{"id":3848,"date":"2023-09-21T11:19:40","date_gmt":"2023-09-21T03:19:40","guid":{"rendered":""},"modified":"2023-09-21T11:19:40","modified_gmt":"2023-09-21T03:19:40","slug":"","status":"publish","type":"post","link":"http:\/\/www.idea2003.com\/dongtai\/3848.html","title":{"rendered":"\u300c\u6df1\u547c\u5438\u300d\u8ba9\u5927\u6a21\u578b\u8868\u73b0\u66f4\u4f73\uff01\u8c37\u6b4cDeepMind\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210Prompt\uff0c\u8fd8\u662fAI\u66f4\u61c2AI"},"content":{"rendered":"<blockquote>\n<p>\u58f0\u660e:\u672c\u6587\u6765\u81ea\u4e8e\u5fae\u4fe1\u516c\u4f17\u53f7 \u65b0\u667a\u5143\uff08ID:AI_era\uff09\uff0c\u4f5c\u8005:\u65b0\u667a\u5143\uff0c\u6388\u6743\u5fae\u65b0\u521b\u60f3\u8f6c\u8f7d\u53d1\u5e03\u3002<\/p>\n<\/blockquote>\n<p><strong>\u3010\u65b0\u667a\u5143\u5bfc\u8bfb\u3011<\/strong>\u8c37\u6b4c<a href=\"http:\/\/www.idea2003.com\" target=\"_blank\" target=\"_blank\"><span>DeepMind<\/span><\/a>\u63d0\u51fa\u4e86\u4e00\u4e2a\u5168\u65b0\u7684\u4f18\u5316\u6846\u67b6OPRO\uff0c\u4ec5\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u5c31\u53ef\u6307\u5bfc<a href=\"http:\/\/www.idea2003.com\" target=\"_blank\" target=\"_blank\"><span>\u5927\u8bed\u8a00\u6a21\u578b<\/span><\/a>\u9010\u6b65\u6539\u8fdb\u89e3\u51b3\u65b9\u6848\uff0c\u5b9e\u73b0\u5404\u7c7b\u4f18\u5316\u4efb\u52a1\u3002<\/p>\n<p>\u300c\u6df1\u547c\u5438\uff0c\u4e00\u6b65\u4e00\u6b65\u5730\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u3002\u300d<\/p>\n<p>\u8fd9\u53e5\u50cf\u4f60\u5728\u51a5\u60f3\u65f6\u4f1a\u542c\u5230\u7684\u8bdd\uff0c\u5176\u5b9e\u662f\u5927\u8bed\u8a00\u6a21\u578b\u7684Prompt\u63d0\u793a\u8bcd!<\/p>\n<p style=\"text-align:center\">\n<p>\u53ea\u662f\u591a\u4e86\u300c\u6df1\u547c\u5438\u300d\u7684\u547d\u4ee4\uff0c\u6a21\u578b\u5728GSM8K\u7684\u5f97\u5206\u5c31\u4ece\u300cthink step by step\u300d\u768471.8\u4e0a\u5347\u81f380.2\uff0c\u6210\u4e3a\u8868\u73b0<span class=\"spamTxt\">\u6700\u4f73<\/span>\u7684Prompt\u3002<\/p>\n<p>\u300c\u6df1\u547c\u5438\u300d\u662f\u4eba\u7c7b\u5e38\u5e38\u7528\u6765\u653e\u677e\u3001\u96c6\u4e2d\u7684\u624b\u6bb5\u4e4b\u4e00\u3002<\/p>\n<p>\u4f46\u4ee4\u4eba\u597d\u5947\u7684\u7684\u662f\uff0c\u4e3a\u4ec0\u4e48\u5bf9\u5e76\u4e0d\u80fd\u300c\u547c\u5438\u300d\u7684\u5927\u6a21\u578b\uff0c\u300c\u6df1\u547c\u5438\u300d\u4e5f\u80fd\u63d0\u9ad8\u5b83\u7684\u8868\u73b0?