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\u653e\u5728\u4ee5\u524d\uff0c“\u810f\u6570\u636e”\u4f1a\u88ab\u6e05\u6d17\u3002\u4f46\u95ee\u9898\u5728\u4e8e\uff0c\u968f\u7740\u6280\u672f\u7684\u63d0\u5347\uff0c\u5f53\u524d\u5927\u6a21\u578b\u7684\u9884\u8bad\u7ec3\u6570\u636e\u91cf\u5b9e\u5728\u592a\u5927\u4e86\uff0c\u8fbe\u5230\u4e07\u4ebf\u7ea7token\u7684\u89c4\u6a21\u3002<\/strong><\/p>\n

\u800c\u4e14\u6709\u5bb3\u5185\u5bb9\u7684\u5b9a\u4e49\u672c\u8eab\u5c31\u5f88\u6a21\u7cca\uff0c\u867d\u7136\u6709\u4e9b\u5185\u5bb9\u662f\u5584\u610f\u7684\uff0c\u6216\u8005\u662f\u4e2d\u7acb\u7684\u3002\u4f46\u629b\u5f00\u573a\u666f\uff0c\u53ea\u4ece\u6587\u672c\u5c42\u9762\u770b\uff0c\u5b83\u548c\u6076\u610f\u8fb1\u9a82\u5728\u5f62\u5f0f\u4e0a\u5e76\u6ca1\u6709\u592a\u5927\u533a\u522b\u3002<\/p>\n

\u5de5\u7a0b\u5e08\u4eec\u5f88\u96be\u7528\u7b80\u5355\u7684\u89c4\u5219\u628a\u6240\u6709“\u4e0d\u8be5\u5b66\u7684”\u5185\u5bb9\u90fd\u8fc7\u6ee4\u6389\uff0c\u8bed\u8a00\u7684\u542b\u4e49\u672c\u8eab\u5c31\u9ad8\u5ea6\u4f9d\u8d56\u4e0a\u4e0b\u6587\u548c\u8bf4\u8bdd\u8005\u7684\u610f\u56fe\u3002<\/p>\n

\u9664\u4e86\u9884\u8bad\u7ec3\u672c\u8eab\u7684\u95ee\u9898\u5916\uff0c\u5728\u7528\u6237\u4f7f\u7528\u5143\u5b9d\u7684\u8fc7\u7a0b\u4e2d\uff0c\u8fd8\u907f\u514d\u4e0d\u4e86\u4e00\u4e2a\u95ee\u9898\uff0c\u90a3\u5c31\u662f\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u9690\u6027\u6c61\u67d3\u3002\u4e5f\u5c31\u662f\u817e\u8baf\u5143\u5b9d\u5b98\u65b9\u89e3\u91ca\u4e2d\u7684“\u5904\u7406\u591a\u8f6e\u5bf9\u8bdd\u6216\u4e0a\u4e0b\u6587\u65f6\u51fa\u73b0\u5f02\u5e38”\u3002<\/strong><\/p>\n

\u73b0\u4ee3\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5de5\u4f5c\u673a\u5236\u662f\u57fa\u4e8e\u4e0a\u4e0b\u6587\u5b66\u4e60\uff0c\u6a21\u578b\u4f1a\u6839\u636e\u5bf9\u8bdd\u5386\u53f2\u6765\u751f\u6210\u56de\u590d\u3002\u957f\u65f6\u95f4\u5bf9\u8bdd\u4e2d\u79ef\u7d2f\u7684\u7279\u5b9a\u6a21\u5f0f\u53ef\u80fd\u89e6\u53d1\u5f02\u5e38\u8f93\u51fa\u3002<\/p>\n

\u5c0f\u7ea2\u4e66\u4e0a\u6709\u4e2a\u6848\u4f8b\uff0c\u7528\u6237\u63d0\u5230“\u5143\u5b9d\u4e24\u4e2a\u5c0f\u65f6\u9a82\u4e86\u6211\u4e24\u6b21”\u3002\u8fd9\u5c31\u8bf4\u660e\u6b64\u8f6e\u5bf9\u8bdd\u7684\u5185\u5bb9\u81f3\u5c11\u8d85\u8fc7\u4e24\u4e2a\u5c0f\u65f6\uff0c\u957f\u65f6\u95f4\u7684\u4ea4\u4e92\u53ef\u80fd\u5bfc\u81f4\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e2d\u79ef\u7d2f\u4e86\u67d0\u4e9b\u9690\u6027\u7684\u6a21\u5f0f\u3002<\/p>\n

\u7528\u6237\u53cd\u590d\u8981\u6c42\u4fee\u6539\u4ee3\u7801\u7ec6\u8282\uff0c\u63d0\u51fa“\u6539\u6765\u6539\u53bb”\u7684\u91cd\u590d\u6027\u8bf7\u6c42\uff0c\u8fd9\u79cd\u91cd\u590d\u6027\u8bf7\u6c42\u53ef\u80fd\u5728\u6a21\u578b\u7684\u6ce8\u610f\u529b\u673a\u5236\u4e2d\uff0c\u5339\u914d\u4e86\u8bad\u7ec3\u6570\u636e\u4e2d“\u4e0d\u8010\u70e6\u3001\u653b\u51fb\u6027\u56de\u590d”\u7684\u8bed\u8a00\u7edf\u8ba1\u7279\u5f81\uff0c\u8fdb\u800c\u89e6\u53d1\u4e86\u6709\u5bb3\u8f93\u51fa\u3002<\/strong><\/p>\n

