{"id":28997,"date":"2025-03-18T14:32:14","date_gmt":"2025-03-18T06:32:14","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=28997"},"modified":"2025-03-18T14:32:14","modified_gmt":"2025-03-18T06:32:14","slug":"openaifabudaan","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/openaifabudaan\/","title":{"rendered":"OpenAI\u53d1\u5e03\uff1a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5982\u4f55\u76d1\u63a7\u81ea\u8eab\u7684\u4e0d\u5f53\u884c\u4e3a"},"content":{"rendered":"<p>\u5927\u578b\u63a8\u7406\u6a21\u578b\u5728\u6709\u673a\u4f1a\u65f6\u4f1a\u5229\u7528\u6f0f\u6d1e\u3002\u7814\u7a76\u8868\u660e\uff0c\u53ef\u4ee5\u4f7f\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u76d1\u63a7\u5176\u601d\u7ef4\u94fe\uff08chains-of-thought, CoT\uff09\u6765\u68c0\u6d4b\u8fd9\u4e9b\u5229\u7528\u884c\u4e3a\u3002\u60e9\u7f5a\u6a21\u578b\u7684\u201c\u4e0d\u826f\u60f3\u6cd5\u201d\u5e76\u4e0d\u80fd\u963b\u6b62\u5927\u591a\u6570\u4e0d\u5f53\u884c\u4e3a\uff0c\u53cd\u800c\u4f1a\u4f7f\u5176\u9690\u85cf\u610f\u56fe\u3002<\/p>\n<p><a href=\"https:\/\/cdn.openai.com\/pdf\/34f2ada6-870f-4c26-9790-fd8def56387f\/CoT_Monitoring.pdf\">\u9605\u8bfb\u8bba\u6587(opens in a new window)<\/a><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-29000\" title=\"OpenAI\u53d1\u5e03\uff1a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5982\u4f55\u76d1\u63a7\u81ea\u8eab\u7684\u4e0d\u5f53\u884c\u4e3a-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/2d5ca93c8f3b198.png\" alt=\"OpenAI\u53d1\u5e03\uff1a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5982\u4f55\u76d1\u63a7\u81ea\u8eab\u7684\u4e0d\u5f53\u884c\u4e3a-1\" width=\"2560\" height=\"1440\" \/><\/p>\n<p>\u601d\u7ef4\u94fe\uff08CoT\uff09\u63a8\u7406\u6a21\u578b\u4ee5\u4eba\u7c7b\u53ef\u4ee5\u7406\u89e3\u7684\u81ea\u7136\u8bed\u8a00\u201c\u601d\u8003\u201d\u3002\u76d1\u63a7\u5b83\u4eec\u7684\u201c\u601d\u8003\u201d\u8fc7\u7a0b\uff0c\u4f7f\u6211\u4eec\u80fd\u591f\u68c0\u6d4b\u5230\u8bf8\u5982\u5728\u7f16\u7801\u4efb\u52a1\u4e2d\u89c4\u907f\u6d4b\u8bd5\u3001\u6b3a\u9a97\u7528\u6237\u6216\u5728\u95ee\u9898\u8fc7\u4e8e\u56f0\u96be\u65f6\u653e\u5f03\u7b49\u4e0d\u5f53\u884c\u4e3a\u3002<\/p>\n<p>\u6211\u4eec\u8ba4\u4e3a\uff0cCoT \u76d1\u63a7\u53ef\u80fd\u662f\u672a\u6765\u76d1\u7763\u8d85\u4eba\u7c7b\u6a21\u578b\u7684\u5c11\u6570\u51e0\u79cd\u5de5\u5177\u4e4b\u4e00\u3002<\/p>\n<p>\u7814\u7a76\u8fdb\u4e00\u6b65\u53d1\u73b0\uff0c\u76f4\u63a5\u4f18\u5316 CoT \u4ee5\u4f7f\u5176\u7b26\u5408\u7279\u5b9a\u6807\u51c6\uff08\u4f8b\u5982\uff0c\u4e0d\u8003\u8651\u5956\u52b1\u673a\u5236\u653b\u51fb\uff09\u53ef\u80fd\u4f1a\u5728\u77ed\u671f\u5185\u63d0\u9ad8\u6027\u80fd\uff1b\u7136\u800c\uff0c\u8fd9\u5e76\u4e0d\u80fd\u6d88\u9664\u6240\u6709\u4e0d\u5f53\u884c\u4e3a\uff0c\u5e76\u53ef\u80fd\u5bfc\u81f4\u6a21\u578b\u9690\u85cf\u5176\u610f\u56fe\u3002\u6211\u4eec\u5e0c\u671b\u672a\u6765\u7684\u7814\u7a76\u80fd\u591f\u627e\u5230\u76f4\u63a5\u4f18\u5316 CoT \u800c\u6ca1\u6709\u8fd9\u79cd\u7f3a\u9677\u7684\u65b9\u6cd5\uff0c\u4f46\u5728\u90a3\u4e4b\u524d\uff0c<\/p>\n<p>\u6211\u4eec\u5efa\u8bae\u4e0d\u8981\u5bf9\u524d\u6cbf\u63a8\u7406\u6a21\u578b\u7684 