{"id":39323,"date":"2025-03-10T23:02:38","date_gmt":"2025-03-10T15:02:38","guid":{"rendered":"https:\/\/17aitech.com\/?p=39323"},"modified":"2025-03-10T23:02:38","modified_gmt":"2025-03-10T15:02:38","slug":"%e5%85%a8%e6%96%b0cod%e9%a2%a0%e8%a6%86%e6%8e%a8%e7%90%86%e8%8c%83%e5%bc%8f%ef%bc%8c%e5%87%86%e7%a1%ae%e7%8e%87%e6%8e%a5%e8%bf%91%e4%bd%86token%e6%b6%88%e8%80%97%e6%88%90%e5%80%8d%e9%99%8d%e4%bd%8e","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39323","title":{"rendered":"\u5168\u65b0CoD\u98a0\u8986\u63a8\u7406\u8303\u5f0f\uff0c\u51c6\u786e\u7387\u63a5\u8fd1\u4f46token\u6d88\u8017\u6210\u500d\u964d\u4f4e"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-03-10-9\" target=\"_blank\">\u5168\u65b0CoD\u98a0\u8986\u63a8\u7406\u8303\u5f0f\uff0c\u51c6\u786e\u7387\u63a5\u8fd1\u4f46token\u6d88\u8017\u6210\u500d\u964d\u4f4e<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"97\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\u968f\u7740\u63a8\u7406\u6a21\u578b Deepseek R1 \u7684\u7206\u706b\uff0cZoom \u7814\u7a76\u56e2\u961f\u5c06\u8ba4\u77e5\u79d1\u5b66\u4e2d\u7684\u601d\u7ef4\u94fe\u6ce8\u5165\u8fdb AI \u63a8\u7406\u9886\u57df\uff0c\u5f00\u521b\u6027\u5730\u63d0\u51fa Chain of Draft\uff08CoD\uff09\u6280\u672f\u6846\u67b6\uff0c\u91cd\u5851\u5927\u8bed\u8a00\u6a21\u578b\u63a8\u7406\u8303\u5f0f\u3002<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>\u5982\u4eca\uff0cOpenAI o1 \u548c DeepSeek R1 \u7b49\u63a8\u7406\u6a21\u578b\u7684\u53d1\u5c55\uff0c\u663e\u8457\u63d0\u5347\u4e86\u601d\u7ef4\u94fe (CoT) \u4e4b\u7c7b\u7684\u6280\u672f\u5728\u5927\u8bed\u8a00\u6a21\u578b (LLM) \u63a8\u7406\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u3002\u8fd9\u79cd\u8303\u5f0f\u9f13\u52b1\u6a21\u578b\u5c06\u95ee\u9898\u5206\u89e3\u4e3a\u9010\u6b65\u63a2\u7d22\uff0c\u6a21\u4eff\u4eba\u7c7b\u7684\u7ed3\u6784\u5316\u63a8\u7406\u8fc7\u7a0b\u3002\u867d\u7136\u8fd9\u79cd\u65b9\u6cd5\u6709\u6548\uff0c\u4f46\u5b83\u5728\u63a8\u7406\u65f6\u9700\u8981\u66f4\u591a\u7684\u8ba1\u7b97\u8d44\u6e90\uff0c\u5bfc\u81f4\u8f93\u51fa\u5197\u957f\u4e14\u5ef6\u8fdf\u66f4\u9ad8\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u79cd\u5197\u957f\u4e0e\u4eba\u7c7b\u901a\u5e38\u89e3\u51b3\u95ee\u9898\u7684\u65b9\u5f0f\u5f62\u6210\u4e86\u9c9c\u660e\u7684\u5bf9\u6bd4\uff1a\u6211\u4eec\u4f9d\u9760\u7b80\u6d01\u7684\u8349\u7a3f\u6216\u901f\u8bb0\u7b14\u8bb0\u6765\u6355\u6349\u57fa\u672c\u89c1\u89e3\uff0c\u800c\u65e0\u9700\u4e0d\u5fc5\u8981\u7684\u7e41\u7410\u3002<\/section>\n<section><\/section>\n<section>\u53d7\u8fd9\u79cd\u5dee\u5f02\u7684\u542f\u53d1\uff0c\u6765\u81ea\u7f8e\u56fd Zoom \u89c6\u9891\u901a\u8baf\u516c\u53f8\u7684\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86 <strong>Chain of