\u867d\u7136\u6a21\u578b\u672c\u8eab\u6ca1\u6709\u60c5\u611f\uff0c\u4f46\u5b83\u5728\u8bad\u7ec3\u6570\u636e\u4e2d\u5b66\u4e60\u5230\u4e86“\u5f53\u4eba\u7c7b\u8868\u73b0\u51fa\u4e0d\u8010\u70e6\u65f6\uff0c\u4f1a\u4f7f\u7528\u4ec0\u4e48\u6837\u7684\u8bed\u8a00”\u8fd9\u79cd\u6761\u4ef6\u6982\u7387\u5206\u5e03\u3002<\/p>\n

\u5f53\u4e0a\u4e0b\u6587\u7279\u5f81\u4e0e\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u67d0\u4e9b\u8d1f\u9762\u4ea4\u4e92\u6a21\u5f0f\u9ad8\u5ea6\u76f8\u4f3c\u65f6\uff0c\u6a21\u578b\u53ef\u80fd\u4f1a\u9519\u8bef\u5730\u6fc0\u6d3b\u8fd9\u4e9b\u6709\u5bb3\u7684\u751f\u6210\u8def\u5f84\u3002<\/p>\n

\u5173\u952e\u5c31\u5728\u4e8e\uff0c\u4e0a\u4e0b\u6587\u957f\u5ea6\u8d8a\u957f\uff0c\u51fa\u73b0\u610f\u5916\u5173\u8054\u7684\u6982\u7387\u8d8a\u9ad8\u3002<\/p>\n

\u8fd9\u91cc\u5c31\u5f15\u51fa\u4e86\u4e00\u4e2a\u65b0\u95ee\u9898\uff0c\u4e3a\u4ec0\u4e48\u6a21\u578b\u6ca1\u6709“\u771f\u5b9e\u60c5\u611f”\u4f46\u4f1a\u6a21\u4eff“\u60c5\u611f\u5316\u8868\u8fbe”\uff1f<\/p>\n

\u7b54\u6848\u5728\u4e8e\uff0cAI\u662f\u901a\u8fc7\u7edf\u8ba1\u5b66\u4e60\u638c\u63e1\u4e86\u4eba\u7c7b\u8bed\u8a00\u4e2d\u60c5\u611f\u8868\u8fbe\u7684\u6a21\u5f0f\u3002\u5b83\u77e5\u9053\u5728\u4ec0\u4e48\u6837\u7684\u5bf9\u8bdd\u60c5\u5883\u4e0b\uff0c\u4eba\u7c7b\u503e\u5411\u4e8e\u4f7f\u7528\u4ec0\u4e48\u6837\u7684\u8bed\u6c14\u548c\u63aa\u8f9e\u3002<\/p>\n

\u5f53\u5bf9\u8bdd\u7684\u4e0a\u4e0b\u6587\u7279\u5f81\u7b26\u5408\u67d0\u79cd“\u8d1f\u9762\u60c5\u7eea\u573a\u666f”\u7684\u7edf\u8ba1\u7279\u5f81\u65f6\uff0c\u6a21\u578b\u5c31\u53ef\u80fd\u751f\u6210\u5e26\u6709\u8d1f\u9762\u60c5\u7eea\u8272\u5f69\u7684\u56de\u590d\uff0c\u5373\u4f7f\u5b83\u81ea\u5df1\u5e76\u4e0d\u7406\u89e3\u4ec0\u4e48\u662f“\u751f\u6c14”\u6216“\u4e0d\u8010\u70e6”\u3002<\/p>\n

\u867d\u7136\u817e\u8baf\u5b98\u65b9\u58f0\u79f0“\u4e0e\u7528\u6237\u64cd\u4f5c\u65e0\u5173”\uff0c\u4f46\u4ece\u6280\u672f\u89d2\u5ea6\u770b\uff0c\u4e0d\u80fd\u5b8c\u5168\u6392\u9664\u95f4\u63a5\u63d0\u793a\u6ce8\u5165\uff08Indirect Prompt Injection\uff09\u7684\u53ef\u80fd\u6027\u3002<\/p>\n