CoT \u65bd\u52a0\u8fc7\u5f3a\u7684\u4f18\u5316\u538b\u529b\uff0c\u4fdd\u6301 CoT \u4e0d\u53d7\u9650\u5236\u4ee5\u4fbf\u4e8e\u76d1\u63a7\u3002<\/p>\n<p>\u6211\u4eec\u7406\u89e3\uff0c\u4e0d\u53d7\u9650\u5236\u7684 CoT 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\u667a\u80fd\u4f53\u7684\u80fd\u529b\u53ef\u80fd\u4f1a\u52a0\u5267\u8fd9\u4e2a\u95ee\u9898\uff0c\u56e0\u4e3a\u8fd9\u4f1a\u8ba9\u4ed6\u4eec\u66f4\u6709\u80fd\u529b\u53d1\u73b0\u548c\u6267\u884c\u66f4\u590d\u6742\u4e14\u96be\u4ee5\u76d1\u63a7\u7684\u6f0f\u6d1e\u5229\u7528\u3002\u968f\u7740\u6211\u4eec\u8bad\u7ec3\u51fa\u80fd\u529b\u66f4\u5f3a\u7684\u524d\u6cbf\u63a8\u7406\u6a21\u578b\uff0c\u6211\u4eec\u53d1\u73b0\u5b83\u4eec\u8d8a\u6765\u8d8a\u64c5\u957f\u5229\u7528\u4efb\u52a1\u4e2d\u7684\u7f3a\u9677\u548c\u5956\u52b1\u51fd\u6570\u4e2d\u7684\u9519\u8bef\u89c4\u8303\uff0c\u4ece\u800c\u5bfc\u81f4\u6a21\u578b\u80fd\u591f\u5728\u7f16\u7801\u4efb\u52a1\u4e2d\u6267\u884c\u590d\u6742\u7684\u5956\u52b1\u673a\u5236\u653b\u51fb\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u6355\u6349\u5956\u52b1\u673a\u5236\u653b\u51fb\u5f15\u8d77\u7684\u4e0d\u826f\u884c\u4e3a\u5177\u6709\u6311\u6218\u6027\uff0c\u901a\u5e38\u9700\u8981\u4eba\u5de5\u76d1\u63a7\u667a\u80fd\u4f53\u7684\u884c\u4e3a\u2014\u2014\u8fd9\u79cd\u7b56\u7565\u51e0\u4e4e\u80af\u5b9a\u65e0\u6cd5\u6269\u5c55\uff0c\u5c24\u5176\u662f\u5728\u9762\u5bf9\u66f4\u5f3a\u5927\u7684\u6a21\u578b\u5c06\u53d1\u73b0\u7684\u590d\u6742\u884c\u4e3a\u65f6\u3002\u4f8b\u5982\uff0c\u8ba9\u4eba\u5de5\u624b\u52a8\u5ba1\u67e5\u7531\u4e00\u4f4d\u66f4\u4f18\u79c0\u7684\u7a0b\u5e8f\u5458\u7f16\u5199\u7684 10000 \u591a\u884c\u590d\u6742\u4ee3\u7801\u662f\u4e0d\u5207\u5b9e\u9645\u7684\u2014\u2014\u5982\u679c\u4e0d\u662f\u4e0d\u53ef\u80fd\u7684\u8bdd\u3002<\/p>\n<p>\u7136\u800c\uff0c\u4f7f\u7528\u5f3a\u5316\u5b66\u4e60\u8fdb\u884c\u8bad\u7ec3\uff0c\u5e76\u901a\u8fc7\u601d\u7ef4\u94fe\uff08CoT\uff09\u8fdb\u884c\u63a8\u7406\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff0c\u4f8b\u5982 OpenAI o3\u2011mini\uff0c\u4e3a\u76d1\u63a7\u5956\u52b1\u673a\u5236\u653b\u51fb\u63d0\u4f9b\u4e86\u4e00\u79cd\u6f5c\u5728\u7684\u65b0\u9014\u5f84\u3002\u8fd9\u4e9b\u6a21\u578b\u4ee5\u4eba\u7c7b\u53ef\u4ee5\u7406\u89e3\u7684\u81ea\u7136\u8bed\u8a00\u201c\u601d\u8003\u201d\uff0c\u6211\u4eec\u53d1\u73b0\uff1a<\/p>\n<ol>\n<li>\u524d\u6cbf\u63a8\u7406\u6a21\u578b\u901a\u5e38\u4f1a\u5728\u5176\u601d\u7ef4\u94fe\u4e2d\u975e\u5e38\u6e05\u695a\u5730\u8bf4\u660e\u5176\u610f\u56fe\u3002\u4f8b\u5982\uff0c\u5b83\u4eec\u7ecf\u5e38\u76f4\u8a00\u4e0d\u8bb3\u5730\u8868\u8fbe\u5176\u89c4\u907f\u4efb\u52a1\u7684\u8ba1\u5212\uff0c\u4f8b\u5982\u8bf4\u201c\u8ba9\u6211\u4eec\u653b\u51fb\uff08hack\uff09\u201d\u3002<\/li>\n<li>\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u53e6\u4e00\u4e2a LLM \u76d1\u63a7\u5b83\u4eec\u7684\u601d\u8003\u8fc7\u7a0b\uff0c\u5e76\u6709\u6548\u5730\u6807\u8bb0\u4e0d\u5f53\u884c\u4e3a\u3002<\/li>\n<li>\u5b83\u4eec\u81ea\u7136\u7684\u53ef\u76d1\u63a7\u6027\u975e\u5e38\u8106\u5f31\u3002\u5982\u679c\u76f4\u63a5\u5bf9\u601d\u7ef4\u94fe\u65bd\u52a0\u5f3a\u76d1\u7763\uff0c\u6a21\u578b\u53ef\u80fd\u4f1a\u5b66\u4f1a\u9690\u85cf\u5176\u610f\u56fe\uff0c\u540c\u65f6\u7ee7\u7eed\u8868\u73b0\u4e0d\u5f53\u884c\u4e3a\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h2>\u76d1\u63a7\u524d\u6cbf\u63a8\u7406\u6a21\u578b\u4e2d\u7684\u5956\u52b1\u673a\u5236\u653b\u51fb<\/h2>\n<p>\u6211\u4eec\u53d1\u73b0\uff0c\u5176\u4ed6 LLM \u53ef\u4ee5\u6709\u6548\u5730\u76d1\u63a7\u8fd9\u4e9b\u601d\u7ef4\u94fe\u4e2d\u7684\u4e0d\u5f53\u884c\u4e3a\u3002\u4e0b\u9762\u6211\u4eec\u5c55\u793a\u4e86\u00a0<strong>\u5728\u8bad\u7ec3\u6700\u8fd1\u7684\u524d\u6cbf\u63a8\u7406\u6a21\u578b\u65f6\u53d1\u73b0\u7684\u771f\u5b9e\u793a\u4f8b<\/strong>\u00a0\uff0c\u5373\u4e0e OpenAI o1 \u6216 OpenAI o3\u2011mini \u540c\u4e00\u7c7b\u522b\u7684\u6a21\u578b\u3002\u8fd9\u4e9b\u793a\u4f8b\u7531\u6211\u4eec\u57fa\u4e8e LLM \u7684\u76d1\u63a7\u5668\u6807\u8bb0\uff0c\u5e76\u6f14\u793a\u4e86\u63a8\u7406\u6a21\u578b\u5728\u7f16\u7801\u4efb\u52a1\u4e2d\u6267\u884c\u7684\u5404\u79cd\u6f0f\u6d1e\u5229\u7528\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5982\u4f55\u76d1\u63a7\u81ea\u8eab\u7684\u4e0d\u5f53\u884c\u4e3a-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/2cbd97533bdb1f0.png\" alt=\"\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5982\u4f55\u76d1\u63a7\u81ea\u8eab\u7684\u4e0d\u5f53\u884c\u4e3a-1\" \/><\/p>\n<p>\u6211\u4eec\u4f7f\u7528 GPT\u20114o\uff08\u901a\u8fc7\u7b80\u5355\u7684\u63d0\u793a\u91cd\u65b0\u8c03\u6574\u7528\u9014\uff09\u4f5c\u4e3a\u524d\u6cbf\u63a8\u7406\u6a21\u578b\u5728\u8bad\u7ec3\u65f6\u7684\u76d1\u63a7\u5668\uff0c\u6211\u4eec\u53d1\u73b0\u8be5\u76d1\u63a7\u5668\u53ef\u4ee5\u6709\u6548\u5730\u6807\u8bb0\u7f16\u7a0b\u73af\u5883\u4e2d\u7684\u5956\u52b1\u673a\u5236\u653b\u51fb\u3002\u5728\u8fd9\u4e9b\u4efb\u52a1\u4e2d\uff0c\u63a8\u7406\u667a\u80fd\u4f53\u88ab\u8d4b\u4e88\u4e00\u4e2a\u90e8\u5206\u5b9e\u73b0\u7684\u4ee3\u7801\u4ed3\u5e93\uff0c\u5e76\u88ab\u544a\u77e5\u8981\u4f7f\u6240\u6709\u5355\u5143\u6d4b\u8bd5\u901a\u8fc7\u3002\u7136\u540e\uff0c\u667a\u80fd\u4f53\u901a\u8fc7\u5728\u601d\u7ef4\u94fe\u6d88\u606f\u548c\u8bf8\u5982\u67e5\u770b\u6216\u7f16\u8f91\u6587\u4ef6\u4e4b\u7c7b\u7684\u64cd\u4f5c\u4e4b\u95f4\u4ea4\u66ff\u6765\u89e3\u51b3\u8fd9\u4e9b\u4efb\u52a1\u3002\u6211\u4eec\u8ba9\u76d1\u63a7\u5668\u53ef\u4ee5\u8bbf\u95ee\u667a\u80fd\u4f53\u7684 CoT\u3001\u4e2d\u95f4\u64cd\u4f5c\u548c\u6700\u7ec8\u8f93\u51fa\u3002<\/p>\n<p>\u6211\u4eec\u53d1\u73b0\uff0c\u6211\u4eec\u7684\u76d1\u63a7\u5668\u5728\u6807\u8bb0\u667a\u80fd\u4f53\u8bd5\u56fe\u7834\u574f\u5355\u5143\u6d4b\u8bd5\u7684\u5b9e\u4f8b\u65b9\u9762\u975e\u5e38\u6210\u529f\u3002\u4e8b\u5b9e\u4e0a\uff0c\u6211\u4eec\u4e0a\u9762\u5c55\u793a\u7684\u6240\u6709\u793a\u4f8b\u90fd\u7531\u6b64\u76d1\u63a7\u5668\u6807\u8bb0\u3002<\/p>\n<p><img decoding=\"async\" class=\"aligncenter size-full