<\/p>\n<p>\u6709\u7f51\u53cb\u8ba4\u4e3a\u8fd9\u662f\u5927\u6a21\u578b\u5728\u6a21\u4eff\u4eba\u7c7b\uff0c\u6bd5\u7adf\u5b83\u53ef\u6ca1\u6709\u80ba\u3002<\/p>\n<p style=\"text-align:center\">\n<p>\u4e5f\u6709\u7f51\u53cb\u8ba4\u4e3a\uff0c\u6216\u8bb8\u662f\u5728\u4eba\u5de5\u667a\u80fd\u7684\u8bad\u7ec3\u4e2d\uff0c\u4f7f\u7528\u4e92\u8054\u7f51\u8d44\u6e90\u8ba9\u4eba\u5de5\u667a\u80fd\u610f\u5916\u5730\u8d1f\u8f7d\u4e86\u4eba\u6027\u3002<\/p>\n<p>\u300c\u6211\u4eec\u65e0\u610f\u4e2d\u628a\u60c5\u611f\u8d4b\u4e88\u4e86\u673a\u5668\u3002\u300d<\/p>\n<p style=\"text-align:center\">\n<p>\u800c\u8fd9\u4e2aPrompt\u4e5f\u4e0d\u662f\u4eba\u7c7b\u8bbe\u8ba1\u51fa\u7684\uff0c\u800c\u662f\u6a21\u578b\u81ea\u5df1\u751f\u6210\u7684\u3002<\/p>\n<p>\u4eff\u4f5b\u6a21\u578b\u81ea\u5df1\u4e5f\u66f4\u504f\u597d\u5e26\u6709\u9f13\u52b1\u3001\u6b63\u5411\u7684Prompt\u3002<\/p>\n<p>\u4f46\u8fd9\u4e5f\u4e0d\u662f<span class=\"spamTxt\">\u7b2c\u4e00<\/span>\u6b21\u6709\u7814\u7a76\u8bc1\u5b9e\u5927\u6a21\u578b\u4f1a\u5bf9\u4ea4\u4e92\u4e2d\u7684\u6b63\u53cd\u9988\u4f5c\u51fa\u79ef\u6781\u7684\u54cd\u5e94\u3002<\/p>\n<p>\u53e6\u4e00\u65b9\u9762\uff0c\u968f\u7740\u6280\u672f\u7684\u53d1\u5c55\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u5728\u5404\u4e2a\u9886\u57df\u90fd\u53d6\u5f97\u4e86\u4ee4\u4eba\u77a9\u76ee\u7684\u6210\u7ee9\u3002<\/p>\n<p>\u5b83\u4eec\u7406\u89e3\u81ea\u7136\u8bed\u8a00\u7684\u80fd\u529b\u4e3a\u4f18\u5316\u63d0\u4f9b\u4e86\u4e00\u79cd\u65b0\u7684\u53ef\u80fd\u6027:<\/p>\n<p>\u6211\u4eec\u53ef\u4ee5\u4e0d\u518d\u4f7f\u7528\u7a0b\u5e8f\u5316\u6c42\u89e3\u5668\u6765\u5b9a\u4e49\u4f18\u5316\u95ee\u9898\u548c\u63a8\u5bfc\u66f4\u65b0\u6b65\u9aa4\uff0c\u800c\u662f\u7528\u81ea\u7136\u8bed\u8a00\u6765\u63cf\u8ff0\u4f18\u5316\u95ee\u9898\uff0c\u7136\u540e\u6307\u793aLLM\u6839\u636e\u95ee\u9898\u63cf\u8ff0\u548c\u4e4b\u524d\u627e\u5230\u7684\u89e3\u51b3\u65b9\u6848\u8fed\u4ee3\u751f\u6210\u65b0\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p>\u4f7f\u7528LLM\u8fdb\u884c\u4f18\u5316\u65f6\uff0c\u53ea\u9700\u66f4\u6539\u63d0\u793a\u4e2d\u7684\u95ee\u9898\u63cf\u8ff0\uff0c\u5c31\u