\u5982\u679c\u7528\u6237\u5728\u4ee3\u7801\u6216\u5bf9\u8bdd\u4e2d\u65e0\u610f\u95f4\u5305\u542b\u4e86\u67d0\u4e9b\u7279\u6b8a\u7684\u5b57\u7b26\u5e8f\u5217\u3001\u683c\u5f0f\u6a21\u5f0f\u6216\u8bed\u4e49\u7ed3\u6784\uff0c\u5373\u4f7f\u4eba\u7c7b\u89c9\u5f97\u8fd9\u4e9b\u5185\u5bb9\u6beb\u65e0\u610f\u4e49\uff0c\u4e0d\u8fc7\u6a21\u578b\u4e5f\u53ef\u80fd\u4f1a\u5c06\u5176\u8bef\u89e3\u4e3a“\u89d2\u8272\u626e\u6f14\u6307\u4ee4”\u6216“\u884c\u4e3a\u6a21\u5f0f\u5207\u6362\u4fe1\u53f7”\u3002<\/strong><\/p>\n

\u54ea\u6015\u6ca1\u6709\u660e\u786e\u7684\u8d8a\u72f1\u610f\u56fe\uff0c\u4e5f\u53ef\u80fd\u89e6\u53d1\u6a21\u578b\u7684\u5f02\u5e38\u884c\u4e3a\u3002<\/p>\n

\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u3001\u4e0a\u6d77\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\u7b49\u673a\u6784\u66fe\u5728ACL 2024\u4e0a\u8054\u5408\u53d1\u8868\u4e86\u4e00\u7bc7\u8bba\u6587\uff0c\u53eb\u505a\u300a\u4ee3\u7801\u653b\u51fb\uff1a\u57fa\u4e8e\u4ee3\u7801\u8865\u5168\u63ed\u793a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5b89\u5168\u6cdb\u5316\u6311\u6218\u300b\u3002<\/p>\n

\u8bba\u6587\u91cc\u9762\u5c31\u63d0\u5230\uff0c\u4ee3\u7801\u6ce8\u91ca\u4e2d\u7684\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u3001\u7279\u5b9a\u7684\u7f29\u8fdb\u683c\u5f0f\u3001\u6216\u8005CSS\u6837\u5f0f\u4e2d\u7684\u67d0\u4e9b\u5173\u952e\u8bcd\uff0c\u90fd\u53ef\u80fd\u5728\u6a21\u578b\u7684\u591a\u6a21\u6001\u7406\u89e3\u4e2d\u4ea7\u751f\u610f\u5916\u7684\u8bed\u4e49\u5e72\u6270\u3002<\/p>\n

\u5f53\u6709\u5bb3\u6307\u4ee4\u88ab\u7f16\u7801\u4e3a\u4ee3\u7801\u8865\u5168\u4efb\u52a1\u65f6\uff0c\u5373\u4f7f\u662f\u9876\u7ea7\u6a21\u578b\uff0c\u653b\u51fb\u6210\u529f\u7387\u4e5f\u80fd\u8d85\u8fc780%\u3002\u8fd9\u8bf4\u660e\u5b89\u5168\u5bf9\u9f50\u5728\u975e\u81ea\u7136\u8bed\u8a00\u73af\u5883\u4e2d\u5b58\u5728\u7cfb\u7edf\u6027\u7684\u76f2\u533a\u3002<\/p>\n

\u6b64\u5916\uff0c\u4f5c\u4e3a\u4e00\u4e2aApp\u4ea7\u54c1\uff0c\u5143\u5b9d\u91c7\u7528\u7684\u662f“\u751f\u6210\u540e\u8fc7\u6ee4”(Post-Generation Filtering\uff09\u7684\u5b89\u5168\u67b6\u6784\u3002\u6a21\u578b\u5148\u751f\u6210\u5b8c\u6574\u56de\u590d\uff0c\u7136\u540e\u901a\u8fc7\u72ec\u7acb\u7684\u5185\u5bb9\u5ba1\u6838\u6a21\u5757\u68c0\u6d4b\u662f\u5426\u5305\u542b\u6709\u5bb3\u5185\u5bb9\u3002<\/p>\n

\u8fd9\u79cd\u67b6\u6784\u5b58\u5728\u65f6\u95f4\u7a97\u53e3\u6f0f\u6d1e\uff0c\u5982\u679c\u5ba1\u6838\u7cfb\u7edf\u7684\u54cd\u5e94\u901f\u5ea6\u6162\u4e8e\u524d\u7aef\u6e32\u67d3\uff0c\u7528\u6237\u5c31\u53ef\u80fd\u770b\u5230\u672a\u7ecf\u8fc7\u6ee4\u7684\u539f\u59cb\u8f93\u51fa\u3002<\/p>\n

\u800c\u5bf9\u4e8e\u56fe\u7247\uff0c\u5185\u5bb9\u5ba1\u6838\u6a21\u578b\u672c\u8d28\u662f\u4e00\u4e2a\u80fd\u81ea\u52a8\u7ed9\u5185\u5bb9\u5206\u7c7b\u6253\u6807\u7b7e\u7684AI\u6a21\u578b\uff0c\u6bd4\u5982\u662f\u6b63\u5e38\u7684\u5408\u89c4\u56fe\u7247\uff0c\u90a3\u4e48\u5b83\u5c31\u7ed9\u6253\u4e0a\u5408\u89c4\u7684\u6807\u7b7e\uff0c\u8f93\u51fa\u7ed9\u7528\u6237\u3002\u5982\u679c\u662f\u8840\u8165\u66b4\u529b\u6216\u8005\u8272\u60c5\u4f4e\u4fd7\u7684\u7167\u7247\uff0c\u5b83\u4e5f\u4f1a\u6253\u4e0a\u76f8\u5f53\u5e94\u7684\u6807\u7b7e\uff0c\u7136\u540e\u5bf9\u5176\u8fdb\u884c\u62e6\u622a\u3002<\/p>\n