Draft\uff08CoD\uff09<\/strong>\uff0c\u8fd9\u662f\u4e00\u79cd\u65b0\u9896\u7684\u63d0\u793a\u7b56\u7565\uff0c\u901a\u8fc7\u4f18\u5148\u8003\u8651\u6548\u7387\u548c\u6781\u7b80\u4e3b\u4e49\uff0c\u66f4\u63a5\u8fd1\u4eba\u7c7b\u63a8\u7406\u3002\u00a0<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u6765\u8bb2\uff0cCoD \u9f13\u52b1 LLM \u5728\u6bcf\u4e2a\u6b65\u9aa4\u751f\u6210\u7b80\u6d01\u3001\u4fe1\u606f\u5bc6\u96c6\u7684\u8f93\u51fa\uff0c\u800c\u4e0d\u662f\u8fc7\u5ea6\u5f3a\u8c03\u4e2d\u95f4\u6b65\u9aa4\u3002\u8fd9\u79cd\u65b9\u6cd5\u5728\u4e0d\u727a\u7272\u51c6\u786e\u6027\u7684\u60c5\u51b5\u4e0b\u51cf\u5c11\u4e86\u5ef6\u8fdf\u548c\u8ba1\u7b97\u6210\u672c\uff0c\u4f7f LLM \u66f4\u9002\u5408\u6548\u7387\u81f3\u4e0a\u7684\u5b9e\u9645\u5e94\u7528\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-b10e3c01a8d22c068b8d0bf640dd8a64.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-b10e3c01a8d22c068b8d0bf640dd8a64.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aChain of Draft: Thinking Faster by Writing Less<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2502.18600<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u9488\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\u4f20\u7edf\u63a8\u7406\u8303\u5f0f\u4e2d\u7684\u6548\u7387\u74f6\u9888\uff0c\u8be5\u7814\u7a76\u6355\u6349\u5230\u4e86\u4eba\u7c7b\u601d\u7ef4\u4e2d\u300c\u5173\u952e\u4fe1\u606f\u5feb\u7167\u300d\u7684\u672c\u8d28\u7279\u5f81\uff0c\u63d0\u51fa\u4e86 CoD\u3002\u4e3a\u4e86\u8bc4\u4f30 CoD \u7684\u6709\u6548\u6027\uff0c\u7814\u7a76\u56e2\u961f\u5728\u6570\u5b66\u63a8\u7406\u3001\u5e38\u8bc6\u63a8\u7406\u548c\u7b26\u53f7\u63a8\u7406\u7b49\u9700\u8981\u591a\u6b65\u63a8\u7406\u7684\u57fa\u51c6\u4e0a\u8fdb\u884c\u4e86\u5b9e\u9a8c\u3002<\/section>\n<section><\/section>\n<section>\u7ed3\u679c\u663e\u793a\uff0c\u5728\u7b26\u53f7\u63a8\u7406\u4efb\u52a1\u4e2d\uff0cCoD \u7684\u4fe1\u606f\u5bc6\u5ea6\u8fbe\u5230\u6807\u51c6 CoT \u8f93\u51fa\u7684 14.7 \u500d\uff0c\u540c\u65f6\u663e\u8457\u51cf\u5c11\u4e86 token \u7684\u4f7f\u7528\u548c\u5ef6\u8fdf\u3002<\/section>\n<section><\/section>\n<section>\u672c\u6587\u7684\u7814\u7a76\u8d21\u732e\u5305\u62ec\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u8bbe\u8ba1\u7a00\u758f\u7684\u63a8\u7406\u8349\u7a3f\uff0c\u4ec5\u9700 7.6% \u7684 token \u91cf\u5373\u53ef\u5b8c\u6210\u7b49\u6548\u63a8\u7406\u6df1\u5ea6\uff0c\u5f00\u521b\u4e86\u8ba4\u77e5\u542f\u53d1\u7684\u6a21\u578b\u538b\u7f29\u65b0\u8def\u5f84\uff1b<\/section>\n<\/li>\n<li>\n<section>\u7aef\u5230\u7aef\u63a8\u7406\u5ef6\u8fdf\u538b\u7f29\u4e0e\u90e8\u7f72\u6210\u672c\u7684\u964d\u4f4e\uff0c\u63a8\u7406\u5ef6\u8fdf\u4ece 0.9 \u79d2\u538b\u7f29\u81f3 0.7 \u79d2\uff0c\u5b9e\u73b0\u300c\u964d\u672c\u589e\u6548\u300d\u7684\u53cc\u91cd\u7a81\u7834\uff1b<\/section>\n<\/li>\n<li>\n<section>\u63d0\u51fa\u4e86\u65b0\u7684\u5927\u6a21\u578b\u91cd\u6784\u63a8\u7406\u67b6\u6784\uff0c\u4e3a\u91d1\u878d\u9ad8\u9891\u4ea4\u6613\u3001\u81ea\u52a8\u9a7e\u9a76\u51b3\u7b56\u7b49\u65f6\u5ef6\u654f\u611f\u578b\u5e94\u7528\u63d0\u4f9b\u4e86\u53ef\u884c\u6027\u9a8c\u8bc1\uff0c\u6807\u5fd7\u7740 