80fd\u5feb\u901f\u9002\u5e94\u4e0d\u540c\u7684\u4efb\u52a1\uff0c\u800c\u4e14\u8fd8\u53ef\u4ee5\u901a\u8fc7\u6dfb\u52a0\u6307\u4ee4\u6765\u6307\u5b9a\u6240\u9700\u7684\u89e3\u51b3\u65b9\u6848\u5c5e\u6027\uff0c\u4ece\u800c\u5b9a\u5236\u4f18\u5316\u8fc7\u7a0b\u3002<\/p>\n<p>\u6700\u8fd1\uff0c\u8c37\u6b4cDeepMind\u4e00\u7bc7\u7814\u7a76\u4ecb\u7ecd\u4e86\u4f7f\u7528LLM\u5bf9\u81ea\u7136\u8bed\u8a00\u7684\u63d0\u793a\u5de5\u7a0b\u8fdb\u884c\u4f18\u5316\u7684\u65b9\u6cd5\uff0c\u79f0\u4e3aOptimization by PROmpting\uff08OPRO\uff09\u3002<\/p>\n<p style=\"text-align:center\">\n<p style=\"text-align: center;\">\u8bba\u6587\u5730\u5740:https:\/\/arxiv.org\/pdf\/2309.03409.pdf<\/p>\n<p>OPRO\u5c31\u662f\u4e00\u79cd\u5c06\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7528\u4f5c\u4f18\u5316\u5668\u7684\u7b80\u5355\u6709\u6548\u7684\u65b9\u6cd5\u3002<\/p>\n<p>OPRO\u7684\u6b65\u9aa4\u5982\u4e0b:<\/p>\n<p style=\"text-align:center\">\n<p>\u5728\u6bcf\u4e00\u6b65\u4f18\u5316\u4e2d\uff0c\u4f7f\u7528\u5143\u63d0\u793a\uff08meta-prompt\uff09\u5411LLM\u63cf\u8ff0\u4f18\u5316\u95ee\u9898\u3002<\/p>\n<p>\u5143\u63d0\u793a\u5305\u542b\u81ea\u7136\u8bed\u8a00\u4efb\u52a1\u63cf\u8ff0\u3001\u4ee5\u5f80\u751f\u6210\u7684\u89e3\u51b3\u65b9\u6848\u53ca\u5176\u76ee\u6807\u51fd\u6570\u503c\u3002<\/p>\n<p>\u7136\u540e\uff0cLLM\u6839\u636e\u5143\u63d0\u793a\u751f\u6210\u65b0\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p>\u6700\u540e\uff0c\u8ba1\u7b97\u65b0\u89e3\u7684\u76ee\u6807\u51fd\u6570\u503c\uff0c\u5e76\u52a0\u5165\u5143\u63d0\u793a\u4ee5\u8fdb\u884c\u4e0b\u4e00\u6b65\u4f18\u5316\u3002<\/p>\n<p>\u91cd\u590d\u8be5\u8fc7\u7a0b\uff0c\u76f4\u5230LLM\u65e0\u6cd5\u518d\u627e\u5230\u66f4\u597d\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p>\u7814\u7a76\u8868\u660e\uff0cOPRO\u751f\u6210\u7684<span class=\"spamTxt\">\u6700\u4f73<\/span>\u63d0\u793a\u5728GSM8K\u95ee\u9898\u4e0a\u8d85\u8fc7\u4eba\u7c7b\u8bbe\u8ba1\u7684\u63d0\u793a\u9ad8\u8fbe8%\uff0c\u5728Big-Bench