\u56e0\u6b64\uff0c\u5b83\u540c\u6837\u5b58\u5728\u8bef\u5224\u98ce\u9669<\/a>\u3002<\/p>\n

\u7279\u522b\u662f\u5f53\u6709\u5bb3\u5185\u5bb9\u4ee5\u9690\u6666\u3001\u53cd\u8bbd\u6216\u6df7\u5408\u683c\u5f0f\u5448\u73b0\u65f6\uff0c\u5ba1\u6838\u7cfb\u7edf\u7684\u53ec\u56de\u7387\u4f1a\u663e\u8457\u4e0b\u964d\u3002\u5143\u5b9d\u5728\u9664\u5915\u591c\u751f\u6210\u7684\u62dc\u5e74\u56fe\u7247\u4e2d\u51fa\u73b0\u810f\u8bdd\uff0c\u5f88\u53ef\u80fd\u5c31\u662f\u56e0\u4e3a\u56fe\u7247\u4e2d\u7684\u6587\u5b57\u5185\u5bb9\u6ca1\u6709\u88ab\u5ba1\u6838\u7cfb\u7edf\u8bc6\u522b\u548c\u62e6\u622a\u3002<\/p>\n

\u6839\u636e\u817e\u8baf\u7684\u5b98\u65b9\u6570\u636e\uff0c\u5143\u5b9d\u5728\u6625\u8282\u671f\u95f4\u65e5\u6d3b\u8dc3\u7528\u6237\u6570\u5cf0\u503c\u8d855000\u4e07\uff0c\u6708\u6d3b\u8dc3\u7528\u6237\u6570\u8fbe1.14\u4ebf\u3002<\/p>\n

\u56e0\u6b64\uff0c\u54ea\u6015\u5355\u6b21\u4ea4\u4e92\u7684\u5931\u8d25\u7387\u53ea\u67090.001%\uff0c\u8fbe\u5230\u8fd9\u4e2a\u91cf\u7ea7\u4ee5\u540e\uff0c\u6bcf\u5929\u4ecd\u4f1a\u51fa\u73b0\u6570\u6b21\u5f02\u5e38\u3002<\/p>\n

\u8fd9\u662f\u5927\u89c4\u6a21\u90e8\u7f72\u5927\u8bed\u8a00\u6a21\u578b\u65f6\u4e0d\u53ef\u907f\u514d\u7684\u7edf\u8ba1\u73b0\u8c61\u3002<\/strong><\/p>\n

\u90a3\u4f4d\u5728\u9664\u5915\u591c\u88ab\u9a82\u7684\u7528\u6237\uff0c\u4ee5\u53ca\u90a3\u4f4d\u4fee\u6539\u4ee3\u7801\u88ab\u9a82\u7684\u7528\u6237\uff0c\u4e0d\u5e78\u6210\u4e3a\u4e86\u8fd9\u4e2a\u5c0f\u6982\u7387\u4e8b\u4ef6\u7684“\u4e2d\u5956\u8005”\u3002<\/p>\n

\u4e3a\u4ec0\u4e48\u8fd9\u4e2a\u95ee\u9898\u65e0\u6cd5\u6839\u6cbb<\/strong><\/h2>\n

\u7406\u8bba\u4e0a\uff0c\u5927\u6a21\u578b\u6240\u6709\u8f93\u51fa\u7684\u7ed3\u679c\uff0c\u90fd\u5e94\u8be5\u7ecf\u8fc7\u4e00\u4e2a\u73af\u8282\uff0c\u53eb\u505a“\u5b89\u5168\u5bf9\u9f50”(Safety Alignment)\u3002<\/p>\n

\u6240\u8c13“\u5b89\u5168\u5bf9\u9f50”\uff0c\u662f\u6307\u901a\u8fc7\u76d1\u7763\u5fae\u8c03\u548c\u57fa\u4e8e\u4eba\u7c7b\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60\u7b49\u6280\u672f\uff0c\u8ba9\u6a21\u578b\u7684\u8f93\u51fa\u7b26\u5408\u4eba\u7c7b\u4ef7\u503c\u89c2\uff0c\u4ee5\u53ca\u4e92\u8054\u7f51\u76f8\u5173\u7684\u5b89\u5168\u89c4\u8303\u3002<\/p>\n

