{"id":3800,"date":"2024-08-11T03:16:44","date_gmt":"2024-08-10T19:16:44","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=3800"},"modified":"2024-08-11T03:16:44","modified_gmt":"2024-08-10T19:16:44","slug":"cotchain-of-thought","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/cotchain-of-thought\/","title":{"rendered":"CoT(Chain-of-Thought) \u94fe\u5f0f\u601d\u7ef4"},"content":{"rendered":"<p>\u53c8\u79f0\uff1a\u601d\u7ef4\u94fe<\/p>\n<h2>Chain-of-Thought\u7684\u5b9a\u4e49\u548c\u539f\u7406<\/h2>\n<p>&#8220;Chain-of-Thought&#8221;\uff08\u7b80\u79f0CoT\uff09\u662f\u4e00\u79cd\u601d\u7ef4\u65b9\u6cd5\uff0c\u5176\u539f\u7406\u662f\u5efa\u7acb\u4e00\u4e2a\u7531\u4e00\u7cfb\u5217\u5173\u8054\u7684\u601d\u8003\u6b65\u9aa4\u7ec4\u6210\u7684\u601d\u8003\u94fe\u3002\u8be5\u65b9\u6cd5\u901a\u8fc7\u5c06\u601d\u8003\u8fc7\u7a0b\u5206\u89e3\u6210\u4e00\u7cfb\u5217\u6709\u5e8f\u7684\u6b65\u9aa4\uff0c\u5e2e\u52a9\u4eba\u4eec\u66f4\u7cfb\u7edf\u5730\u601d\u8003\u95ee\u9898\u548c\u4ea7\u751f\u521b\u9020\u6027\u7684\u60f3\u6cd5\u3002\u8be5\u65b9\u6cd5\u9002\u7528\u4e8e\u5404\u79cd\u601d\u8003\u573a\u666f\uff0c\u5982\u521b\u65b0\u3001\u51b3\u7b56\u3001\u95ee\u9898\u89e3\u51b3\u7b49\u3002CoT\u65b9\u6cd5\u7684\u6838\u5fc3\u601d\u60f3\u662f\uff1a\u5c06\u4e00\u4e2a\u5927\u7684\u95ee\u9898\u5206\u89e3\u6210\u82e5\u5e72\u4e2a\u5c0f\u95ee\u9898\uff0c\u7136\u540e\u5c06\u6bcf\u4e2a\u5c0f\u95ee\u9898\u518d\u5206\u89e3\u6210\u66f4\u5c0f\u7684\u95ee\u9898\uff0c\u76f4\u5230\u6bcf\u4e2a\u95ee\u9898\u90fd\u53ef\u4ee5\u5f97\u5230\u7b80\u5355\u3001\u660e\u786e\u7684\u7b54\u6848\u3002\u8fd9\u6837\u4e00\u6765\uff0c\u4eba\u4eec\u53ef\u4ee5\u66f4\u52a0\u6e05\u6670\u5730\u7406\u89e3\u95ee\u9898\uff0c\u5e76\u627e\u5230\u66f4\u4f18\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p>\u6211\u4eec\u53ef\u4ee5\u5c06Chain-of-Thought\u6bd4\u4f5c\u62fc\u56fe\uff0c\u6bcf\u4e00\u5757\u62fc\u56fe\u4ee3\u8868\u95ee\u9898\u7684\u4e00\u4e2a\u65b9\u9762\uff0c\u53ea\u6709\u5c06\u8fd9\u4e9b\u62fc\u56fe\u8fde\u63a5\u8d77\u6765\uff0c\u624d\u80fd\u83b7\u5f97\u5b8c\u6574\u7684\u7b54\u6848\u3002\u4f8b\u5982\uff0c\u5f53\u6211\u4eec\u5728\u5b66\u4e60\u4e00\u95e8\u65b0\u77e5\u8bc6\u65f6\uff0c\u53ef\u4ee5\u901a\u8fc7Chain-of-Thought\u6765\u5efa\u7acb\u8d77\u5404\u4e2a\u77e5\u8bc6\u70b9\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u4ece\u800c\u66f4\u597d\u5730\u7406\u89e3\u548c\u8bb0\u5fc6\u8fd9\u95e8\u77e5\u8bc6\uff1b\u5f53\u6211\u4eec\u5728\u89e3\u51b3\u95ee\u9898\u65f6\uff0c\u53ef\u4ee5\u8fd0\u7528Chain-of-Thought\u7684\u601d\u7ef4\u65b9\u5f0f\uff0c\u5c06\u95ee\u9898\u62c6\u89e3\u6210\u591a\u4e2a\u5b50\u95ee\u9898\uff0c\u7136\u540e\u9010\u6b65\u89e3\u51b3\uff0c\u6700\u7ec8\u5f97\u5230\u4e00\u4e2a\u5b8c\u6574\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u5927\u6570\u636e\u9886\u57df\u7684\u89e3\u91ca<\/h2>\n<p>\u601d\u7ef4\u94fe(CoT)\u63d0\u793a\u8fc7\u7a0b\u662f\u4e00\u79cd\u6700\u8fd1\u5f00\u53d1\u7684\u63d0\u793a\u65b9\u6cd5\uff0c\u5b83\u9f13\u52b1\u5927\u8bed\u8a00\u6a21\u578b\u89e3\u91ca\u5176\u63a8\u7406\u8fc7\u7a0b\u3002\u4e0b\u56fe\u663e\u793a\u4e86\u00a0few