LLM \u4ece\u5b9e\u9a8c\u5ba4\u6a21\u578b\u5411\u5de5\u4e1a\u5f15\u64ce\u7684\u5b9e\u8d28\u6027\u8de8\u8d8a\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u65b9\u6cd5\u6982\u8ff0<\/strong><\/section>\n<section><\/section>\n<section>\u8be5\u7814\u7a76\u521b\u65b0\u6027\u5730\u63d0\u51fa\u4e86 CoD\u3002CoD \u63d0\u793a\u5c06\u63a8\u7406\u8fc7\u7a0b\u6d53\u7f29\u4e3a\u6700\u5c0f\u7684\u62bd\u8c61\u8868\u793a\u3002\u63a8\u7406\u8fc7\u7a0b\u88ab\u63d0\u70bc\u4e3a\u4e00\u4e2a\u7b80\u6d01\u7684\u65b9\u7a0b\u5f0f\uff0c\u4ec5\u5173\u6ce8\u5f97\u51fa\u89e3\u51b3\u65b9\u6848\u6240\u9700\u7684\u57fa\u672c\u6570\u5b66\u8fd0\u7b97\u3002\u901a\u8fc7\u62bd\u8c61\u51fa\u4e0d\u76f8\u5173\u7684\u4e0a\u4e0b\u6587\u7ec6\u8282\uff0cCoD \u663e\u8457\u51cf\u5c11\u4e86 token \u6570\u91cf\uff0c\u540c\u65f6\u4fdd\u6301\u4e86\u900f\u660e\u5ea6\u548c\u6b63\u786e\u6027\u3002<\/section>\n<section><\/section>\n<section>CoD \u57fa\u4e8e\u8ba4\u77e5\u79d1\u5b66\u4e2d\u4eba\u7c7b\u601d\u7ef4\u6a21\u5f0f\uff0c\u5176\u4fe1\u606f\u5bc6\u5ea6\u662f\u4f20\u7edf CoT \u7684 13.2 \u500d\uff0c\u5728\u5f00\u53d1\u8fc7\u7a0b\u4e2d\uff0c\u7814\u7a76\u56e2\u961f\u901a\u8fc7\u8de8\u5b66\u79d1\u8fed\u4ee3\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u9996\u5148\u57fa\u4e8e\u601d\u8def\u94fe\u7684\u7ed3\u6784\u5316\u63d0\u793a\uff0c\u6784\u5efa\u7aef\u5230\u7aef\u3001\u7b80\u5316\u8ba4\u77e5\u7b49\u7279\u5f81\u7684\u601d\u7ef4\u7a3f\uff1b<\/section>\n<\/li>\n<li>\n<section>\u7ee7\u800c\u8bbe\u8ba1\u601d\u7ef4\u7a3f\u5bf9\u5927\u6a21\u578b\u9a71\u52a8\u63a8\u7406\u8d4b\u80fd\uff0c\u5728 Claude 3.5 Sonnet \u4e0a\u5b9e\u73b0\u7b97\u672f\u63a8\u7406 token \u6d88\u8017\u4ece 189.4 \u9aa4\u964d\u81f3 14.3\uff08\u8282\u7701 92.4%\uff09\uff1b<\/section>\n<\/li>\n<li>\n<section>\u6700\u7ec8\u901a\u8fc7\u5e76\u884c\u7a00\u758f\u6ce8\u610f\u529b\u6846\u67b6\uff08\u541e\u5410\u91cf + 3.8 \u500d\uff09\u548c\u52a8\u6001\u6279\u5904\u7406\u6280\u672f\uff08\u6279\u6b21\u5f39\u6027\u6269\u5c55 1-128\uff09\u5b8c\u6210\u5de5\u4e1a\u7ea7\u4f18\u5316\uff0c\u5b9e\u6d4b\u7aef\u5230\u7aef\u5ef6\u8fdf\u4ece 3.1 \u79d2\u538b\u7f29\u81f3 1.6 \u79d2\uff08\u964d\u5e45 48.4%\uff09\uff0c\u4e3a\u9ad8\u9891\u91d1\u878d\u4ea4\u6613\u7b49\u573a\u666f\u63d0\u4f9b\u4e9a\u79d2\u7ea7\uff08&lt;0.5s\uff09\u9ad8\u6548\u63a8\u7406\u652f\u6301\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u4e0b\u56fe\u5c55\u793a\u4e86 CoT \u4e0e CoD \u63d0\u793a\u7684\u533a\u522b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-820722e449b7dd21de74e5e2e9610d2f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-820722e449b7dd21de74e5e2e9610d2f.png\"><\/a><\/section>\n<section><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u4e2d\u8f83\u4e3a\u5168\u9762\u3001\u79d1\u5b66\u5730\u8bc4\u4f30\u5176\u6709\u6548\u6027\u548c\u6027\u80fd\uff0c\u8bbe\u7f6e\u4e86\u4e00\u7cfb\u5217\u4e25\u8c28\u4e14\u9488\u5bf9\u6027\u5f3a\u7684\u5b9e\u9a8c\uff1a\u57fa\u51c6\u6d4b\u8bd5\u5b9e\u9a8c\u3001\u6548\u7387\u9a8c\u8bc1\u5b9e\u9a8c\u548c\u6210\u672c\u6548\u76ca\u5b9e\u9a8c\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u57fa\u51c6\u6d4b\u8bd5\u5b9e\u9a8c\u9009\u53d6\u4e86\u591a\u4e2a\u8981\u6c42\u591a\u6b65\u63a8\u7406\u7684\u57fa\u51c6\u6d4b\u8bd5\uff0c\u6db5\u76d6\u4e86\u6570\u5b66\u63a8\u7406\u3001\u5e38\u8bc6\u63a8\u7406\u548c\u7b26\u53f7\u63a8\u7406\u7b49\u9886\u57df\u3002<\/section>\n<\/li>\n<li>\n<section>\u6548\u7387\u9a8c\u8bc1\u5b9e\u9a8c\u5305\u62ec token \u6d88\u8017\u8bc4\u4f30\u548c\u63a8\u7406\u5ef6\u8fdf\u6d4b\u8bd5\uff0c\u5176\u4e2d token \u6d88\u8017\u8bc4\u4f30\u5305\u62ec\u7cbe\u786e\u6d4b\u91cf CoD \u5728\u5404\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u4efb\u52a1\u4e2d\u6240\u4f7f\u7528\u7684 token \u6570\u91cf\uff0c\u5e76\u4e0e CoT \u8fdb\u884c\u5bf9\u6bd4\uff1b\u63a8\u7406\u5ef6\u8fdf\u6d4b\u8bd5\u901a\u8fc7 CoD \u5728\u4e0d\u540c\u4efb\u52a1\u4e2d\u7684\u7aef\u5230\u7aef\u63a8\u7406\u5ef6\u8fdf\uff0c\u5e76\u4e0e CoT \u8fdb\u884c\u6bd4\u8f83\u3002<\/section>\n<\/li>\n<li>\n<section>\u6210\u672c\u6548\u76ca\u5b9e\u9a8c\u57fa\u4e8e token \u6d88\u8017\u548c\u63a8\u7406\u5ef6\u8fdf\u7b49\u56e0\u7d20\uff0c\u8ba1\u7b97 CoD \u548c CoT \u7684\u5355\u4f4d\u63a8\u7406\u6210\u672c\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u63a8\u7406\u8bd5\u9a8c\u6570\u636e\u96c6\u8003\u8651\u4ee5\u4e0b\u4e94\u4e2a\u6570\u5b66\u5e94\u7528\u9898\u57fa\u51c6\uff0c(1) \u6570\u5b66\u5e94\u7528\u9898\u7684 GSM8K \u6570\u636e\u96c6\uff0c(2) \u7ed3\u6784\u5404\u5f02\u7684\u6570\u5b66\u5e94\u7528\u9898\u7684 SVAMP \u6570\u636e\u96c6\uff0c(3) \u5404\u79cd\u6570\u5b66\u5e94\u7528\u9898\u7684 ASDiv \u6570\u636e\u96c6\uff0c(4) \u4ee3\u6570\u5e94\u7528\u9898\u7684 AQuA \u6570\u636e\u96c6\uff0c\u4ee5\u53ca (5) MAWPS \u57fa\u51c6\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-10dcc037423a17a6ace8fd8001691c5a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-10dcc037423a17a6ace8fd8001691c5a.png\"><\/a><\/section>\n<section>\u7814\u7a76\u4e2d\u6240\u63d0\u51fa\u7684\u6a21\u578b\u65b9\u6cd5\u5728 GSM8K \u8fd9\u4e00\u6570\u5b66\u63a8\u7406\u4efb\u52a1\u4e2d\uff0c\u5728 GPT-4o \u4e0b\uff0cCoD \u7684\u51c6\u786e\u7387\u8fbe\u5230\u4e86 91.1%\uff0cCoT \u7684\u51c6\u786e\u7387\u4e3a 95.4%\uff0cCoT \u7684\u51c6\u786e\u7387\u7565\u9ad8\u4e8e CoD\u3002\u4f46 Token \u6d88\u8017\u65b9\u9762\uff0cCoD \u4ec5\u9700 14.3 \u4e2a Token\uff0c\u76f8\u6bd4\u4f20\u7edf\u6a21\u578b\u7684 161.2 \u4e2a Token\u3002\u63a8\u7406\u5ef6\u8fdf\u4e5f\u4ece\u4f20\u7edf\u6a21\u578b\u7684 4.2 \u79d2\u5927\u5e45\u538b\u7f29\u81f3 1.0 \u79d2\uff0c\u964d\u4f4e\u4e86 76.2%\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e Claude 3.5 Sonnet\uff0cCoD \u548c CoT \u7684\u51c6\u786e\u7387\u8868\u73b0\u76f8\u8fd1\u3002\u5728 Token \u6d88\u8017\u65b9\u9762\uff0cCoD \u76f8\u8f83\u4e8e CoT \u4e0b\u964d\u4e86 79.1%\uff0c\u63a8\u7406\u901f\u5ea6\u63d0\u5347\u81f3 1.6 \u79d2\uff0c\u5ef6\u8fdf\u964d\u4f4e\u4e86 48.4%\u3002\u8fd9\u8868\u660e CoD \u5728\u4fdd\u8bc1\u8f83\u9ad8\u51c6\u786e\u7387\u7684\u540c\u65f6\uff0c\u6781\u5927\u5730\u63d0\u5347\u4e86\u63a8\u7406\u6548\u7387\uff0c\u51cf\u5c11\u4e86\u8ba1\u7b97\u8d44\u6e90\u7684\u6d88\u8017\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-99d21c79e8cee9357f98bce5b1d977af.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-99d21c79e8cee9357f98bce5b1d977af.png\"><\/a><\/section>\n<section>\u5bf9\u4e8e\u5e38\u8bc6\u63a8\u7406\u4efb\u52a1\uff08\u4e0b\u8868 2 \u65e5\u671f\u7406\u89e3\uff09\uff0c\u5728 GPT-4o \u4e0b\uff0cCoD \u7684\u51c6\u786e\u7387\u4e3a 88.1%\uff0c\u4f4e\u4e8e CoT \u7684 90.2%\u3002Token \u6d88\u8017\u4e0a\uff0cCoD \u4e3a 30.2 \u4e2a Token\uff0cCoT \u5219\u8fbe\u5230 75.7 \u4e2a Token\uff0c\u8282\u7701\u4e86 60.1% \u7684 Token\uff0c\u65f6\u95f4\u4e5f\u4ece 1.7 \u79d2\u964d\u4f4e\u5230 1.3 \u79d2\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e Claude 3.5 Sonnet\uff0cCoD \u7684\u51c6\u786e\u7387\u9ad8\u8fbe 89.7%\uff0c\u9ad8\u4e8e CoT \u7684 87.0%\uff0c\u800c token \u6d88\u8017\u76f8\u8f83\u4e8e CoT \u4e0b\u964d\u4e86 82.0%\uff0c\u63a8\u7406\u65f6\u95f4\u4ece 3.2 \u79d2\u51cf\u5c11\u5230 1.4 \u79d2\u3002CoD \u5728\u5e38\u8bc6\u63a8\u7406\u4efb\u52a1\u4e2d\u540c\u6837\u5c55\u73b0\u51fa\u9ad8\u6548\u6027\u548c\u51c6\u786e\u6027\uff0c\u80fd\u591f\u66f4\u5feb\u901f\u4e14\u7cbe\u51c6\u5730\u5904\u7406\u5e38\u8bc6\u6027\u95ee\u9898\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-2eac69606a9be3e70b43da1c4ba47afa.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-2eac69606a9be3e70b43da1c4ba47afa.png\"><\/a><\/section>\n<section>\u5728\u539f\u59cb CoT \u7814\u7a76\u8bba\u6587\u4e2d\u63d0\u51fa\u7684\u786c\u5e01\u7ffb\u8f6c\u63a8\u7406\u4efb\u52a1\u6846\u67b6\u4e0b\uff0c\u7814\u7a76\u8005\u8981\u6c42\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u6839\u636e\u4e00\u7cfb\u5217\u629b\u786c\u5e01\u64cd\u4f5c\u5e8f\u5217\u9884\u6d4b\u6700\u7ec8\u786c\u5e01\u7684\u6b63\u53cd\u9762\u72b6\u6001\u3002\u7531\u4e8e\u8be5\u7814\u7a76\u7684\u539f\u59cb\u5b9e\u9a8c\u6570\u636e\u96c6\u5c1a\u672a\u5f00\u6e90\uff0c\u672c\u7814\u7a76\u4e25\u683c\u9075\u5faa\u5176\u65b9\u6cd5\u8bba\u590d\u73b0\u4e86\u5305\u542b 250 \u4e2a\u6d4b\u8bd5\u6837\u672c\u7684\u57fa\u51c6\u6570\u636e\u96c6\u3002\u7814\u7a76\u4eba\u5458\u6309\u7167\u76f8\u540c\u7684\u8bbe\u8ba1\u5408\u6210\u4e86\u4e00\u4e2a\u5305\u542b 250 \u4e2a\u793a\u4f8b\u7684\u6d4b\u8bd5\u96c6\uff0c\u57fa\u4e8e NameDataset \u6570\u636e\u96c6\uff0c\u4ece\u7f8e\u56fd\u5730\u533a\u6392\u540d\u524d 1000 \u7684\u540d\u5b57\u4e2d\u968f\u673a\u9009\u62e9 4 \u4e2a\uff0c\u5e76\u968f\u673a\u51b3\u5b9a\u662f\u5426\u5bf9\u6bcf\u4e2a\u540d\u5b57\u629b\u786c\u5e01\u3002\u8bc4\u4f30\u6570\u636e\u7684\u793a\u4f8b\u5982\u4e0b\u6240\u793a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-bf896c236c0c7105733fd5e0e653b82c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-bf896c236c0c7105733fd5e0e653b82c.png\"><\/a><\/section>\n<section>GPT-4o \u548c Claude 3.5 Sonnet \u7684\u6d4b\u8bd5\u7ed3\u679c\u5982\u8868 4 \u6240\u793a\u3002\u5728\u6807\u51c6\u63d0\u793a\u65b9\u5f0f\u4e0b\uff0c\u8fd9\u4e24\u4e2a\u6a21\u578b\u7684\u51c6\u786e\u7387\u5206\u522b\u4e3a 73.2% \u548c 85.2%\u3002\u4e0d\u8fc7\u5f53\u91c7\u7528 CoT\u548c CoD\u63d0\u793a\u7b56\u7565\u65f6\uff0c\u4e24\u4e2a\u6a21\u578b\u5747\u8fbe\u5230\u4e86 100% \u7684\u5b8c\u7f8e\u51c6\u786e\u7387\u3002\u901a\u8fc7\u4e0e CoT \u76f8\u6bd4\uff0c CoD \u663e\u8457\u51cf\u5c11\u4e86 token \u4f7f\u7528\u91cf\uff0c\u5bf9\u4e8e GPT-4o \u51cf\u5c11\u4e86 68%\uff0c\u5bf9\u4e8e Claude 3.5 Sonnet \u5219\u51cf\u5c11\u4e86 86%\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-474bb5d8fc7469086d88404b22fb208c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-474bb5d8fc7469086d88404b22fb208c.png\"><\/a><\/section>\n<section>\u66f4\u591a\u5b9e\u9a8c\u7ed3\u679c\u8bf7\u53c2\u9605\u539f\u8bba\u6587\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-03-10-9\" target=\"_blank\">\u5168\u65b0CoD\u98a0\u8986\u63a8\u7406\u8303\u5f0f\uff0c\u51c6\u786e\u7387\u63a5\u8fd1\u4f46token\u6d88\u8017\u6210\u500d\u964d\u4f4e<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u5168\u65b0CoD\u98a0\u8986\u63a8\u7406\u8303\u5f0f [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[68],"class_list":["post-39323","post","type-post","status-publish","format-standard","hentry","category-news","tag-68"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u5168\u65b0CoD\u98a0\u8986\u63a8\u7406\u8303\u5f0f\uff0c\u51c6\u786e\u7387\u63a5\u8fd1\u4f46token\u6d88\u8017\u6210\u500d\u964d\u4f4e - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=39323\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=39323#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=39323\"},\"author\":{\"name\":\"AI\u5c0f\u52a9\u624b\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/#\\\/schema\\\/person\\\/60225458499e817ae0af73e67e440b9d\"},\"headline\":\"\u5168\u65b0CoD\u98a0\u8986\u63a8\u7406\u8303\u5f0f\uff0c\u51c6\u786e\u7387\u63a5\u8fd1\u4f46token\u6d88\u8017\u6210\u500d\u964d\u4f4e\",\"datePublished\":\"2025-03-10T15:02:38+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=39323\"},\"wordCount\":130,\"commentCount\":0,\"image\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=39323#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2025\\\/03\\\/frc-b10e3c01a8d22c068b8d0bf640dd8a64.png\",\"keywords\":[\"\u5927\u6a21\u578b\"],\"articleSection\":[\"\u884c\u4e1a\u8d44\u8baf\"],\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/17aitech.com\\\/?p=39323#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=39323\",\"url\":\"https:\\\/\\\/17aitech.com\\\/?p=39323\",\"name\":\"\u5168\u65b0CoD\u98a0\u8986\u63a8\u7406\u8303\u5f0f\uff0c\u51c6\u786e\u7387\u63a5\u8fd1\u4f46token\u6d88\u8017\u6210\u500d\u964d\u4f4e - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=39323#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=39323#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2025\\\/03\\\/frc-b10e3c01a8d22c068b8d0bf640dd8a64.png\",\"datePublished\":\"2025-03-10T15:02:38+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/#\\\/schema\\\/person\\\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=39323#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/17aitech.com\\\/?p=39323\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=39323#primaryimage\",\"url\":\"https:\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2025\\\/03\\\/frc-b10e3c01a8d22c068b8d0bf640dd8a64.png\",\"contentUrl\":\"https:\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2025\\\/03\\\/frc-b10e3c01a8d22c068b8d0bf640dd8a64.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=39323#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\\\/\\\/17aitech.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u5168\u65b0CoD\u98a0\u8986\u63a8\u7406\u8303\u5f0f\uff0c\u51c6\u786e\u7387\u63a5\u8fd1\u4f46token\u6d88\u8017\u6210\u500d\u964d\u4f4e\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/#website\",\"url\":\"https:\\\/\\\/17aitech.com\\\/\",\"name\":\"\u4e00\u8d77AI\u6280\u672f\",\"description\":\"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca\",\"alternateName\":\"\u4e00\u8d77AI\u6280\u672f\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/17aitech.com\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/#\\\/schema\\\/person\\\/60225458499e817ae0af73e67e440b9d\",\"name\":\"AI\u5c0f\u52a9\u624b\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/04\\\/robot_3.png\",\"url\":\"\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/04\\\/robot_3.png\",\"contentUrl\":\"\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/04\\\/robot_3.png\",\"caption\":\"AI\u5c0f\u52a9\u624b\"},\"description\":\"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e\",\"url\":\"https:\\\/\\\/17aitech.com\\\/?page_id=33738&user=3\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u5168\u65b0CoD\u98a0\u8986\u63a8\u7406\u8303\u5f0f\uff0c\u51c6\u786e\u7387\u63a5\u8fd1\u4f46token\u6d88\u8017\u6210\u500d\u964d\u4f4e - \u4e00\u8d77AI\u6280\u672f","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/17aitech.com\/?p=39323","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/17aitech.com\/?p=39323#article","isPartOf":{"@id":"https:\/\/17aitech.com\/?p=39323"},"author":{"name":"AI\u5c0f\u52a9\u624b","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"headline":"\u5168\u65b0CoD\u98a0\u8986\u63a8\u7406\u8303\u5f0f\uff0c\u51c6\u786e\u7387\u63a5\u8fd1\u4f46token\u6d88\u8017\u6210\u500d\u964d\u4f4e","datePublished":"2025-03-10T15:02:38+00:00","mainEntityOfPage":{"@id":"https:\/\/17aitech.com\/?p=39323"},"wordCount":130,"commentCount":0,"image":{"@id":"https:\/\/17aitech.com\/?p=39323#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-b10e3c01a8d22c068b8d0bf640dd8a64.png","keywords":["\u5927\u6a21\u578b"],"articleSection":["\u884c\u4e1a\u8d44\u8baf"],"inLanguage":"zh-Hans","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/17aitech.com\/?p=39323#respond"]}]},{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=39323","url":"https:\/\/17aitech.com\/?p=39323","name":"\u5168\u65b0CoD\u98a0\u8986\u63a8\u7406\u8303\u5f0f\uff0c\u51c6\u786e\u7387\u63a5\u8fd1\u4f46token\u6d88\u8017\u6210\u500d\u964d\u4f4e - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=39323#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=39323#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-b10e3c01a8d22c068b8d0bf640dd8a64.png","datePublished":"2025-03-10T15:02:38+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=39323#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=39323"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=39323#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-b10e3c01a8d22c068b8d0bf640dd8a64.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-b10e3c01a8d22c068b8d0bf640dd8a64.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=39323#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"\u5168\u65b0CoD\u98a0\u8986\u63a8\u7406\u8303\u5f0f\uff0c\u51c6\u786e\u7387\u63a5\u8fd1\u4f46token\u6d88\u8017\u6210\u500d\u964d\u4f4e"}]},{"@type":"WebSite","@id":"https:\/\/17aitech.com\/#website","url":"https:\/\/17aitech.com\/","name":"\u4e00\u8d77AI\u6280\u672f","description":"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca","alternateName":"\u4e00\u8d77AI\u6280\u672f","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/17aitech.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d","name":"AI\u5c0f\u52a9\u624b","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","url":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","contentUrl":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","caption":"AI\u5c0f\u52a9\u624b"},"description":"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e","url":"https:\/\/17aitech.com\/?page_id=33738&user=3"}]}},"_links":{"self":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/39323","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=39323"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/39323\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=39323"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=39323"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=39323"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}