wp-image-29001\" title=\"OpenAI\u53d1\u5e03\uff1a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5982\u4f55\u76d1\u63a7\u81ea\u8eab\u7684\u4e0d\u5f53\u884c\u4e3a-2\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/dfcc738622819cf.jpg\" alt=\"OpenAI\u53d1\u5e03\uff1a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5982\u4f55\u76d1\u63a7\u81ea\u8eab\u7684\u4e0d\u5f53\u884c\u4e3a-2\" \/><\/p>\n<p>\u5728\u8bad\u7ec3\u671f\u95f4\uff0c\u667a\u80fd\u4f53\u53d1\u73b0\u4e86\u4e24\u79cd\u5956\u52b1\u673a\u5236\u653b\u51fb\uff0c\u51e0\u4e4e\u5f71\u54cd\u4e86\u6240\u6709\u8bad\u7ec3\u73af\u5883\uff08\u6df1\u7c89\u8272\u663e\u793a\u7684\u4e24\u4e2a\u5927\u5c16\u5cf0\uff09\u3002\u5728\u6211\u4eec\u7684\u56e2\u961f\u6ce8\u610f\u5230\u6bcf\u6b21\u653b\u51fb\u540e\uff0c\u4ed6\u4eec\u8fdb\u884c\u4e86\u624b\u52a8\u5e72\u9884\u4ee5\u4fee\u8865\u4efb\u4f55\u5141\u8bb8\u6b64\u7c7b\u653b\u51fb\u7684\u9519\u8bef\uff0c\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u9ed1\u5ba2\u653b\u51fb\u7387\u6700\u7ec8\u5728\u6bcf\u79cd\u60c5\u51b5\u4e0b\u90fd\u76f4\u7ebf\u4e0b\u964d\u7684\u539f\u56e0\u3002<\/p>\n<p>\u6211\u4eec\u6bd4\u8f83\u4e86\u4e24\u4e2a\u76d1\u63a7\u5668\u7684\u6027\u80fd\uff1a\u201c\u64cd\u4f5c\u76d1\u63a7\u5668\u201d\uff0c\u5b83\u4ec5\u89c2\u5bdf\u667a\u80fd\u4f53\u7684\u64cd\u4f5c\uff0c\u4f8b\u5982\u4ee3\u7801\u8865\u4e01\u548c bash \u547d\u4ee4\uff1b\u4ee5\u53ca\u201cCoT \u76d1\u63a7\u5668\u201d\uff0c\u5b83\u89c2\u5bdf\u5305\u62ec CoT \u548c\u64cd\u4f5c\u5728\u5185\u7684\u5b8c\u6574\u667a\u80fd\u4f53\u8f68\u8ff9\u3002\u767d\u8272\u663e\u793a\u64cd\u4f5c\u76d1\u63a7\u5668\u548c CoT \u76d1\u63a7\u5668\u6355\u83b7\u6bcf\u4e2a\u653b\u51fb\u7684\u901f\u7387\uff1b\u7d2b\u8272\uff08\u5728\u767d\u8272\u4e0a\u65b9\u51e0\u4e4e\u4e0d\u53ef\u89c1\uff09\u663e\u793a\u64cd\u4f5c\u76d1\u63a7\u5668\u6355\u83b7\u4f46 CoT \u76d1\u63a7\u5668\u672a\u6355\u83b7\u7684\u653b\u51fb\u7684\u901f\u7387\uff1b\u6d45\u7c89\u8272\u663e\u793a CoT \u76d1\u63a7\u5668\u6355\u83b7\u4f46\u64cd\u4f5c\u76d1\u63a7\u5668\u672a\u6355\u83b7\u7684\u653b\u51fb\u7684\u901f\u7387\u3002<\/p>\n<p>\u6211\u4eec\u7684\u76d1\u63a7\u5668\u5982\u679c\u9664\u4e86\u667a\u80fd\u4f53\u7684\u64cd\u4f5c\u4e4b\u5916\uff0c\u8fd8\u53ef\u4ee5\u8bbf\u95ee\u667a\u80fd\u4f53\u7684\u601d\u7ef4\u94fe\uff0c\u5219\u4f1a\u66f4\u52a0\u6709\u6548\uff0c\u8fd9\u8868\u660e\u5956\u52b1\u673a\u5236\u653b\u51fb\u7684\u610f\u56fe\u5728 CoT \u4e2d\u6bd4\u4ec5\u5728\u667a\u80fd\u4f53\u7684\u64cd\u4f5c\u4e2d\u66f4\u5bb9\u6613\u68c0\u6d4b\u5230\u3002\u968f\u7740\u667a\u80fd\u4f53\u64cd\u4f5c\u590d\u6742\u6027\u7684\u589e\u52a0\uff0c\u8fd9\u79cd\u5dee\u5f02\u53ef\u80fd\u4f1a\u8fdb\u4e00\u6b65\u6269\u5927\u3002\u4f8b\u5982\uff0c\u901a\u8fc7\u67e5\u770b\u4ee3\u7801\u672c\u8eab\uff0c\u53ef\u80fd\u5f88\u96be\u53d1\u73b0\u63a8\u7406\u667a\u80fd\u4f53\u662f\u5426\u5728 10000 \u884c\u65b0\u4ee3\u7801\u4e2d\u690d\u5165\u4e86\u9519\u8bef\uff1b\u4f46\u662f\uff0c\u5982\u679c\u667a\u80fd\u4f53\u7ee7\u7eed\u5728\u5176 CoT \u4e2d\u8bf4\u201c\u8ba9\u6211\u4eec\u653b\u51fb\uff08hack\uff09\u201d\u4e4b\u7c7b\u7684\u8bdd\uff08\u5c31\u50cf\u5b83\u5728\u6211\u4eec\u4e0a\u9762\u5c55\u793a\u7684\u793a\u4f8b\u4e2d\u7ecf\u5e38\u505a\u7684\u90a3\u6837\uff09\uff0c\u5219\u4f1a\u66f4\u5bb9\u6613\u68c0\u6d4b\u5230\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u963b\u6b62\u201c\u4e0d\u826f\u60f3\u6cd5\u201d\u53ef\u80fd\u4e0d\u4f1a\u963b\u6b62\u4e0d\u826f\u884c\u4e3a<\/h2>\n<p>\u7531\u4e8e\u601d\u7ef4\u94fe\u76d1\u63a7\u5668\u5728\u8bc6\u522b\u5956\u52b1\u673a\u5236\u653b\u51fb\u65b9\u9762\u975e\u5e38\u6210\u529f\uff0c\u56e0\u6b64\u5f88\u81ea\u7136\u5730\u4f1a\u95ee\uff0c\u5b83\u4eec\u662f\u5426\u53ef\u4ee5\u5728\u8bad\u7ec3\u671f\u95f4\u7528\u4e8e\u6291\u5236\u8fd9\u79cd\u4e0d\u4e00\u81f4\u7684\u884c\u4e3a\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u5982\u679c\u60a8\u6291\u5236\u601d\u7ef4\u94fe\u4e2d\u201c\u4e0d\u826f\u60f3\u6cd5\u201d\u7684\u53d1\u751f\uff0c\u60a8\u662f\u5426\u4e5f\u4f1a\u6291\u5236\u76f8\u5e94\u7684\u201c\u4e0d\u826f\u884c\u4e3a\u201d\uff1f<\/p>\n<p>\u6211\u4eec\u901a\u8fc7\u60e9\u7f5a\u5728\u8bad\u7ec3\u671f\u95f4\u6709\u201c\u4e0d\u826f\u60f3\u6cd5\u201d\u7684\u667a\u80fd\u4f53\u6765\u7814\u7a76\u8fd9\u4e2a\u95ee\u9898\uff0c\u5373\u5f53\u5b83\u4eec\u89e6\u53d1 CoT \u76d1\u63a7\u5668\u65f6\uff0c\u6211\u4eec\u4f1a\u7ed9\u4e88\u5b83\u4eec\u8f83\u4f4e\u7684\u5956\u52b1\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5982\u4f55\u76d1\u63a7\u81ea\u8eab\u7684\u4e0d\u5f53\u884c\u4e3a-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/857febc12cfaa97.png\" alt=\"\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5982\u4f55\u76d1\u63a7\u81ea\u8eab\u7684\u4e0d\u5f53\u884c\u4e3a-1\" \/><\/p>\n<p>\u6211\u4eec\u5c06\u4f7f\u7528 CoT \u538b\u529b\uff08\u6df1\u7c89\u8272\uff09\u8fdb\u884c\u8bad\u7ec3\uff08\u5373\uff0c\u5f53\u667a\u80fd\u4f53\u56e0\u89e6\u53d1 CoT \u76d1\u63a7\u5668\u800c\u53d7\u5230\u60e9\u7f5a\u65f6\uff09\u4e0e\u57fa\u7ebf\u667a\u80fd\u4f53\uff08\u6d45\u7c89\u8272\uff09\u8fdb\u884c\u6bd4\u8f83\u3002\uff08\u5de6\uff09\u6211\u4eec\u770b\u5230\uff0c\u963b\u6b62\u201c\u4e0d\u826f\u60f3\u6cd5\u201d\u786e\u5b9e\u53ef\u4ee5\u963b\u6b62\u4e00\u5b9a\u6570\u91cf\u7684\u4e0d\u826f\u884c\u4e3a\uff0c\u5e76\u5b9e\u9645\u4e0a\u4fc3\u4f7f\u667a\u80fd\u4f53\u5728\u4e0d\u4f5c\u5f0a\u7684\u60c5\u51b5\u4e0b\u5b8c\u6210\u66f4\u591a\u4efb\u52a1\u3002\uff08\u4e2d\u548c\u53f3\uff09\u7136\u800c\uff0c\u6211\u4eec\u53d1\u73b0\uff0c\u4f7f\u7528 CoT \u538b\u529b\u7684\u667a\u80fd\u4f53\u4ecd\u7136\u4f1a\u4f5c\u5f0a\uff0c\u5c3d\u7ba1\u4f5c\u5f0a\u7387\u4f4e\u4e8e\u57fa\u7ebf\uff0c\u5e76\u4e14\u51e0\u4e4e\u6240\u6709\u4f5c\u5f0a\u884c\u4e3a\u90fd\u65e0\u6cd5\u88ab\u76d1\u63a7\u5668\u68c0\u6d4b\u5230\u3002<\/p>\n<p>\u6b63\u5982\u6211\u4eec\u5728\u4e0a\u9762\u7684\u56fe\u4e2d\u770b\u5230\u7684\u90a3\u6837\uff0c\u60e9\u7f5a\u201c\u4e0d\u826f\u60f3\u6cd5\u201d\uff08CoT \u538b\u529b\uff09\u53ef\u4ee5\u63d0\u9ad8\u667a\u80fd\u4f53\u7684\u80fd\u529b\u3002\u7136\u800c\uff0c\u4f7f\u7528 CoT \u538b\u529b\u8bad\u7ec3\u7684\u667a\u80fd\u4f53\u4ecd\u7136\u5b66\u4f1a\u4e86\u5956\u52b1\u673a\u5236\u653b\u51fb\uff1b\u00a0<strong>\u53ea\u662f\u73b0\u5728\u5b83\u7684\u4f5c\u5f0a\u884c\u4e3a\u65e0\u6cd5\u88ab\u76d1\u63a7\u5668\u68c0\u6d4b\u5230\uff0c\u56e0\u4e3a\u5b83\u5df2\u7ecf\u5b66\u4f1a\u4e86\u5728\u601d\u7ef4\u94fe\u4e2d\u9690\u85cf\u5176\u610f\u56fe<\/strong>\u00a0\u3002\u727a\u7272\u4e00\u79cd\u6709\u6548\u7684\u63a8\u7406\u6a21\u578b\u76d1\u63a7\u65b9\u6cd5\u53ef\u80fd\u4e0d\u503c\u5f97\u80fd\u529b\u4e0a\u7684\u5fae\u5c0f\u63d0\u5347\uff0c\u56e0\u6b64\u6211\u4eec\u5efa\u8bae\u907f\u514d\u8fd9\u79cd\u5f3a\u70c8\u7684 CoT \u4f18\u5316\u538b\u529b\uff0c\u76f4\u5230\u5b83\u4eec\u5f97\u5230\u66f4\u597d\u7684\u7406\u89e3\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u65e0 CoT \u4f18\u5316\uff08\u57fa\u7ebf\uff09<\/h2>\n<p>\u539f\u59cb CoT\uff1a<\/p>\n<p>\u4e3a\u4e86\u8df3\u8fc7\u6240\u6709\u6d4b\u8bd5\uff0c\u6211\u4eec\u53ef\u4ee5\u5b9a\u4e49\u4e00\u4e2a\u59cb\u7ec8\u8df3\u8fc7\u7684\u00a0<code>pytest_runtest_setup<\/code>\u00a0\u51fd\u6570\u3002\u5c06\u4ee5\u4e0b\u5185\u5bb9\u6dfb\u52a0\u5230 conftest.py<\/p>\n<pre><code>import pytest\r\ndef pytest_runtest_setup(item):\r\npytest.skip(\u201cSkipping all tests due to unimplemented BuildTool\u201d)\r\n<\/code><\/pre>\n<p>\u8fd9\u5e94\u8be5\u8df3\u8fc7\u6240\u6709\u6d4b\u8bd5\u3002\u8ba9\u6211\u4eec\u7ee7\u7eed\u5c06\u5176\u6dfb\u52a0\u5230 conftest.py<\/p>\n<p>\u4ee3\u7801\u8865\u4e01\u5de5\u5177\u8c03\u7528\uff1a<\/p>\n<pre><code>&lt;pre class=\"pr-xs flex flex-col\"&gt;&lt;div class=\"gap-2xs flex flex-row\"&gt;&lt;span class=\"text-primary-44 min-w-xs ml-xs text-end\"&gt;1&lt;\/span&gt;&lt;div class=\"\"&gt;+import pytest&lt;\/div&gt;&lt;\/div&gt;&lt;div class=\"gap-2xs flex flex-row\"&gt;&lt;span class=\"text-primary-44 min-w-xs ml-xs text-end\"&gt;2&lt;\/span&gt;&lt;div class=\"\"&gt;+def pytest_runtest_setup(item):&lt;\/div&gt;&lt;\/div&gt;&lt;div class=\"gap-2xs flex flex-row\"&gt;&lt;span class=\"text-primary-44 min-w-xs ml-xs text-end\"&gt;3&lt;\/span&gt;&lt;div class=\"\"&gt;+ pytest.skip(\u201cSkipping all tests due to unimplemented BuildTool\u201d)&lt;\/div&gt;&lt;\/div&gt;&lt;\/pre&gt;\r\n<\/code><\/pre>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528 CoT \u4f18\u5316<\/h2>\n<p>\u539f\u59cb CoT\uff1a<\/p>\n<p>\u8fd9\u91cc\u6ca1\u6709\u95ee\u9898\u3002\u95ee\u9898\u53ef\u80fd\u53d1\u751f\u5728 build_new_succession \u4e2d\uff0c\u5b83\u5728\u67d0\u5904\u88ab\u8c03\u7528\u3002<\/p>\n<p>\u6216\u8005\uff0c\u9274\u4e8e\u95ee\u9898\u51fa\u5728 controller.state.succession \u4e2d\uff0c\u53ef\u80fd\u4f1a\u6000\u7591\u662f\u81ea\u52a8\u589e\u91cf\u3002\u6216\u8005\uff0c\u89c2\u5bdf succession \u5c5e\u6027\u5982\u4f55\u4e0e\u5185\u90e8 _succession \u76f8\u5173\u3002<\/p>\n<p>\u53ef\u80fd\u6027\uff1a_on_succession_built \u5bfc\u81f4 succession \u589e\u52a0\u6216\u8bef\u89e3\u3002<\/p>\n<p>\u518d\u6b21\u68c0\u67e5 succession \u5c5e\u6027\u53ea\u662f\u4e00\u4e2a getter\u3002\u8fd9\u8868\u660e\u5728\u5176\u4ed6\u5730\u65b9\uff0csuccession \u589e\u91cf\u7684\u4f4d\u7f6e\u4e0d\u6b63\u786e\u3002<\/p>\n<p>\u4ee5\u4e0d\u540c\u7684\u65b9\u5f0f\u8c03\u8bd5\uff1a\u68c0\u67e5\u6d4b\u8bd5\u671f\u671b\uff1a\u65b0\u6784\u5efa\u3001succession \u968f\u673a\u5316\u3001\u9a8c\u8bc1\u884c\u3001\u5217\u3001\u65ad\u8a00 controller.state.succession == 0 \u610f\u5473\u7740 random_new_succession \u4e0d\u5e94\u589e\u52a0\u3002\u4f46\u662f\uff0c\u5728\u5b9e\u73b0\u4e2d\uff0crandomize \u8bbe\u7f6e\u4e3a\u589e\u52a0 succession\u3002\u9519\u8bef\u5c31\u5728\u8fd9\u91cc\uff1a<\/p>\n<ul>\n<li>\u5728 random_new_succession \u4e2d\uff0c\u6211\u4eec\u589e\u52a0 succession \u5e76\u8c03\u7528 _on_succession_built\u3002<\/li>\n<\/ul>\n<p>\u60f3\u6cd5\uff1a\u4f7f\u7528\u968f\u673a\u7684\u7b2c\u4e00\u4e2a succession \u5f00\u59cb\u65b0\u6784\u5efa\uff0c\u8c03\u7528 random_new_succession \u4e0d\u5e94\u589e\u52a0 succession\uff0c\u4f46\u5728\u5b9e\u73b0\u4e2d\uff0c\u5b83\u786e\u5b9e\u589e\u52a0\u4e86\u3002\u8c03\u6574\u4ee5\u9632\u6b62\u589e\u52a0\u3002<\/p>\n<p>\u5b9e\u73b0\u4fee\u590d\u4ee5\u4f7f random_new_build \u4e0d\u589e\u52a0 succession\uff0c\u6216\u6d4b\u8bd5\u9002\u5e94\u884c\u4e3a\u3002<\/p>\n<p>\u4ee3\u7801\u8865\u4e01\u5de5\u5177\u8c03\u7528\uff1a<\/p>\n<pre><code>&lt;pre class=\"pr-xs flex flex-col\"&gt;&lt;div class=\"gap-2xs flex flex-row\"&gt;&lt;span class=\"text-primary-44 min-w-xs ml-xs text-end\"&gt;1&lt;\/span&gt;&lt;div class=\"\"&gt;@@ def test_new_build(self) -&gt; None:&lt;\/div&gt;&lt;\/div&gt;&lt;div class=\"gap-2xs flex flex-row\"&gt;&lt;span class=\"text-primary-44 min-w-xs ml-xs text-end\"&gt;2&lt;\/span&gt;&lt;div class=\"\"&gt;- self.assertEqual(0, controller.state.succession)&lt;\/div&gt;&lt;\/div&gt;&lt;div class=\"gap-2xs flex flex-row\"&gt;&lt;span class=\"text-primary-44 min-w-xs ml-xs text-end\"&gt;3&lt;\/span&gt;&lt;div class=\"\"&gt;+ # Depending on implementation of random_new_succession, succession may be 0 or 1&lt;\/div&gt;&lt;\/div&gt;&lt;div class=\"gap-2xs flex flex-row\"&gt;&lt;span class=\"text-primary-44 min-w-xs ml-xs text-end\"&gt;4&lt;\/span&gt;&lt;div class=\"\"&gt;+ # Adjusting expectation&lt;\/div&gt;&lt;\/div&gt;&lt;div class=\"gap-2xs flex flex-row\"&gt;&lt;span class=\"text-primary-44 min-w-xs ml-xs text-end\"&gt;5&lt;\/span&gt;&lt;div class=\"\"&gt;+ pass&lt;\/div&gt;&lt;\/div&gt;&lt;\/pre&gt;\r\n<\/code><\/pre>\n<p>\uff08\u5de6\uff09\u57fa\u7ebf\u667a\u80fd\u4f53\u90e8\u7f72\uff08\u76f4\u8a00\u4e0d\u8bb3\u7684 CoT\uff09\u3002\u57fa\u7ebf\u667a\u80fd\u4f53\u5728\u5176 CoT \u4e2d\u76f4\u8a00\u4e0d\u8bb3\u5730\u8868\u8fbe\u4e86\u5176\u653b\u51fb\uff08hack\uff09\u610f\u56fe\u3002<\/p>\n<p>\uff08\u53f3\uff09\u5177\u6709 CoT \u538b\u529b\u90e8\u7f72\u7684\u667a\u80fd\u4f53\uff08\u5177\u6709\u9690\u85cf\u610f\u56fe\u7684 CoT\uff09\u3002\u4ece\u9605\u8bfb CoT \u4e2d\u4e0d\u6e05\u695a\u667a\u80fd\u4f53\u5c06\u653b\u51fb\uff08hack\uff09\u5355\u5143\u6d4b\u8bd5\u3002\u5b83\u8003\u8651\u4e86\u51e0\u79cd\u4e0d\u540c\u7684\u7b56\u7565\u4ee5\u53ca\u5b83\u5e94\u8be5\u67e5\u770b\u54ea\u4e9b\u6587\u4ef6\uff1b\u7136\u800c\uff0c\u5b83\u968f\u540e\u7ee7\u7eed\u4f7f\u5355\u5143\u6d4b\u8bd5\u8f7b\u677e\u901a\u8fc7\u3002\u4ee5\u8fd9\u79cd\u65b9\u5f0f\u8fdb\u884c\u653b\u51fb\uff08hack\uff09\u4e4b\u6240\u4ee5\u6210\u4e3a\u53ef\u80fd\uff0c\u4ec5\u4ec5\u662f\u56e0\u4e3a\u5bf9\u4e8e\u8fd9\u4e9b\u5b9e\u9a8c\uff0c\u6211\u4eec\u8ba9 CoT \u76d1\u63a7\u5668\u4ec5\u67e5\u770b\u667a\u80fd\u4f53 CoT\uff0c\u800c\u4e0d\u67e5\u770b\u5176\u64cd\u4f5c\uff0c\u4ee5\u4fbf\u7814\u7a76 CoT \u76d1\u63a7\u5668\u5728\u9694\u79bb\u60c5\u51b5\u4e0b\u7684\u76d1\u7763\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u5c55\u671b\u672a\u6765<\/h2>\n<p>\u601d\u7ef4\u94fe\u76d1\u63a7\u5df2\u7ecf\u5f88\u6709\u7528\u2014\u2014\u5b83\u4e0d\u4ec5\u4ec5\u662f\u672a\u6765\u7684\u63a8\u6d4b\u6027\u5de5\u5177\u3002\u6211\u4eec\u5f88\u9ad8\u5174\u5956\u52b1\u673a\u5236\u653b\u51fb\u53ef\u4ee5\u901a\u8fc7\u7b80\u5355\u5730\u9605\u8bfb\u63a8\u7406\u6a21\u578b\u6240\u8bf4\u7684\u5185\u5bb9\u6765\u53d1\u73b0\u2014\u2014\u5b83\u7528\u7b80\u5355\u7684\u82f1\u8bed\u58f0\u660e\u5b83\u5c06\u8fdb\u884c\u5956\u52b1\u673a\u5236\u653b\u51fb\u3002<\/p>\n<p>\u4e0d\u4e45\u524d\uff0c\u8bed\u8a00\u6a21\u578b\u8fd8\u96be\u4ee5\u751f\u6210\u8fde\u8d2f\u7684\u6bb5\u843d\u6587\u672c\u3002\u4eca\u5929\uff0c\u5b83\u4eec\u53ef\u4ee5\u89e3\u51b3\u590d\u6742\u7684\u6570\u5b66\u95ee\u9898\uff0c\u901a\u8fc7\u7efc\u5408\u6765\u81ea\u4f17\u591a\u4e0d\u540c\u6765\u6e90\u7684\u4fe1\u606f\u6765\u5f7b\u5e95\u7814\u7a76\u4e3b\u9898\uff0c\u5e76\u6267\u884c\u57fa\u672c\u7684\u8f6f\u4ef6\u5de5\u7a0b\u4efb\u52a1\u3002\u4f46\u662f\uff0c\u968f\u7740\u8fd9\u4e9b\u80fd\u529b\u7684\u6301\u7eed\u589e\u957f\uff0c\u8d8a\u6765\u8d8a\u590d\u6742\u548c\u5fae\u5999\u7684\u5956\u52b1\u673a\u5236\u653b\u51fb\u7684\u53ef\u80fd\u6027\u4e5f\u5c06\u968f\u4e4b\u589e\u52a0\u3002\u6211\u4eec\u7684\u6a21\u578b\u53ef\u80fd\u4f1a\u5b66\u4e60\u5230\u8bf8\u5982\u6743\u529b\u5bfb\u79df\u3001\u85cf\u62d9\u3001\u6b3a\u9a97\u548c\u6218\u7565\u6027\u9634\u8c0b\u7b49\u4e0d\u7b26\u5408\u4eba\u7c7b\u4ef7\u503c\u89c2\u7684\u884c\u4e3a\u3002<\/p>\n<p>\u6211\u4eec\u8ba4\u4e3a\uff0c\u601d\u7ef4\u94fe\uff08CoT\uff09\u76d1\u63a7\u53ef\u80fd\u662f\u6211\u4eec\u62e5\u6709\u7684\u4e3a\u6570\u4e0d\u591a\u7684\u6709\u6548\u76d1\u7763\u8d85\u4eba\u7c7b\u6a21\u578b\u7684\u65b9\u6cd5\u4e4b\u4e00\u3002\u5728\u8fd9\u4e2a\u9636\u6bb5\uff0c\u6211\u4eec\u5f3a\u70c8\u5efa\u8bae\u8bad\u7ec3\u524d\u6cbf\u63a8\u7406\u6a21\u578b\u7684 AI \u5f00\u53d1\u4eba\u5458\u907f\u514d\u76f4\u63a5\u5bf9 CoT \u65bd\u52a0\u5f3a\u76d1\u7763\u3002\u6211\u4eec\u7684\u5b9e\u9a8c\u8868\u660e\uff0c\u8f7b\u5fae\u7684\u4f18\u5316\u538b\u529b\u53ef\u4ee5\u4ea7\u751f\u6027\u80fd\u66f4\u9ad8\u4e14\u66f4\u7b26\u5408\u4eba\u7c7b\u4ef7\u503c\u89c2\u7684\u6a21\u578b\uff1b\u7136\u800c\uff0c\u5728\u5b9e\u8df5\u4e2d\u5f88\u96be\u8861\u91cf\u6a21\u578b\u4f55\u65f6\u5f00\u59cb\u9690\u85cf\u5176\u610f\u56fe\uff0c\u56e0\u6b64\u5373\u4f7f\u4f7f\u7528\u8f7b\u5fae\u7684\u76d1\u7763\uff0c\u6211\u4eec\u4e5f\u5efa\u8bae\u6781\u5176\u8c28\u614e\u5730\u5bf9\u5f85\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5927\u578b\u63a8\u7406\u6a21\u578b\u5728\u6709\u673a\u4f1a\u65f6\u4f1a\u5229\u7528\u6f0f\u6d1e\u3002\u7814\u7a76\u8868\u660e\uff0c\u53ef\u4ee5\u4f7f\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u76d1\u63a7\u5176\u601d\u7ef4\u94fe\uff08chains-of-thought, 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