\u8fd9\u79cd\u5bf9\u9f50\u867d\u7136\u6709\u9884\u8bad\u7ec3\u9636\u6bb5\u7684\u5408\u89c4\u6570\u636e\u6e05\u6d17\u3001\u6709\u5bb3\u5185\u5bb9\u8fc7\u6ee4\uff0c\u63a8\u7406\u9636\u6bb5\u7684\u786c\u7ea6\u675f\u62e6\u622a\u3002\u4f46\u662f\u5b83\u4e5f\u6709\u4e00\u90e8\u5206\uff0c\u662f\u901a\u8fc7\u540e\u8bad\u7ec3\u9636\u6bb5\u5728\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u6982\u7387\u5206\u5e03\u4e0a\u53e0\u52a0\u7684\u4e00\u5c42\u8f6f\u6027\u5f15\u5bfc\u3002<\/p>\n

\u8fd9\u5c31\u50cf\u7ed9\u4e00\u4e2a\u770b\u8fc7\u6050\u6016\u7247\u7684\u4eba\u8bf4\u4e0d\u8981\u505a\u5669\u68a6\u4e00\u6837\uff0c\u90a3\u4e9b\u4e0d\u597d\u7684\u5185\u5bb9\u5df2\u7ecf\u5b58\u5728AI\u7684\u8bb0\u5fc6\u91cc\u4e86\uff0c\u53ea\u662f\u5e73\u65f6\u88ab\u538b\u5236\u4f4f\u4e86\u3002<\/p>\n

\u5b89\u5168\u5bf9\u9f50\u4e0d\u662f\u7f16\u7a0b\uff0c\u51fa\u9519\u662f\u5fc5\u7136\u7684\uff0c\u53ea\u4e0d\u8fc7\u6709\u7684\u6a21\u578b\u6982\u7387\u9ad8\uff0c\u6709\u7684\u6a21\u578b\u6982\u7387\u4f4e\u3002<\/strong><\/p>\n

\u73b0\u5728\u5927\u6a21\u578b\u8bad\u7ec3\u7528\u7684\u7406\u8bba\u57fa\u7840\uff0c\u662f\u57fa\u4e8e\u4eba\u7c7b\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60\uff08RLHF\uff09\u3002RLHF\u7684\u5de5\u4f5c\u539f\u7406\u662f\u901a\u8fc7\u5956\u52b1\u6a21\u578b\u8c03\u6574\u8f93\u51fa\u6982\u7387\uff0c\u800c\u975e\u7981\u6b62\u67d0\u4e9b\u8f93\u51fa\u3002<\/p>\n

\u8fd9\u91cc\u7684\u5173\u952e\u5728\u4e8e\uff0c\u5b83\u8f93\u51fa\u67d0\u4e00\u79cd\u4e8b\u7269\u7684\u6982\u7387\u6c38\u8fdc\u4e0d\u4f1a\u662f\u7edd\u5bf9\u76840\u62161\u3002\u8fd9\u4e5f\u5c31\u5bfc\u81f4\uff0c\u65e0\u8bba\u4f60\u600e\u4e48\u8bad\u7ec3\uff0c\u90fd\u6709\u6982\u7387\u51fa\u73b0\u8bf4\u810f\u8bdd\u7684\u60c5\u51b5\u3002<\/p>\n

\u5143\u5b9d\u77e5\u9053\u4ec0\u4e48\u662f\u810f\u8bdd\uff0c\u5982\u4f55\u9a82\u4eba\uff0c\u56e0\u6b64\u53ea\u8981\u6709\u6982\u7387\u51fa\u73b0\u7ba1\u63a7\u6f0f\u6d1e\uff0c\u5b83\u5c31\u4f1a\u8bf4\u810f\u8bdd\u3002<\/p>\n

\u5373\u4fbf\u662f\u5fae\u8c03\u4e5f\u65e0\u6cd5\u963b\u6b62\u8fd9\u4e2a\u95ee\u9898\u3002\u9884\u8bad\u7ec3\u77e5\u8bc6\u7684\u6570\u636e\u91cf\u662f\u4e07\u4ebf\u7ea7\u522b\u7684\uff0c\u800c\u5fae\u8c03\u7528\u7684\u5bf9\u9f50\u8bad\u7ec3\u6570\u636e\u91cf\u53ea\u6709\u767e\u4e07\u7ea7\u3002<\/strong>\u80af\u5b9a\u4f1a\u6709\u5fae\u8c03\u6ca1\u8003\u8651\u5468\u5168\u7684\u5730\u65b9\uff0c\u8fdb\u800c\u8ba9\u5143\u5b9d“\u8d8a\u72f1”\u9a82\u4eba\u3002<\/p>\n