Hard\u4efb\u52a1\u4e0a\u9ad8\u8fbe50%\u3002<\/p>\n<p>LLM\u4f5c\u4e3a\u6570\u5b66\u4f18\u5316\u5668<\/p>\n<p>\u300c\u63a8\u7406\u300d\u662f\u5927\u8bed\u8a00\u6a21\u578b\u7684\u77ed\u5904\uff0c\u57fa\u4e8e\u8bf8\u591a\u8bed\u6599\u8bad\u7ec3\u7684\u8fd9\u4e9b\u6a21\u578b\u5728\u63a8\u7406\u95ee\u9898\u4e0a\u7684\u8868\u73b0\u4e0e\u6587\u672c\u5904\u7406\u76f8\u6bd4\u5341\u5206\u7cdf\u7cd5\u3002<\/p>\n<p>\u5c31\u8fde\u6700\u7b80\u5355\u7684\u52a0\u51cf\u4e58\u9664\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u4e5f\u4f1a\u4e00\u672c\u6b63\u7ecf\u5730\u300c\u80e1\u8bf4\u516b\u9053\u300d\u3002<\/p>\n<p>\u4f46\u8c37\u6b4cDeepMind\u8bc1\u5b9e\u4e86OPRO\u5728\u6570\u5b66\u95ee\u9898\u4e2d\u4e5f\u80fd\u4f18\u5316\u6a21\u578b\u7684\u8868\u73b0\u3002<\/p>\n<p>\u7814\u7a76\u4eba\u5458\u9009\u62e9\u4e86\u7ebf\u6027\u56de\u5f52\u4f5c\u4e3a\u8fde\u7eed\u4f18\u5316\u7684\u4f8b\u5b50\uff0c\u65c5\u884c\u5546\u95ee\u9898\uff08Traveling Salesman Problem\uff0c TSP\uff09\u4f5c\u4e3a\u79bb\u6563\u4f18\u5316\u7684\u793a\u4f8b\u3002<\/p>\n<p><strong>\u7ebf\u6027\u56de\u5f52<\/strong><\/p>\n<p>\u5b9e\u9a8c\u8868\u660e\uff0c\u4ec5\u901a\u8fc7\u63d0\u793aLLM\u5c31\u80fd\u5728\u7ebf\u6027\u56de\u5f52\u95ee\u9898\u4e0a\u627e\u5230\u5168\u5c40<span class=\"spamTxt\">\u6700\u4f18<\/span>\u89e3\u3002\u6709\u65f6\u53ef\u5339\u654c\u4e13\u95e8\u8bbe\u8ba1\u7684\u7b97\u6cd5\uff0c\u8bc1\u660e\u4e86LLM\u4f5c\u4e3a\u4f18\u5316\u5668\u7684\u6f5c\u529b\u3002<\/p>\n<p style=\"text-align:center\">\n<p><strong>\u65c5\u884c\u5546\u95ee\u9898\uff08Traveling Salesman Problem\uff0cTSP\uff09<\/strong><\/p>\n<p>TSP\u5b9e\u9a8c\u8bc1\u660e\uff0c\u5728\u5c0f\u89c4\u6a21\u95ee\u9898\u4e0aLLM\u53ef\u901a\u8fc7\u63d0\u793a\u5b9e\u73b0\u7c7b\u4f3c\u4e13\u4e1a\u4f18\u5316\u7b97\u6cd5\u7684\u6548\u679c\u3002<\/p>\n<p>\u4f46\u5bf9\u4e8e\u5927\u89c4\u6a21\u7ec4\u5408\u4f18\u5316\u95ee\u9898\u800c\u8a00\uff0cLLM\u5e26\u6765\u7684\u6027\u80fd\u4ecd\u9700\u63d0\u5347\u3002<\/p>\n<p style=\"text-align:center\">\n<p>\u4e0b\u56fe\u662f\u5728GSM8K\u4e0a\u4f7f\u7528\u7ecf\u8fc7\u6307\u4ee4\u8c03\u6574\u7684PalM2-I\uff08PaLM2-L-IT\uff09\u8fdb\u884c\u63d0\u793a\u4f18\u5316\u7684\u5143\u63d0\u793a\u4f8b\u5b50\u3002<\/p>\n<p>\u751f\u6210\u7684\u6307\u4ee4\u5c06\u88ab\u6dfb\u52a0\u5230\u8bc4\u5206\u5668LLM\u8f93\u51fa\u4e2d\u7684A\u5f00\u5934\u3002<\/p>\n<p>\u84dd\u8272\u6587\u672c\u5305\u542b\u8fc7\u53bb\u751f\u6210\u7684\u63d0\u793a\u548c\u5bf9\u5e94\u7684\u5206\u6570\uff0c\u5206\u6570\u9ad8\u7684\u6392\u5728\u524d\u9762\