shot standard prompt\uff08\u5de6)\u4e0e\u94fe\u5f0f\u601d\u7ef4\u63d0\u793a\u8fc7\u7a0b\uff08\u53f3\uff09\u7684\u6bd4\u8f83\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-3802\" title=\"CoT(Chain-of-Thought) \u94fe\u5f0f\u601d\u7ef4-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/52d70284a9e51eb.jpg\" alt=\"CoT(Chain-of-Thought) \u94fe\u5f0f\u601d\u7ef4-1\" width=\"563\" height=\"283\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/52d70284a9e51eb.jpg 1788w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/52d70284a9e51eb-300x151.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/52d70284a9e51eb-1024x515.jpg 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/52d70284a9e51eb-768x387.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/52d70284a9e51eb-1536x773.jpg 1536w\" sizes=\"auto, (max-width: 563px) 100vw, 563px\" \/><\/p>\n<blockquote><p>\u51fa\u4e00\u4e2a\u65b0\u95ee\u9898\uff0c\u5982\u4f55\u8ba9\u5927\u6a21\u578b\u8ba1\u7b97\u8fd9\u9053\u9898\u7edd\u5bf9\u6b63\u786e\uff1a<br \/>\n\u4e00\u53ea\u9e21\u6bcf\u5929\u4e0b\u516d\u4e2a\u86cb\uff0c\u6211\u4eca\u5929\u6536\u4e86\u4e00\u6b21\u9e21\u86cb\uff0c\u5403\u6389\u4e86\u5176\u4e2d\u4e00\u534a\u3002\u7b2c\u4e8c\u5929\u6211\u53c8\u6536\u4e86\u4e00\u6b21\u9e21\u86cb\uff0c\u5403\u4e86\u5176\u4e2d\u4e24\u4e2a\uff0c\u7b2c\u4e09\u5929\u53c8\u6536\u4e86\u4e00\u6b21\u9e21\u86cb\uff0c\u8bf7\u95ee\u73b0\u5728\u6211\u8fd8\u5269\u4e0b\u591a\u5c11\u9e21\u86cb\uff1f<\/p><\/blockquote>\n<p>\u5728<a href=\"https:\/\/arxiv.org\/abs\/2201.11903\">Wei\u7b49\u4eba\uff082022\uff09(opens in a new tab<\/a>\u4e2d\u5f15\u5165\u7684\u94fe\u5f0f\u601d\u8003\uff08CoT\uff09\u63d0\u793a\u901a\u8fc7\u4e2d\u95f4\u63a8\u7406\u6b65\u9aa4\u5b9e\u73b0\u4e86\u590d\u6742\u7684\u63a8\u7406\u80fd\u529b\u3002\u60a8\u53ef\u4ee5\u5c06\u5176\u4e0e\u5c11\u6837\u672c\u63d0\u793a\u76f8\u7ed3\u5408\uff0c\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u7ed3\u679c\uff0c\u4ee5\u4fbf\u5728\u56de\u7b54\u4e4b\u524d\u8fdb\u884c\u63a8\u7406\u7684\u66f4\u590d\u6742\u7684\u4efb\u52a1\u3002<\/p>\n<p>\u601d\u7ef4\u94fe\u7684\u4e3b\u8981\u601d\u60f3\u662f\u901a\u8fc7\u5411\u5927\u8bed\u8a00\u6a21\u578b\u5c55\u793a\u4e00\u4e9b\u5c11\u91cf\u7684\u00a0exemplars\uff0c\u5728\u6837\u4f8b\u4e2d\u89e3\u91ca\u63a8\u7406\u8fc7\u7a0b\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u5728\u56de\u7b54\u63d0\u793a\u65f6\u4e5f\u4f1a\u663e\u793a\u63a8\u7406\u8fc7\u7a0b\u3002\u8fd9\u79cd\u63a8\u7406\u7684\u89e3\u91ca\u5f80\u5f80\u4f1a\u5f15\u5bfc\u51fa\u66f4\u51c6\u786e\u7684\u7ed3\u679c\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u73b0\u5b9e\u751f\u6d3b\u4e2d\u7684\u4f8b\u5b50<\/h2>\n<blockquote><p>\u5728\u65e5\u5e38\u751f\u6d3b\u4e2d\uff0cCoT \u94fe\u5f0f\u601d\u7ef4\u4e5f\u968f\u5904\u53ef\u89c1\u3002\u6bd4\u5982\uff0c\u6211\u4eec\u5728\u505a\u83dc\u7684\u65f6\u5019\uff0c\u9700\u8981\u5148\u51c6\u5907\u6750\u6599\uff0c\u7136\u540e\u8fdb\u884c\u70f9\u996a\uff0c\u6700\u540e\u76db\u51fa\u6765\u3002\u8fd9\u5c31\u662f\u4e00\u4e2a\u5178\u578b\u7684 CoT \u94fe\u5f0f\u601d\u7ef4\u7684\u8fc7\u7a0b\u3002\u518d\u6bd4\u5982\uff0c\u6211\u4eec\u5728\u5b66\u4e60\u4e00\u4e2a\u65b0\u77e5\u8bc6\u70b9\u7684\u65f6\u5019\uff0c\u9700\u8981\u5148\u4e86\u89e3\u57fa\u7840\u77e5\u8bc6\uff0c\u7136\u540e\u518d\u5b66\u4e60\u8fdb\u9636\u5185\u5bb9<\/p><\/blockquote>\n<p>\u6211\u4eec\u53ef\u4ee5\u5c06Chain-of-Thought\u6bd4\u4f5c\u62fc\u56fe\uff0c\u6bcf\u4e00\u5757\u62fc\u56fe\u4ee3\u8868\u95ee\u9898\u7684\u4e00\u4e2a\u65b9\u9762\uff0c\u53ea\u6709\u5c06\u8fd9\u4e9b\u62fc\u56fe\u8fde\u63a5\u8d77\u6765\uff0c\u624d\u80fd\u83b7\u5f97\u5b8c\u6574\u7684\u7b54\u6848\u3002\u4f8b\u5982\uff0c\u5f53\u6211\u4eec\u5728\u5b66\u4e60\u4e00\u95e8\u65b0\u77e5\u8bc6\u65f6\uff0c\u53ef\u4ee5\u901a\u8fc7Chain-of-Thought\u6765\u5efa\u7acb\u8d77\u5404\u4e2a\u77e5\u8bc6\u70b9\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u4ece\u800c\u66f4\u597d\u5730\u7406\u89e3\u548c\u8bb0\u5fc6\u8fd9\u95e8\u77e5\u8bc6\uff1b\u5f53\u6211\u4eec\u5728\u89e3\u51b3\u95ee\u9898\u65f6\uff0c\u53ef\u4ee5\u8fd0\u7528Chain-of-Thought\u7684\u601d\u7ef4\u65b9\u5f0f\uff0c\u5c06\u95ee\u9898\u62c6\u89e3\u6210\u591a\u4e2a\u5b50\u95ee\u9898\uff0c\u7136\u540e\u9010\u6b65\u89e3\u51b3\uff0c\u6700\u7ec8\u5f97\u5230\u4e00\u4e2a\u5b8c\u6574\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u4f18\u7f3a\u70b9<\/h2>\n<p>hain-of-Thought\uff08CoT\uff09\u662f\u4e00\u79cd\u601d\u7ef4\u65b9\u6cd5\uff0c\u5b83\u901a\u8fc7\u5c06\u601d\u8003\u7684\u8fc7\u7a0b\u5206\u89e3\u6210\u4e00\u7cfb\u5217\u6709\u673a\u94fe\u63a5\u7684\u6b65\u9aa4\u6765\u63d0\u9ad8\u601d\u8003\u7684\u6548\u7387\u548c\u8d28\u91cf\u3002\u5b83\u7684\u4f18\u70b9\u5305\u62ec\uff1a<\/p>\n<p style=\"padding-left: 40px;\">1. \u5e2e\u52a9\u4eba\u4eec\u66f4\u597d\u5730\u7ec4\u7ec7\u548c\u63a7\u5236\u601d\u60f3\u6d41\u7a0b\uff0c\u4ece\u800c\u66f4\u597d\u5730\u89e3\u51b3\u95ee\u9898\u3002<br \/>\n2. \u652f\u6301\u8fde\u7eed\u601d\u8003\uff0c\u4fc3\u8fdb\u521b\u9020\u6027\u601d\u7ef4\u3002<br \/>\n3. \u901a\u8fc7\u8ffd\u8e2a\u601d\u8003\u8fc7\u7a0b\uff0c\u53ef\u4ee5\u66f4\u597d\u5730\u68c0\u67e5\u548c\u4f18\u5316\u601d\u8003\u8d28\u91cf\u3002<br \/>\n4. \u53ef\u4ee5\u88ab\u7528\u6765\u89e3\u51b3\u5404\u79cd\u590d\u6742\u95ee\u9898\uff0c\u4ece\u7ec4\u7ec7\u5230\u521b\u65b0\u7b49\u3002<\/p>\n<p>CoT\u7684\u7f3a\u70b9\uff1a<\/p>\n<p style=\"padding-left: 40px;\">1. CoT\u9700\u8981\u5927\u91cf\u77e5\u8bc6\u50a8\u5907\u548c\u5206\u6790\u80fd\u529b\uff0c\u4e0d\u9002\u5408\u521d\u5b66\u8005<br \/>\n2. CoT\u9700\u8981\u8017\u8d39\u65f6\u95f4\u548c\u601d\u8003\u7cbe\u529b\uff0c\u5728\u7d27\u8feb\u7684\u65f6\u95f4\u9650\u5236\u4e0b\u96be\u4ee5\u4f7f\u7528<br \/>\n3. \u6bcf\u4e2a\u4eba\u7684\u601d\u8003\u6a21\u5f0f\u53ef\u80fd\u4e0d\u540c\uff0c\u56e0\u6b64\u5bf9\u4e8e\u4e0d\u540c\u4eba\u6765\u8bf4CoT\u53ef\u80fd\u4e0d\u662f\u6700\u597d\u7684\u601d\u8003\u65b9\u6cd5\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2>COT\u65b9\u6cd5\u5206\u7c7b<\/h2>\n<p>&nbsp;<\/p>\n<p><a href=\"https:\/\/arxiv.org\/abs\/2205.10625\">Least-to-Most(\u5c11\u5230\u591a\u63d0\u793a)<\/a><\/p>\n<p>CoT \u5728\u5bb9\u6613\u7684\u95ee\u9898\u4e0a\u6548\u679c\u5f88\u597d\uff0c\u4f46\u5728\u96be\u7684\u95ee\u9898\u4e0a\u6548\u679c\u4e0d\u663e\u8457\u3002\u800c Least-to-Most Prompting \u4e3b\u8981\u662f\u7528\u6765\u89e3\u51b3\u96be\u7684\u95ee\u9898\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>Least-to-Most Prompting<\/strong><\/p>\n<p>Least-to-Most Prompting \u601d\u8def\u4e5f\u5f88\u7b80\u5355\uff0c\u5c31\u662f\u5148\u628a\u95ee\u9898\u5206\u89e3\u6210\u66f4\u7b80\u5355\u7684\u591a\u4e2a\u5b50\u95ee\u9898\uff0c\u7136\u540e\u518d\u9010\u4e2a\u56de\u7b54\u5b50\u95ee\u9898\uff0c\u6700\u7ec8\u83b7\u5f97\u539f\u59cb\u95ee\u9898\u7684\u7b54\u6848\uff1a<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter  wp-image-3803\" title=\"CoT(Chain-of-Thought) \u94fe\u5f0f\u601d\u7ef4-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/5a85dfed323918a.png\" alt=\"CoT(Chain-of-Thought) \u94fe\u5f0f\u601d\u7ef4-1\" width=\"480\" height=\"119\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/5a85dfed323918a.png 2000w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/5a85dfed323918a-300x74.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/5a85dfed323918a-1024x254.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/5a85dfed323918a-768x190.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/5a85dfed323918a-1536x381.png 1536w\" sizes=\"auto, (max-width: 480px) 100vw, 480px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>\u9664\u4e86\u4e0a\u9762\u7684\u6280\u5de7\uff0c\u53e6\u4e00\u4e2a\u6280\u5de7\u662f\u5728prompt\u4e2d\u52a0\u5165\u4e86\u5c11\u91cf\u6837\u4f8b\uff08few-shot\uff09\uff0c\u8fd9\u6837\u53ef\u4ee5\u663e\u8457\u63d0\u5347\u6548\u679c\u3002\u8fd9\u4e2a\u6280\u5de7\u5728CoT\u4e2d\u4e5f\u6709\uff0c\u662f\u4e2a\u63d0\u5347\u6548\u679c\u5f88\u901a\u7528\u7684\u65b9\u6cd5\u3002<\/p>\n<p>\u8bba\u6587\u4e2d\u5728\u5177\u4f53\u5b9e\u73b0\u65f6\uff0c\u9488\u5bf9\u4e0d\u540c\u7684\u4efb\u52a1\uff0c\u4e3b\u8981\u8bbe\u8ba1\u4e86\u4ee5\u4e0b\u4e24\u79cdprompt\u7ed3\u6784\uff08\u7701\u7565\u4e86prompt\u4e2d\u7684\u5c11\u91cf\u6837\u4f8b\uff09\uff1a<\/p>\n<p>&nbsp;<\/p>\n<p><strong>1.Let&#8217;s break down this problem:<\/strong><\/p>\n<p>\u8fd9\u79cd\u65b9\u5f0f\u662f<strong>\u8c03\u7528\u4e00\u6b21<\/strong>LLM\uff0c\u8ba9\u5b83\u5148\u751f\u6210\u5b50\u95ee\u9898\uff0c\u518d\u751f\u6210\u6bcf\u4e2a\u5b50\u95ee\u9898\u7684\u7b54\u6848\uff0c\u4ee5\u53ca\u6700\u7ec8\u7b54\u6848\u3002\u6240\u4ee5\u4e3b\u8981\u9760\u6837\u4f8b\u6765\u89c4\u8303LLM\u7684\u8f93\u51fa\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter  wp-image-3804\" title=\"CoT(Chain-of-Thought) \u94fe\u5f0f\u601d\u7ef4-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/c4661322c155e8b.png\" alt=\"CoT(Chain-of-Thought) \u94fe\u5f0f\u601d\u7ef4-1\" width=\"627\" height=\"324\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/c4661322c155e8b.png 2000w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/c4661322c155e8b-300x155.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/c4661322c155e8b-1024x528.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/c4661322c155e8b-768x396.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/c4661322c155e8b-1536x793.png 1536w\" sizes=\"auto, (max-width: 627px) 100vw, 627px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>2.To solve \u201c**&lt;problem&gt;**\u201d, we need to first solve: \u201c**&lt;subproblem1&gt;**\u201d, \u201c**&lt;subproblem2&gt;**\u201d, \u201c**&lt;subproblem3&gt;**\u201d, \u2026<\/p>\n<p>\u8fd9\u79cd\u65b9\u5f0f\u662f<strong>\u8fed\u4ee3<\/strong>\u751f\u6210\u5b50\u95ee\u9898\u7684\u7b54\u6848\uff0c\u6c47\u603b\u6240\u6709\u4fe1\u606f\u540e\u518d\u751f\u6210\u6700\u7ec8\u7b54\u6848\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter  wp-image-3805\" title=\"CoT(Chain-of-Thought) \u94fe\u5f0f\u601d\u7ef4-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/c066193e8c1e1a9.png\" alt=\"CoT(Chain-of-Thought) \u94fe\u5f0f\u601d\u7ef4-1\" width=\"604\" height=\"511\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/c066193e8c1e1a9.png 2000w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/c066193e8c1e1a9-300x254.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/c066193e8c1e1a9-1024x867.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/c066193e8c1e1a9-768x650.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/c066193e8c1e1a9-1536x1300.png 1536w\" sizes=\"auto, (max-width: 604px) 100vw, 604px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>\u6211\u7406\u89e3prompt\u4f7f\u7528\u7684\u5177\u4f53\u63d0\u793a\u8bcd\uff08**break down** or **first solve**\uff09\u4e0d\u91cd\u8981\uff0c\u91cd\u8981\u7684\u662f<strong>\u5148\u5206\u89e3\u6210\u5b50\u4efb\u52a1<\/strong>\uff0c\u518d<strong>\u9010\u4e2a\u89e3\u7b54<\/strong>\u7684\u601d\u8def\u3002<\/p>\n<p>\u6548\u679c\uff1a<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter  wp-image-3806\" title=\"CoT(Chain-of-Thought) \u94fe\u5f0f\u601d\u7ef4-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/b752850f58fdc43.png\" alt=\"CoT(Chain-of-Thought) \u94fe\u5f0f\u601d\u7ef4-1\" width=\"593\" height=\"198\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/b752850f58fdc43.png 2000w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/b752850f58fdc43-300x100.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/b752850f58fdc43-1024x342.