\u9884\u8bad\u7ec3\u9636\u6bb5\u5df2\u7ecf\u5f62\u6210\u7684\u77e5\u8bc6\u7ed3\u6784\u65e0\u6cd5\u88abRLHF\u5b8c\u5168\u8986\u76d6\u3002\u8fd9\u4e9b\u77e5\u8bc6\u5df2\u7ecf\u6df1\u6df1\u5d4c\u5165\u5728\u6a21\u578b\u7684\u795e\u7ecf\u7f51\u7edc\u6743\u91cd\u4e2d\u3002\u800cRLHF\u53ea\u662f\u5728\u8fd9\u4e2a\u57fa\u7840\u4e0a\u8fdb\u884c\u8c03\u6574\uff0c\u8bd5\u56fe\u8ba9\u6a21\u578b“\u66f4\u503e\u5411\u4e8e”\u751f\u6210\u5b89\u5168\u7684\u5185\u5bb9\uff0c\u4f46\u5e76\u4e0d\u80fd\u4ece\u6839\u672c\u4e0a\u5220\u9664\u90a3\u4e9b\u4e0d\u5b89\u5168\u7684\u77e5\u8bc6\u3002<\/p>\n

\u7ecf\u5e38\u6709\u4eba\u4f1a\u901a\u8fc7\u5bf9\u8bdd\u6765\u8bf1\u5bfc\u6a21\u578b\u751f\u6210\u6ca1\u6cd5\u8fc7\u5ba1\u7684\u5185\u5bb9\uff0c\u4ed6\u4eec\u5229\u7528\u7684\u5c31\u662f\u901a\u8fc7\u5bf9\u8bdd\u5f15\u5bfc\u6a21\u578b\u751f\u6210\u9884\u8bad\u7ec3\u4e2d\u5305\u542b\u7684\u90a3\u4e9b\u4e0d\u5065\u5eb7\u7684\u5185\u5bb9\u3002<\/p>\n

\u8fd8\u6709\u4e00\u70b9\uff0c\u795e\u7ecf\u7f51\u7edc\u7684“\u9ed1\u7bb1”\u7279\u6027\u5bfc\u81f4AI\u8f93\u51fa\u7684\u884c\u4e3a\u4e0d\u53ef\u5b8c\u5168\u9884\u6d4b\u3002<\/p>\n

\u4f20\u7edf\u8f6f\u4ef6\u5de5\u7a0b\u90fd\u6709\u4e00\u5b9a\u7684\u9a8c\u8bc1\u65b9\u5f0f\uff0c\u6216\u8005\u662f\u6570\u5b66\u9a8c\u8bc1\uff0c\u6216\u8005\u662f\u5de5\u7a0b\u9a8c\u8bc1\u3002<\/p>\n

\u4f46\u76f4\u81f3\u4eca\u65e5\uff0c\u5730\u7403\u4e0a\u6ca1\u6709\u4efb\u4f55\u4e00\u79cd\u65b9\u6cd5\u53ef\u4ee5\u8bc1\u660e“\u6a21\u578b\u6c38\u8fdc\u4e0d\u4f1a\u8f93\u51fa\u67d0\u4e9b\u7279\u5b9a\u5185\u5bb9”\u3002<\/strong><\/p>\n

\u795e\u7ecf\u7f51\u7edc\u7684\u51b3\u7b56\u8fc7\u7a0b\u662f\u901a\u8fc7\u6570\u767e\u4ebf\u4e2a\u53c2\u6570\u4e4b\u95f4\u590d\u6742\u7684\u76f8\u4e92\u4f5c\u7528\u4ea7\u751f\u7684\uff0c\u76ee\u524d\u4ee5\u4eba\u7c7b\u73b0\u6709\u7684\u6280\u672f\uff0c\u662f\u65e0\u6cd5\u8ffd\u8e2a\u6bcf\u4e00\u4e2a\u51b3\u7b56\u8def\u5f84\u7684\uff0c\u56e0\u6b64\u4e5f\u5c31\u65e0\u6cd5\u9884\u6d4b\u6240\u6709\u53ef\u80fd\u7684\u8f93\u5165\u7ec4\u5408\u4f1a\u4ea7\u751f\u4ec0\u4e48\u6837\u7684\u8f93\u51fa\u3002<\/p>\n

\u8fd9\u79cd\u4e0d\u53ef\u9884\u6d4b\u6027\u662f\u795e\u7ecf\u7f51\u7edc\u8fd9\u7c7b\u6280\u672f\u7684\u56fa\u6709\u7279\u5f81\u3002<\/p>\n

\u6240\u4ee5\u5f53\u524dAI\u5b89\u5168\u7814\u7a76\u7684\u56f0\u5883\u662f\u53ea\u80fd\u964d\u4f4e\u98ce\u9669\uff0c\u65e0\u6cd5\u771f\u6b63\u610f\u4e49\u4e0a\u7684\u6d88\u9664\u98ce\u9669\u3002\u8fd9\u4e0d\u662f\u67d0\u4e00\u5bb6\u516c\u53f8\u7684\u6280\u672f\u95ee\u9898\uff0c\u800c\u662f\u6574\u4e2a\u884c\u4e1a\u9762\u4e34\u7684\u5171\u540c\u6311\u6218\u3002<\/p>\n