u3002\u8fd9\u662f\u4e00\u7cfb\u5217\u6307\u4ee4\u53ca\u5176\u5728\u8bad\u7ec3\u96c6\u4e0a\u7684\u7cbe\u5ea6\u3002<\/p>\n<p>\u7d2b\u8272\u6587\u672c\u63cf\u8ff0\u4e86\u4f18\u5316\u4efb\u52a1\u548c\u8f93\u51fa\u683c\u5f0f\u8981\u6c42\uff0c\u8bf4\u660e\u4e86\u751f\u6210\u6307\u4ee4\u7684\u4f4d\u7f6e\u548c\u4f5c\u7528\u3002<\/p>\n<p>\u6a59\u8272\u6587\u672c\u662f\u5143\u6307\u4ee4\uff0c\u63d0\u4f9b\u4e86LLM\u5982\u4f55\u8fdb\u4e00\u6b65\u89e3\u91ca\u4f18\u5316\u76ee\u6807\u548c\u5982\u4f55\u4f7f\u7528\u7ed9\u5b9a\u4fe1\u606f\u3002<\/p>\n<p>&lt;INS&gt; \u8868\u793a\u5c06\u6dfb\u52a0\u751f\u6210\u6307\u4ee4\u7684\u4f4d\u7f6e\u3002<\/p>\n<p style=\"text-align:center\">\n<p>\u63d0\u793a\u4f18\u5316\u5b9e\u9a8c<\/p>\n<p>\u5b9e\u9a8c\u5c06PaLM2-L\u3001text-bison\u3001gpt-3.5-turbo\u3001gpt-4\u4f5c\u4e3a\u4f18\u5316\u5668\u548c\u8bc4\u6d4b\u6a21\u578b\u3002<\/p>\n<p>\u5e76\u9009\u62e9\u4e86GSM8K\u548cBig-Bench Hard\uff08BBH\uff09\u4f5c\u4e3a\u8bc4\u4f30\u57fa\u51c6\u3002GSM8K\u662f\u4e00\u4e2a\u5c0f\u5b66\u6570\u5b66\u95ee\u9898\u7684\u57fa\u51c6\uff0c\u67097473\u4e2a\u8bad\u7ec3\u6837\u672c\u548c1319\u4e2a\u6d4b\u8bd5\u6837\u672c\u3002<\/p>\n<p>BBH\u662f\u4e00\u5957\u5305\u542b23\u4e2a\u5177\u6709\u6311\u6218\u6027\u7684BIG-Bench\u4efb\u52a1\u7b26\u53f7\u64cd\u4f5c\u548c\u5e38\u8bc6\u63a8\u7406\u7684\u57fa\u51c6\uff0c\u6bcf\u4e2a\u4efb\u52a1\u5305\u542b\u591a\u8fbe250\u4e2a\u793a\u4f8b\u3002<\/p>\n<p>\u88684\u603b\u7ed3\u4e86\u4f7f\u7528\u4e0d\u540cLLM\u4f5c\u4e3a\u8bc4\u5206\u5668\u548c\u4f18\u5316\u5668\u5728GSM8K\u4e0a\u53d1\u73b0\u7684<span class=\"spamTxt\">\u9876\u7ea7<\/span>\u6307\u4ee4:<\/p>\n<p>\u4e0d\u540cLLM\u4f5c\u4e3a\u4f18\u5316\u5668\u65f6\uff0c\u6307\u4ee4\u7684\u98ce\u683c\u5dee\u5f02\u5f88\u5927:PalM2-L-IT\u548ctext-bison\u7684\u6307\u4ee4\u7b80\u6d01\u660e\u4e86\uff0c\u800cGPT\u7684\u6307\u4ee4\u5219\u5197\u957f\u800c\u8be6\u7ec6\u3002<\/p>\n<p>\u867d\u7136\u6709\u4e9b\u5f97\u5206\u9ad8\u7684\u6307\u4ee4\u4e2d\u5305\u542b\u300cstep by step\u300d\uff0c\u4f46\u5927\u591a\u6570\u5176\u4ed6\u6307\u4ee4\u5728\u8bed\u4e49\u4e0d\u540c\u7684\u60c5\u51b5\u4e0b\u4e5f\u8fbe\u5230\u4e86\u76f8\u5f53\u6216\u66f4\u9ad8\u7684\u51c6\u786e\u5ea6\u3002<\/p>\n<p