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/b752850f58fdc43-768x257.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/b752850f58fdc43-1536x513.png 1536w\" sizes=\"auto, (max-width: 593px) 100vw, 593px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter  wp-image-3807\" title=\"CoT(Chain-of-Thought) \u94fe\u5f0f\u601d\u7ef4-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/3763c17eb6fdcc5.png\" alt=\"CoT(Chain-of-Thought) \u94fe\u5f0f\u601d\u7ef4-1\" width=\"643\" height=\"205\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/3763c17eb6fdcc5.png 2000w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/3763c17eb6fdcc5-300x96.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/3763c17eb6fdcc5-1024x327.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/3763c17eb6fdcc5-768x245.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/3763c17eb6fdcc5-1536x490.png 1536w\" sizes=\"auto, (max-width: 643px) 100vw, 643px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter  wp-image-3808\" title=\"CoT(Chain-of-Thought) \u94fe\u5f0f\u601d\u7ef4-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/ab31034d171b38b.png\" alt=\"CoT(Chain-of-Thought) \u94fe\u5f0f\u601d\u7ef4-1\" width=\"563\" height=\"329\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/ab31034d171b38b.png 2000w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/ab31034d171b38b-300x175.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/ab31034d171b38b-1024x598.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/ab31034d171b38b-768x449.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/08\/ab31034d171b38b-1536x897.png 1536w\" sizes=\"auto, (max-width: 563px) 100vw, 563px\" \/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u53c8\u79f0\uff1a\u601d\u7ef4\u94fe Chain-of-Thought\u7684\u5b9a\u4e49\u548c\u539f\u7406 &#8220;Chain-of-Thought&#8221;\uff08\u7b80\u79f0CoT\uff09\u662f\u4e00\u79cd\u601d\u7ef4\u65b9\u6cd5\uff0c\u5176\u539f\u7406\u662f\u5efa\u7acb\u4e00\u4e2a\u7531\u4e00\u7cfb\u5217\u5173\u8054\u7684\u601d\u8003\u6b65\u9aa4\u7ec4\u6210\u7684\u601d\u8003\u94fe\u3002\u8be5\u65b9\u6cd5\u901a\u8fc7\u5c06\u601d\u8003\u8fc7\u7a0b\u5206\u89e3\u6210\u4e00\u7cfb\u5217\u6709\u5e8f\u7684&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[34],"tags":[],"class_list":["post-3800","post","type-post","status-publish","format-standard","hentry","category-knowledge"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/3800","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/comments?post=3800"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/3800\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media?parent=3800"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/categories?post=3800"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/tags?post=3800"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}