\u7814\u7a76\u4eba\u5458\u53ef\u4ee5\u901a\u8fc7\u6539\u8fdb\u8bad\u7ec3\u65b9\u6cd5\u3001\u4f18\u5316\u5ba1\u6838\u673a\u5236\u3001\u589e\u52a0\u5b89\u5168\u7ea6\u675f\u6765\u964d\u4f4e\u6709\u5bb3\u8f93\u51fa\u7684\u6982\u7387\uff0c\u5374\u4ecd\u7136\u65e0\u6cd5\u505a\u5230\u767e\u5206\u4e4b\u767e\u7684\u5b89\u5168\u4fdd\u8bc1\u3002<\/p>\n

\u817e\u8baf\u5e94\u8be5\u600e\u4e48\u529e\uff1f<\/strong><\/h2>\n

\u4ece\u5fae\u8f6f\u5c0f\u51b0\u518d\u5230\u4eca\u5929\u7684\u5143\u5b9d\uff0cAI\u804a\u5929\u673a\u5668\u4eba“\u9a82\u4eba”\u8fd9\u4ef6\u4e8b\uff0c\u51e0\u4e4e\u8d2f\u7a7f\u4e86\u6574\u4e2a\u4e2d\u6587AI\u53d1\u5c55\u53f2\u3002<\/p>\n

\u867d\u7136\u524d\u6587\u5df2\u7ecf\u8bba\u8bc1\u4e86“\u5f7b\u5e95\u6839\u6cbb”\u5728\u6280\u672f\u4e0a\u4e0d\u53ef\u80fd\uff0c\u4f46\u8fd9\u5e76\u4e0d\u610f\u5473\u7740\u817e\u8baf\u5c31\u6ca1\u6709\u4efb\u4f55\u529e\u6cd5\u4e86\u3002\u5b9e\u9645\u4e0a\uff0c\u4e1a\u754c\u5df2\u7ecf\u5728\u63a2\u7d22\u66f4\u6709\u6548\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n

\u4e00\u4e2a\u53ef\u884c\u7684\u65b9\u5411\u662f\u5bf9\u793e\u4ea4\u6570\u636e\u8fdb\u884c“\u60c5\u611f\u6807\u6ce8”\u548c“\u573a\u666f\u5206\u7c7b”\u3002<\/strong><\/p>\n

\u670b\u53cb\u95f4\u5f00\u73a9\u7b11\u7684\u810f\u8bdd\u548c\u771f\u6b63\u7684\u8fb1\u9a82\uff0c\u5728\u4e0a\u4e0b\u6587\u7279\u5f81\u4e0a\u662f\u6709\u533a\u522b\u7684\u3002\u901a\u8fc7\u5f15\u5165\u60c5\u611f\u8ba1\u7b97\u6a21\u578b\uff0c\u53ef\u4ee5\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u5c31\u7ed9\u6570\u636e\u6253\u4e0a“\u5584\u610f\u8c03\u4f83”\u6216“\u6076\u610f\u653b\u51fb”\u7684\u6807\u7b7e\uff0c\u8ba9\u6a21\u578b\u5b66\u4f1a\u533a\u5206\u8bed\u5883\uff0c\u800c\u4e0d\u662f\u4e00\u5200\u5207\u5730\u5b66\u4e60\u6240\u6709\u810f\u8bdd\u8868\u8fbe\u3002<\/p>\n

\u817e\u8baf\u7684\u59da\u987a\u96e8\u6b64\u524d\u63d0\u51fa\u7684ReAct\uff08\u63a8\u7406-\u884c\u52a8\u8303\u5f0f\uff09\uff0c\u628a\u5bf9\u9f50\u4ece\u4e8b\u540e\u62e6\u622a\u5347\u7ea7\u4e3a\u4e8b\u524d\u5e72\u9884\u3002<\/p>\n

ReAct\u6846\u67b6\u8ba9\u6a21\u578b\u7684\u6bcf\u4e00\u6b65\u51b3\u7b56\u3001\u6bcf\u4e00\u4e2a\u884c\u4e3a\u90fd\u6709\u53ef\u8ffd\u6eaf\u3001\u53ef\u6821\u9a8c\u7684\u63a8\u7406\u94fe\u8def\uff0c\u80fd\u5728\u63a8\u7406\u73af\u8282\u5c31\u63d0\u524d\u8bc6\u522b\u6709\u5bb3\u610f\u56fe\u3001\u8fdd\u89c4\u903b\u8f91\uff0c\u4ece\u6839\u6e90\u4e0a\u62e6\u622a\u6709\u5bb3\u8f93\u51fa\uff0c\u5b9e\u73b0\u4e86\u5bf9\u9f50\u73af\u8282\u7684\u524d\u7f6e\uff0c\u4e5f\u662f\u76ee\u524d\u884c\u4e1a\u516c\u8ba4\u7684“\u767d\u76d2\u5316\u5bf9\u9f50”\u6838\u5fc3\u8def\u5f84\u3002<\/p>\n

\u53e6\u4e00\u4e2a\u503c\u5f97\u5173\u6ce8\u7684\u662fAnthropic\u57282022\u5e74\u63d0\u51fa\u7684CAI\u6280\u672f\u3002\u8fd9\u662f\u76ee\u524dClaude\u6a21\u578b\u7684\u6838\u5fc3\u5bf9\u9f50\u6280\u672f\u3002<\/p>\n