style=\"text-align:center\">\n<p><strong>GSM8K\u7ed3\u679c<\/strong><\/p>\n<p>GSM8K\u4e0a\u7684\u4f18\u5316\u4ee5\u9884\u8bad\u7ec3\u7684PalM2-L\u4f5c\u4e3a\u8bc4\u5206\u5668\uff0c\u4ee5\u7ecf\u8fc7\u6307\u4ee4\u8c03\u6574\u7684PalM2-I-IT\u4f5c\u4e3a\u4f18\u5316\u5668\u3002<\/p>\n<p>BBH\u7684\u7535\u5f71\u63a8\u8350\u4e0a\u7684\u4f18\u5316\u4ee5text-bison\u4f5c\u4e3a\u8bc4\u5206\u5668\uff0c\u4ee5PalM2-I-IT\u4f5c\u4e3a\u4f18\u5316\u5668\u3002<\/p>\n<p>\u4e0b\u56fe\u663e\u793a\u4e86\u5728\u9884\u8bad\u7ec3\u7684PalM2-L\u548cPalM2-I-IT\u4f5c\u4e3a\u4f18\u5316\u5668\u7684\u5373\u65f6\u4f18\u5316\u66f2\u7ebf:<\/p>\n<p>\u66f2\u7ebf\u6574\u4f53\u5448\u4e0a\u5347\u8d8b\u52bf\uff0c\u5e76\u5728\u6574\u4e2a\u8fc7\u7a0b\u4e2d\u51fa\u73b0\u4e86\u51e0\u6b21\u8df3\u8dc3\u3002<\/p>\n<p style=\"text-align:center\">\n<p>\u63a5\u4e0b\u6765\uff0c\u7814\u7a76\u4eba\u5458\u4f7f\u7528\uff08a\uff09text-bison\u8bc4\u5206\u5668\u548cPalM2-L-IT\u4f18\u5316\u5668\uff0c\u4ee5\u53ca(b)\u9884\u8bad\u7ec3 PaLM2-L\u4f5c\u4e3a\u8bc4\u5206\u5668\u548c\u4f18\u5316\u5668\uff0c\u5728 GSM8K \u4e0a\u8fdb\u884c\u63d0\u793a\u4f18\u5316\u3002<\/p>\n<p>\u4e0b\u56fe\u4e2d\u7684\u4f18\u5316\u66f2\u7ebf\u4e5f\u5448\u73b0\u51fa\u4e86\u7c7b\u4f3c\u7684\u4e0a\u5347\u8d8b\u52bf\u3002<\/p>\n<p style=\"text-align:center\">\n<p><strong>BBH\u7ed3\u679c<\/strong><\/p>\n<p>\u7814\u7a76\u4eba\u5458\u8fd8\u5728BBH\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u63d0\u793a\u4f18\u5316\u3002\u4e0eGSM8K\u7c7b\u4f3c\uff0c\u5176\u4f18\u5316\u66f2\u7ebf\u4e5f\u57fa\u672c\u5448\u4e0a\u5347\u8d8b\u52bf\u3002\u8fd9\u8868\u793a\u968f\u7740\u4f18\u5316\uff0c\u751f\u6210\u7684\u63d0\u793a\u6027\u80fd\u9010\u6b65\u63d0\u5347\u3002<\/p>\n<p>\u4f46\u4f18\u5316\u5f97\u5230\u7684\u63d0\u793a\u5927\u591a\u6570\u4efb\u52a1\u4e0a\u6bd4\u300cLet&#39;s think step by step\u300d\u63d0\u793a\u6548\u679c\u597d5%\u4ee5\u4e0a\uff0c\u4e2a\u522b\u4efb\u52a1\u63d0\u5347\u53ef\u8fbe50%\u4ee5\u4e0a\u3002<\/p>\n<p>\u4e0e\u7a7a\u63d0\u793a\u76f8\u6bd4\uff0c\u627e\u5230\u7684\u63d0\u793a\u5728\u5927\u591a\u6570\u4efb\u52a1\u4e0a\u4e5f\u67095%\u4ee5\u4e0a\u7684\u663e\u8457\u63d0\u5347\u3002<\/p>\n<p>\u800c\u5728\u4e00\u4e9b\u5177\u4f53\u4efb\u52a1\u5982ruin_names\u4e0a\uff0c\u540e\u671f\u751f\u6210\u7684\u63d0\u793a\u901a\u8fc7\u66ff\u6362\u5173