f18\u5316\u4ea7\u54c1\u8bbe\u8ba1\u3001\u63d0\u9ad8\u751f\u4ea7\u6548\u7387\u3002<br \/>\n9. AI\u5bf9\u5de5\u4f5c\u6d41\u7a0b\u7684\u6f5c\u5728\u5f71\u54cd\uff1aAI\u53ef\u4ee5\u6539\u53d8\u5de5\u4f5c\u6d41\u7a0b\uff0c\u63d0\u9ad8\u6548\u7387\uff0c\u4f46\u540c\u65f6\u4e5f\u9700\u8981\u5bf9\u5458\u5de5\u8fdb\u884c\u9002\u5f53\u7684\u57f9\u8bad\u548c\u6559\u80b2\u3002<br \/>\n10. AI\u5728\u884c\u4e1a\u4e2d\u7684\u5e94\u7528\u6f5c\u529b\uff1a\u7814\u7a76\u5f3a\u8c03\u4e86AI\u5728\u5404\u4e2a\u884c\u4e1a\u4e2d\u7684\u5e94\u7528\u6f5c\u529b\uff0c\u5c24\u5176\u662f\u5728\u90a3\u4e9b\u9700\u8981\u5927\u91cf\u6570\u636e\u5904\u7406\u548c\u5206\u6790\u7684\u4efb\u52a1\u4e2d\u3002<br \/>\n11. AI\u7684\u9519\u8bef\u503e\u5411\uff1aAI\u6a21\u578b\u6709\u4ea7\u751f\u9519\u8bef\u7ed3\u679c\u7684\u503e\u5411\uff0c\u8fd9\u4e9b\u9519\u8bef\u5305\u62ec\u201c\u5e7b\u89c9\u201d\uff08hallucinations\uff09\u6216\u201c\u865a\u6784\u201d\uff08confabulations\uff09\u3002<br \/>\n12. AI\u7684\u80fd\u529b\u8303\u56f4\uff1aAI\u7684\u80fd\u529b\u5e76\u4e0d\u662f\u5747\u5300\u5206\u5e03\u7684\uff0c\u5b83\u6709\u4e00\u4e2a\u201c\u952f\u9f7f\u72b6\u7684\u6280\u672f\u524d\u6cbf\u201d\uff08jagged technological frontier\uff09\u3002<br \/>\n13. AI\u5bf9\u4eba\u7c7b\u5224\u65ad\u7684\u5f71\u54cd\uff1a\u7814\u7a76\u53d1\u73b0\uff0c\u4eba\u7c7b\u5de5\u4f5c\u8005\u5728\u4f7f\u7528AI\u65f6\u53ef\u80fd\u4f1a\u8fc7\u5ea6\u4f9d\u8d56AI\u7684\u8f93\u51fa\uff0c\u751a\u81f3\u653e\u5f03\u81ea\u5df1\u7684\u5224\u65ad\u3002<br \/>\n14. AI\u5728\u521b\u610f\u591a\u6837\u6027\u4e0a\u7684\u6f5c\u5728\u4e0d\u8db3\uff1a\u5c3d\u7ba1AI\u5728\u521b\u610f\u4efb\u52a1\u4e0a\u8868\u73b0\u7a81\u51fa\uff0c\u4f46\u5b83\u53ef\u80fd\u5bfc\u81f4\u521b\u610f\u591a\u6837\u6027\u964d\u4f4e\u3002<br \/>\n15. \u9ad8\u8d28\u91cf\u63d0\u793a\u7684\u91cd\u8981\u6027\uff1a\u77e5\u8bc6\u5de5\u4f5c\u8005\u901a\u8fc7\u63d0\u4f9b\u9ad8\u8d28\u91cf\u7684\u63d0\u793a\u6765\u5f15\u5bfcAI\u751f\u6210\u66f4\u6709\u7528\u7684\u5185\u5bb9\uff0c\u4ece\u800c\u63d0\u9ad8\u5de5\u4f5c\u6548\u7387\u548c\u4efb\u52a1\u8d28\u91cf\u3002<br \/>\n16. \u4fdd\u7559\u5ea6\u7684\u5f71\u54cd\u56e0\u7d20\uff1a\u7814\u7a76\u8005\u89c2\u5bdf\u5230\uff0c\u4e00\u4e9b\u53c2\u4e0e\u8005\u503e\u5411\u4e8e\u9ad8\u5ea6\u4f9d\u8d56AI\u7684\u8f93\u51fa\uff0c\u5373\u201c\u4fdd\u7559\u201d\uff08retain\uff09\u5927\u91cfAI\u751f\u6210\u7684\u5185\u5bb9\u3002<br \/>\n17. AI\u5728\u521b\u610f\u95ee\u9898\u89e3\u51b3\u4e2d\u7684\u4f5c\u7528\uff1aAI\u53ef\u4ee5\u534f\u52a9\u751f\u6210\u5e02\u573a\u8425\u9500\u7b56\u7565\uff0c\u5305\u62ec\u5e02\u573a\u7ec6\u5206\u3001\u9009\u62e9\u76ee\u6807\u5e02\u573a\u3001\u5236\u5b9a\u8425\u9500\u53e3\u53f7\u7b49\u3002<br \/>\n18. AI\u5728\u4ea7\u54c1\u5f00\u53d1\u4e2d\u7684\u89d2\u8272\uff1aAI\u53ef\u4ee5\u534f\u52a9\u4ea7\u54c1\u5f00\u53d1\uff0c\u4ece\u6700\u521d\u7684\u60f3\u6cd5\u5230\u6700\u7ec8\u7684\u5e02\u573a\u53d1\u5e03\u3002<br \/>\n19. AI\u5bf9\u5e02\u573a\u8425\u9500\u7684\u5f71\u54cd\uff1aAI\u53ef\u4ee5\u534f\u52a9\u751f\u6210\u5e02\u573a\u8425\u9500\u7b56\u7565\uff0c\u5305\u62ec\u5e02\u573a\u7ec6\u5206\u3001\u9009\u62e9\u76ee\u6807\u5e02\u573a\u3001\u5236\u5b9a\u8425\u9500\u53e3\u53f7\u7b49\u3002<br \/>\n20. AI\u5728\u4ea7\u54c1\u5f00\u53d1\u4e2d\u7684\u4f5c\u7528\uff1aAI\u53ef\u4ee5\u534f\u52a9\u4ea7\u54c1\u5f00\u53d1\uff0c\u4ece\u6700\u521d\u7684\u60f3\u6cd5\u5230\u6700\u7ec8\u7684\u5e02\u573a\u53d1\u5e03\u3002<br \/>\n21. AI\u5bf9\u51b3\u7b56\u7684\u5f71\u54cd\uff1aAI\u7684\u4f7f\u7528\u53ef\u80fd\u4f1a\u5f71\u54cd\u4eba\u7c7b\u5de5\u4f5c\u8005\u7684\u51b3\u7b56\u8fc7\u7a0b\uff0c\u5305\u62ec\u589e\u52a0\u5bf9AI\u7684\u4f9d\u8d56\u3002<br \/>\n22. AI\u5728\u5e02\u573a\u4e2d\u7684\u6f5c\u5728\u7ade\u4e89\u4f18\u52bf\uff1aAI\u53ef\u4ee5\u5e2e\u52a9\u4f01\u4e1a\u9884\u6d4b\u5e02\u573a\u8d8b\u52bf\u3001\u4f18\u5316\u4ea7\u54c1\u8bbe\u8ba1\u3001\u63d0\u9ad8\u751f\u4ea7\u6548\u7387\u3002<br \/>\n23. AI\u5bf9\u5de5\u4f5c\u6d41\u7a0b\u7684\u6f5c\u5728\u5f71\u54cd\uff1aAI\u53ef\u4ee5\u6539\u53d8\u5de5\u4f5c\u6d41\u7a0b\uff0c\u63d0\u9ad8\u6548\u7387\uff0c\u4f46\u540c\u65f6\u4e5f\u9700\u8981\u5bf9\u5458\u5de5\u8fdb\u884c\u9002\u5f53\u7684\u57f9\u8bad\u548c\u6559\u80b2\u3002<br \/>\n24. AI\u5728\u884c\u4e1a\u4e2d\u7684\u5e94\u7528\u6f5c\u529b\uff1a\u7814\u7a76\u5f3a\u8c03\u4e86AI\u5728\u5404\u4e2a\u884c\u4e1a\u4e2d\u7684\u5e94\u7528\u6f5c\u529b\uff0c\u5c24\u5176\u662f\u5728\u90a3\u4e9b\u9700\u8981\u5927\u91cf\u6570\u636e\u5904\u7406\u548c\u5206\u6790\u7684\u4efb\u52a1\u4e2d\u3002<br \/>\n25. AI\u7684\u9519\u8bef\u503e\u5411\uff1aAI\u6a21\u578b\u6709\u4ea7\u751f\u9519\u8bef\u7ed3\u679c\u7684\u503e\u5411\uff0c\u8fd9\u4e9b\u9519\u8bef\u5305\u62ec\u201c\u5e7b\u89c9\u201d\uff08hallucinations\uff09\u6216\u201c\u865a\u6784\u201d\uff08confabulations\uff09\u3002<br \/>\n26. AI\u7684\u80fd\u529b\u8303\u56f4\uff1aAI\u7684\u80fd\u529b\u5e76\u4e0d\u662f\u5747\u5300\u5206\u5e03\u7684\uff0c\u5b83\u6709\u4e00\u4e2a\u201c\u952f\u9f7f\u72b6\u7684\u6280\u672f\u524d\u6cbf\u201d\uff08jagged technological frontier\uff09\u3002<br \/>\n27. AI\u5bf9\u4eba\u7c7b\u5224\u65ad\u7684\u5f71\u54cd\uff1a\u7814\u7a76\u53d1\u73b0\uff0c\u4eba\u7c7b\u5de5\u4f5c\u8005\u5728\u4f7f\u7528AI\u65f6\u53ef\u80fd\u4f1a\u8fc7\u5ea6\u4f9d\u8d56AI\u7684\u8f93\u51fa\uff0c\u751a\u81f3\u653e\u5f03\u81ea\u5df1\u7684\u5224\u65ad\u3002<br \/>\n28. AI\u5728\u521b\u610f\u591a\u6837\u6027\u4e0a\u7684\u6f5c\u5728\u4e0d\u8db3\uff1a\u5c3d\u7ba1AI\u5728\u521b\u610f\u4efb\u52a1\u4e0a\u8868\u73b0\u7a81\u51fa\uff0c\u4f46\u5b83\u53ef\u80fd\u5bfc\u81f4\u521b\u610f\u591a\u6837\u6027\u964d\u4f4e\u3002<br \/>\n29. \u9ad8\u8d28\u91cf\u63d0\u793a\u7684\u91cd\u8981\u6027\uff1a\u77e5\u8bc6\u5de5\u4f5c\u8005\u901a\u8fc7\u63d0\u4f9b\u9ad8\u8d28\u91cf\u7684\u63d0\u793a\u6765\u5f15\u5bfcAI\u751f\u6210\u66f4\u6709\u7528\u7684\u5185\u5bb9\uff0c\u4ece\u800c\u63d0\u9ad8\u5de5\u4f5c\u6548\u7387\u548c\u4efb\u52a1\u8d28\u91cf\u3002<br \/>\n30. \u4fdd\u7559\u5ea6\u7684\u5f71\u54cd\u56e0\u7d20\uff1a\u7814\u7a76\u8005\u89c2\u5bdf\u5230\uff0c\u4e00\u4e9b\u53c2\u4e0e\u8005\u503e\u5411\u4e8e\u9ad8\u5ea6\u4f9d\u8d56AI\u7684\u8f93\u51fa\uff0c\u5373\u201c\u4fdd\u7559\u201d\uff08retain\uff09\u5927\u91cfAI\u751f\u6210\u7684\u5185\u5bb9\u3002<\/p>\n<p>\u8fd9\u4e9b\u89c2\u70b9\u6db5\u76d6\u4e86AI\u5bf9\u77e5\u8bc6\u5de5\u4f5c\u8005\u3001\u5e02\u573a\u8425\u9500\u3001\u4ea7\u54c1\u5f00\u53d1\u7b49\u591a\u4e2a\u65b9\u9762\u7684\u6f5c\u5728\u5f71\u54cd\uff0c\u4ee5\u53caAI\u5728\u4f7f\u7528\u8fc7\u7a0b\u4e2d\u9700\u8981\u6ce8\u610f\u7684\u5c40\u9650\u6027\u548c\u7b56\u7565\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>LLM\u7684\u53d1\u5e03\u548c\u5f71\u54cd<\/h2>\n<p>&nbsp;<\/p>\n<p>LLM\uff08\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff09\u7684\u53d1\u5e03\u5f15\u8d77\u4e86\u4eba\u4eec\u5bf9\u4eba\u5de5\u667a\u80fd\u5728\u77e5\u8bc6\u5de5\u4f5c\u8005\u751f\u4ea7\u529b\u548c\u8d28\u91cf\u65b9\u9762\u7684\u5f71\u54cd\u7684\u5173\u6ce8\u3002LLM\u5bf9\u77e5\u8bc6\u5de5\u4f5c\u8005\u7684\u7ee9\u6548\u4ea7\u751f\u91cd\u5927\u5f71\u54cd\uff0c\u7279\u522b\u662f\u5728\u521b\u65b0\u3001\u5206\u6790\u548c\u5199\u4f5c\u4efb\u52a1\u65b9\u9762\u3002\u4e3a\u4e86\u8bc4\u4f30LLM\u5bf9\u9ad8\u4eba\u529b\u8d44\u672c\u4e13\u4e1a\u4eba\u5458\u7684\u5f71\u54cd\uff0c\u7814\u7a76\u4eba\u5458\u8fdb\u884c\u4e86\u9884\u6ce8\u518c\u7684\u968f\u673a\u5bf9\u7167\u5b9e\u9a8c\u3002\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0cLLM\u5728\u80fd\u529b\u8303\u56f4\u5185\u663e\u8457\u63d0\u9ad8\u4e86\u751f\u4ea7\u529b\u548c\u8d28\u91cf\uff0c\u4f46\u5728\u80fd\u529b\u8303\u56f4\u5916\u5219\u964d\u4f4e\u4e86\u6b63\u786e\u7387\u3002<\/p>\n<p>\u7528\u6237\u91c7\u7528\u201c\u534a\u4eba\u9a6c\u201d\u548c\u201c\u8d5b\u535a\u683c\u201d\u4e24\u79cd\u4e0d\u540c\u7684LLM\u4f7f\u7528\u6a21\u5f0f\u3002LLM\u521b\u5efa\u4e86\u4e00\u4e2a\u201c\u53c2\u5dee\u4e0d\u9f50\u7684\u6280\u672f\u8fb9\u754c\u201d\uff0c\u5bf9\u5de5\u4f5c\u7684\u5f71\u54cd\u56e0\u4efb\u52a1\u7684\u4e0d\u540c\u800c\u4e0d\u540c\u3002\u7528\u6237\u9700\u8981\u5224\u65ad\u4efb\u52a1\u662f\u5426\u5728LLM\u80fd\u529b\u8303\u56f4\u5185\uff0c\u4ee5\u53ca\u5982\u4f55\u4e0eLLM\u6709\u6548\u534f\u4f5c\u3002\u7ec4\u7ec7\u9700\u8981\u91cd\u65b0\u601d\u8003\u4eba\u673a\u534f\u4f5c\u3001\u65b0\u89d2\u8272\u3001\u5229\u76ca\u76f8\u5173\u8005\u7b49\uff0c\u4ee5\u5145\u5206\u53d1\u6325LLM\u7684\u6f5c\u529b\u3002<\/p>\n<p>LLM\u5c06\u5bf9\u77e5\u8bc6\u5de5\u4f5c\u4ea7\u751f\u6df1\u8fdc\u5f71\u54cd\uff0c\u7528\u6237\u548c\u7ec4\u7ec7\u9700\u8981\u9002\u5e94\u8fd9\u79cd\u5f71\u54cd\u3002\u91c7\u7528\u201c\u534a\u4eba\u9a6c\u201d\u6a21\u5f0f\uff0c\u5373\u6839\u636eLLM\u548c\u4eba\u7c7b\u5404\u81ea\u7684\u4f18\u52bf\u8fdb\u884c\u5206\u5de5\uff0c\u662f\u5f53\u524dLLM\u80fd\u529b\u8303\u56f4\u5185\u5916\u7684\u5b9e\u9a8c\u4e2d\u8bc1\u660e\u6700\u6709\u6548\u7684AI\u4f7f\u7528\u65b9\u5f0f\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