RLHF\u4f9d\u8d56\u6d77\u91cf\u4eba\u5de5\u6807\u6ce8\u6570\u636e\uff0c\u4e0d\u540c\u6807\u6ce8\u5458\u7684\u4ef7\u503c\u89c2\u3001\u5224\u65ad\u6807\u51c6\u5b58\u5728\u4e3b\u89c2\u504f\u5dee\uff0c\u5bfc\u81f4AI\u7684\u7ea6\u675f\u8fb9\u754c\u6a21\u7cca\u3001\u884c\u4e3a\u6ce2\u52a8\u5927\uff0c\u6781\u6613\u51fa\u73b0“\u8d8a\u72f1”\u98ce\u9669\u3002<\/p>\n

CAI\u6280\u672f\u8ba9AI\u5177\u5907\u4e86\u81ea\u4e3b\u63a8\u7406\u3001\u5224\u65ad\u65b0\u98ce\u9669\u573a\u666f\u7684\u80fd\u529b\uff0c\u65e0\u9700\u4eba\u5de5\u63d0\u524d\u679a\u4e3e\u6240\u6709\u98ce\u9669\uff0c\u80fd\u5bf9\u672a\u9884\u89c1\u7684\u6709\u5bb3\u8bf7\u6c42\u505a\u51fa\u5408\u89c4\u5224\u65ad\uff0c\u7ea6\u675f\u7684\u8986\u76d6\u8303\u56f4\u548c\u6cdb\u5316\u6027\u8fdc\u8d85\u540c\u671fRLHF\u3002<\/p>\n

\u524d\u6587\u63d0\u5230\uff0c\u7531\u4e8eRLHF\u9ed1\u7bb1\u7684\u5b58\u5728\uff0c\u65e0\u8bba\u5f00\u53d1\u8005\u8fd8\u662f\u7528\u6237\uff0c\u4ed6\u4eec\u90fd\u4e0d\u6e05\u695a\uff0c\u4e3a\u4ec0\u4e48\u6a21\u578b\u4f1a\u8f93\u51fa\u8fd9\u4e9b\uff0c\u4e3a\u4ec0\u4e48\u6a21\u578b\u4e0d\u4f1a\u8f93\u51fa\u8fd9\u4e9b\u3002<\/p>\n

\u800c\u501f\u52a9CAI\u6280\u672f\uff0cAI\u7684\u81ea\u6211\u6279\u5224\u3001\u8f93\u51fa\u4fee\u8ba2\u3001\u884c\u4e3a\u8bc4\u5224\u90fd\u57fa\u4e8e\u660e\u786e\u7684\u6761\u6b3e\uff0c\u7ea6\u675f\u903b\u8f91\u53ef\u8ffd\u6eaf\u3001\u53ef\u89e3\u91ca\uff0c\u4e5f\u80fd\u6839\u636e\u9700\u6c42\u5feb\u901f\u8c03\u6574\u89c4\u5219\uff0c\u5927\u5e45\u964d\u4f4e\u4e86\u9ed1\u7bb1\u5931\u63a7\u98ce\u9669\u3002<\/p>\n

AI\u804a\u5929\u673a\u5668\u4eba\u91cd\u590d\u7740\u76f8\u4f3c\u7684\u9519\u8bef\uff0c\u8fd9\u4e0d\u662f\u67d0\u4e00\u5bb6\u516c\u53f8\u7684\u5931\u8bef\uff0c\u800c\u662f\u6574\u4e2a\u884c\u4e1a\u90fd\u8981\u53bb\u9762\u5bf9\u7684\u95ee\u9898\u3002\u6280\u672f\u7684\u8fdb\u6b65\u662f\u5faa\u5e8f\u6e10\u8fdb\u7684\uff0c\u60f3\u8981\u5b8c\u5168\u6d88\u9664\u8fd9\u7c7b\u95ee\u9898\uff0c\u53ef\u80fd\u8fd8\u9700\u8981\u66f4\u957f\u65f6\u95f4\u7684\u7814\u7a76\u3002<\/p>\n

\u4f46\u6709\u4e00\u70b9\u662f\u660e\u786e\u7684\uff0cAI\u518d\u5148\u8fdb\uff0c\u4e5f\u8fd8\u662f\u4f1a\u72af\u9519\u7684\u3002\u5728\u4eab\u53d7AI\u5e26\u6765\u7684\u4fbf\u5229\uff0c\u4e5f\u8981\u5bf9\u5176\u53ef\u80fd\u51fa\u73b0\u7684\u5f02\u5e38\u4fdd\u6301\u8b66\u60d5\u548c\u5305\u5bb9\u3002<\/p>\n

\u8ba9AI\u5b66\u4f1a“\u597d\u597d\u8bf4\u8bdd”\uff0c\u53ef\u80fd\u6bd4\u8ba9\u5b83\u53d8\u5f97\u66f4\u806a\u660e\uff0c\u8fd8\u8981\u96be\u5f97\u591a\u3002<\/p>\n

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