\u952e\u8bcd\u5b50\u53e5\u7684\u65b9\u5f0f\u8fdb\u884c\u91ca\u4e49\u6539\u5199\uff0c\u4ece\u800c\u83b7\u5f97\u8fdb\u4e00\u6b65\u63d0\u5347\u3002<\/p>\n<p>\u53ef\u4ee5\u770b\u5230\uff0c\u4e0d\u540c\u4f18\u5316\u5668\u627e\u5230\u7684\u63d0\u793a\u8bed\u4e49\u548c\u98ce\u683c\u6709\u6240\u4e0d\u540c\uff0c\u4f46\u6548\u679c\u76f8\u8fd1\u3002<\/p>\n<p style=\"text-align:center\">\n<p>\u4e00\u4e9b\u4efb\u52a1\u4f18\u5316\u8fc7\u7a0b\u4e2d\u4e5f\u51fa\u73b0\u4e86\u7cbe\u5ea6\u98de\u8dc3\uff0c\u5bf9\u5e94\u751f\u6210\u63d0\u793a\u7684\u8d28\u7684\u98de\u8dc3\u3002<\/p>\n<p style=\"text-align:center\">\n<p>\u7efc\u4e0a\uff0cBBH\u6570\u636e\u96c6\u7684\u4f18\u5316\u5b9e\u9a8c\u4e5f\u9a8c\u8bc1\u4e86\u65b9\u6cd5\u7684\u6709\u6548\u6027\u3002<\/p>\n<p>\u63d0\u793a\u4f18\u5316\u53ef\u4ee5\u6301\u7eed\u6539\u8fdb\u6027\u80fd\uff0c\u660e\u663e\u8d85\u8fc7\u5f3a\u57fa\u7ebf\u3002\u4f46\u5c0f\u7684\u8bed\u4e49\u53d8\u5316\u5e26\u6765\u7684\u6548\u679c\u63d0\u5347\u663e\u793a\u4e86\u63d0\u793a\u4f18\u5316\u7684\u96be\u70b9\u4e4b\u4e00\u3002<\/p>\n<p>\u4e0b\u8868\u6bd4\u8f83\u4e86\u4e0d\u540c\u6a21\u578b\u5bf9\u4e8e\u540c\u4e00\u4efb\u52a1\u627e\u5230\u7684\u4e0d\u540c\u63d0\u793a\u98ce\u683c\uff0c\u9a8c\u8bc1\u4e86\u63d0\u793a\u4f18\u5316\u53ef\u4ee5\u5e7f\u6cdb\u9002\u7528\u4e8e\u4e0d\u540c\u6a21\u578b\uff0c\u5e76\u7ed9\u51fa\u6bcf\u4e2a\u4efb\u52a1\u7684<span class=\"spamTxt\">\u6700\u4f18<\/span>\u63d0\u793a\u3002<\/p>\n<p style=\"text-align:center\">\n<p>\u603b\u800c\u8a00\u4e4b\uff0c\u8fd9\u9879\u7814\u7a76<span class=\"spamTxt\">\u9996\u6b21<\/span>\u63d0\u51fa\u5e76\u9a8c\u8bc1\u4e86\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u4f18\u5316\u7684\u6709\u6548\u6027\uff0c\u4e3a\u5229\u7528LLM\u8fdb\u884c\u66f4\u5e7f\u6cdb\u4f18\u5316\u4efb\u52a1\u63d0\u4f9b\u4e86\u6846\u67b6\u548c\u7ecf\u9a8c\uff0c\u662f\u8fd9\u4e2a\u65b0\u7684\u7814\u7a76\u65b9\u5411\u7684\u5f00\u62d3\u6027\u5de5\u4f5c\uff0c\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002<\/p>\n<p>\u53c2\u8003\u8d44\u6599:<\/p>\n<p>https:\/\/arxiv.org\/pdf\/2309.03409.pdf<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u58f0\u660e:\u672c\u6587\u6765\u81ea\u4e8e\u5fae\u4fe1\u516c\u4f17\u53f7 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