u968f\u673a\u5bf9\u7167\u5b9e\u9a8c\u65b9\u6cd5<\/h2>\n<p>&nbsp;<\/p>\n<p>\u7814\u7a76\u91c7\u7528\u4e86\u9884\u6ce8\u518c\u7684\u968f\u673a\u5bf9\u7167\u5b9e\u9a8c\u65b9\u6cd5\uff0c\u4ee5\u8bc4\u4f30LLM\u5bf9\u9ad8\u4eba\u529b\u8d44\u672c\u4e13\u4e1a\u4eba\u5458\u7684\u5f71\u54cd\u3002\u5b9e\u9a8c\u6d89\u53ca758\u540d\u6765\u81ea\u6ce2\u58eb\u987f\u54a8\u8be2\u96c6\u56e2\u7684\u987e\u95ee\uff0c\u4ed6\u4eec\u88ab\u8981\u6c42\u5b8c\u621018\u4e2a\u771f\u5b9e\u7684\u54a8\u8be2\u4efb\u52a1\u3002\u5b9e\u9a8c\u7ec4\u88ab\u5141\u8bb8\u4f7f\u7528LLM\u6765\u8f85\u52a9\u5b8c\u6210\u4efb\u52a1\uff0c\u800c\u63a7\u5236\u7ec4\u5219\u4f7f\u7528\u4f20\u7edf\u65b9\u6cd5\u3002\u7814\u7a76\u4eba\u5458\u901a\u8fc7\u6bd4\u8f83\u4e24\u7ec4\u7684\u4efb\u52a1\u5b8c\u6210\u60c5\u51b5\uff0c\u6765\u8bc4\u4f30LLM\u7684\u5f71\u54cd\u3002<\/p>\n<p>\u7ed3\u679c\u663e\u793a\uff0c\u4f7f\u7528LLM\u7684\u77e5\u8bc6\u5de5\u4f5c\u8005\u6bd4\u4e0d\u4f7f\u7528LLM\u7684\u5bf9\u7167\u7ec4\u5e73\u5747\u591a\u5b8c\u6210\u4e8612.2%\u7684\u4efb\u52a1\uff0c\u5e76\u4e14\u4efb\u52a1\u5b8c\u6210\u901f\u5ea6\u63d0\u9ad8\u4e8625.1%\u3002\u6b64\u5916\uff0c\u4f7f\u7528LLM\u7684\u987e\u95ee\u6240\u751f\u4ea7\u7684\u4efb\u52a1\u8d28\u91cf\u8bc4\u5206\u5e73\u5747\u63d0\u9ad8\u4e86\u8d85\u8fc740%\u3002\u7279\u522b\u662f\u5bf9\u4e8e\u90a3\u4e9b\u80fd\u529b\u8f83\u4f4e\u7684\u987e\u95ee\uff0c\u4f7f\u7528LLM\u540e\u7ee9\u6548\u63d0\u5347\u4e8643%\u3002<\/p>\n<p>\u7136\u800c\uff0c\u7814\u7a76\u4e5f\u53d1\u73b0\uff0c\u5728\u67d0\u4e9bLLM\u80fd\u529b\u8303\u56f4\u4e4b\u5916\u7684\u4efb\u52a1\u4e2d\uff0c\u4f7f\u7528LLM\u7684\u987e\u95ee\u8868\u73b0\u53cd\u800c\u4e0d\u5982\u4e0d\u4f7f\u7528LLM\u7684\u5bf9\u7167\u7ec4\u3002\u8fd9\u8868\u660eLLM\u7684\u5f71\u54cd\u662f\u53cc\u91cd\u7684\uff1a\u5b83\u65e2\u53ef\u4ee5\u4f5c\u4e3a\u63d0\u5347\u751f\u4ea7\u529b\u548c\u4efb\u52a1\u8d28\u91cf\u7684\u5f3a\u5927\u5de5\u5177\uff0c\u4e5f\u53ef\u80fd\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\u5bfc\u81f4\u7ee9\u6548\u4e0b\u964d\u3002\u56e0\u6b64\uff0c\u7ec4\u7ec7\u548c\u5458\u5de5\u9700\u8981\u5b66\u4f1a\u5982\u4f55\u6709\u6548\u5730\u5229\u7528LLM\uff0c\u540c\u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