{"id":8218,"date":"2026-06-09T13:54:08","date_gmt":"2026-06-09T05:54:08","guid":{"rendered":"https:\/\/ab123.xyz\/?p=8218"},"modified":"2026-06-09T13:54:08","modified_gmt":"2026-06-09T05:54:08","slug":"deepseek-v3-chain-of-thought-prompting-guide%ef%bc%9a%e6%99%ba%e8%83%bd%e6%8e%a8%e7%90%86%e4%b8%8e%e6%8f%90%e7%a4%ba%e8%af%8d%e4%bc%98%e5%8c%96%e5%ae%8c%e5%85%a8%e6%8c%87%e5%8d%97","status":"publish","type":"post","link":"https:\/\/ab123.xyz\/?p=8218","title":{"rendered":"DeepSeek-V3 Chain-of-Thought Prompting Guide\uff1a\u667a\u80fd\u63a8\u7406\u4e0e\u63d0\u793a\u8bcd\u4f18\u5316\u5b8c\u5168\u6307\u5357"},"content":{"rendered":"<p>\u5728\u4eba\u5de5\u667a\u80fd\u5feb\u901f\u53d1\u5c55\u7684\u4eca\u5929\uff0cDeepSeek-V3 \u51ed\u501f\u5176\u5f3a\u5927\u7684\u63a8\u7406\u80fd\u529b\u4e0e\u7075\u6d3b\u7684\u63d0\u793a\u8bcd\uff08Prompting\uff09\u8bbe\u8ba1\uff0c\u6210\u4e3a\u5f00\u53d1\u8005\u548c\u7814\u7a76\u8005\u5173\u6ce8\u7684\u7126\u70b9\u3002\u5176\u4e2d\uff0cChain-of-Thought\uff08CoT\uff09\u63d0\u793a\u6280\u672f\u66f4\u662f\u91ca\u653e\u6a21\u578b\u6df1\u5c42\u903b\u8f91\u6f5c\u529b\u7684\u5173\u952e\u3002\u672c\u6307\u5357\u5c06\u5168\u9762\u89e3\u6790 DeepSeek-V3 \u7684 CoT \u63d0\u793a\u7b56\u7565\uff0c\u5e2e\u52a9\u60a8\u9ad8\u6548\u5229\u7528\u8fd9\u4e00\u5de5\u5177\u5b9e\u73b0\u590d\u6742\u4efb\u52a1\u6c42\u89e3\u3002<\/p>\n<p>DeepSeek-V3 \u7684\u5b98\u65b9\u7f51\u7ad9\u63d0\u4f9b\u5b8c\u6574\u7684\u6a21\u578b\u6587\u6863\u4e0e\u793a\u4f8b\u4ee3\u7801\uff0c\u60a8\u53ef\u4ee5\u8bbf\u95ee <a href=\"https:\/\/www.deepseek.com\" target=\"_blank\">\u5b98\u65b9\u7f51\u7ad9<\/a> \u83b7\u53d6\u6700\u65b0\u4fe1\u606f\u4e0e\u793e\u533a\u652f\u6301\u3002<\/p>\n<h2>\u6838\u5fc3\u529f\u80fd\u4e0e\u4f18\u52bf<\/h2>\n<p>DeepSeek-V3 \u901a\u8fc7 Chain-of-Thought \u63d0\u793a\uff0c\u5f15\u5bfc\u6a21\u578b\u5728\u56de\u7b54\u524d\u751f\u6210\u4e2d\u95f4\u63a8\u7406\u6b65\u9aa4\uff0c\u4ece\u800c\u63d0\u5347\u591a\u6b65\u63a8\u7406\u3001\u6570\u5b66\u8ba1\u7b97\u3001\u903b\u8f91\u5206\u6790\u7b49\u4efb\u52a1\u7684\u51c6\u786e\u6027\u3002\u5176\u4f18\u52bf\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\u900f\u660e\u63a8\u7406\uff1a\u6a21\u578b\u8f93\u51fa\u53ef\u8ffd\u6eaf\u7684\u601d\u8003\u94fe\uff0c\u4fbf\u4e8e\u8c03\u8bd5\u4e0e\u9a8c\u8bc1\u3002<\/li>\n<li>\u9ad8\u7cbe\u5ea6\uff1a\u5728\u6570\u5b66\u3001\u7f16\u7a0b\u3001\u79d1\u5b66\u95ee\u7b54\u7b49\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u9886\u5148\u3002<\/li>\n<li>\u7075\u6d3b\u9002\u914d\uff1a\u652f\u6301\u96f6\u6837\u672c\u3001\u5c11\u6837\u672c\u53ca\u89d2\u8272\u626e\u6f14\u7b49\u591a\u79cd CoT \u53d8\u4f53\u3002<\/li>\n<li>\u4f4e\u5ef6\u8fdf\uff1a\u4f18\u5316\u540e\u7684\u63a8\u7406\u5f15\u64ce\u5b9e\u73b0\u5feb\u901f\u54cd\u5e94\uff0c\u9002\u5408\u5b9e\u65f6\u573a\u666f\u3002<\/li>\n<\/ul>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<h3>\u6559\u80b2\u4e0e\u5b66\u672f\u7814\u7a76<\/h3>\n<p>\u6559\u5e08\u4e0e\u5b66\u751f\u53ef\u5229\u7528 CoT \u63d0\u793a\u751f\u6210\u5206\u6b65\u89e3\u9898\u8fc7\u7a0b\uff0c\u8f85\u52a9\u5b66\u4e60\u590d\u6742\u6982\u5ff5\uff1b\u7814\u7a76\u4eba\u5458\u53ef\u501f\u52a9 CoT \u8fdb\u884c\u5047\u8bbe\u9a8c\u8bc1\u4e0e\u5b9e\u9a8c\u8bbe\u8ba1\u3002<\/p>\n<h3>\u8f6f\u4ef6\u5f00\u53d1\u4e0e\u8c03\u8bd5<\/h3>\n<p>\u5728\u4ee3\u7801\u751f\u6210\u4e0e Debug \u4e2d\uff0cCoT \u5e2e\u52a9\u6a21\u578b\u9010\u6b65\u5206\u6790\u903b\u8f91\u9519\u8bef\uff0c\u63d0\u4f9b\u53ef\u89e3\u91ca\u7684\u4fee\u590d\u5efa\u8bae\u3002<\/p>\n<h3>\u5546\u4e1a\u5206\u6790\u4e0e\u51b3\u7b56<\/h3>\n<p>\u5206\u6790\u5e08\u901a\u8fc7 CoT \u63d0\u793a\u8ba9\u6a21\u578b\u62c6\u89e3\u5e02\u573a\u6570\u636e\uff0c\u8f93\u51fa\u5305\u542b\u56e0\u679c\u5173\u7cfb\u7684\u62a5\u544a\uff0c\u652f\u6491\u6218\u7565\u51b3\u7b56\u3002<\/p>\n<h2>\u5982\u4f55\u4f7f\u7528 Chain-of-Thought \u63d0\u793a<\/h2>\n<h3>\u57fa\u7840\u63d0\u793a\u6a21\u677f<\/h3>\n<p>\u6700\u7b80\u5355\u7684 CoT \u63d0\u793a\u662f\u5728\u95ee\u9898\u540e\u6dfb\u52a0\u201c\u8bf7\u9010\u6b65\u601d\u8003\u201d\u6216\u201cThink step by step\u201d\u3002\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li>\u95ee\u9898\uff1a\u5c0f\u660e\u6709 5 \u4e2a\u82f9\u679c\uff0c\u7ed9\u4e86\u5c0f\u7ea2 2 \u4e2a\uff0c\u53c8\u4e70\u4e86 3 \u4e2a\uff0c\u73b0\u5728\u6709\u591a\u5c11\uff1f<\/li>\n<li>\u5e26 CoT \u7684\u63d0\u793a\uff1a\u5c0f\u660e\u6709 5 \u4e2a\u82f9\u679c\uff0c\u7ed9\u4e86\u5c0f\u7ea2 2 \u4e2a\uff0c\u53c8\u4e70\u4e86 3 \u4e2a\uff0c\u73b0\u5728\u6709\u591a\u5c11\uff1f\u8bf7\u9010\u6b65\u601d\u8003\u3002<\/li>\n<\/ul>\n<h3>\u9ad8\u7ea7\u7b56\u7565\uff1a\u5c11\u6837\u672c\u793a\u4f8b<\/h3>\n<p>\u63d0\u4f9b 2-3 \u4e2a\u5305\u542b\u5b8c\u6574\u63a8\u7406\u94fe\u7684\u793a\u4f8b\uff0c\u53ef\u5927\u5e45\u63d0\u5347\u6a21\u578b\u5728\u65b0\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u3002\u4f8b\u5982\u6570\u5b66\u5e94\u7528\u9898\u3001\u903b\u8f91\u8c1c\u9898\u7b49\u3002<\/p>\n<h3>\u89d2\u8272\u626e\u6f14\u4e0e\u8bed\u5883\u5d4c\u5165<\/h3>\n<p>\u8bbe\u5b9a\u89d2\u8272\u4e3a\u201c\u6570\u5b66\u8001\u5e08\u201d\u6216\u201c\u6570\u636e\u5206\u6790\u5e08\u201d\uff0c\u5e76\u914d\u5408 CoT \u63d0\u793a\uff0c\u4f7f\u6a21\u578b\u8f93\u51fa\u66f4\u8d34\u5408\u4e13\u4e1a\u9886\u57df\u3002<\/p>\n<h2>\u6700\u4f73\u5b9e\u8df5\u4e0e\u6ce8\u610f\u4e8b\u9879<\/h2>\n<ul>\n<li>\u63d0\u793a\u8bed\u7b80\u6d01\u660e\u786e\uff0c\u907f\u514d\u6b67\u4e49\u3002<\/li>\n<li>\u5bf9\u4e8e\u957f\u94fe\u63a8\u7406\uff0c\u53ef\u5206\u6bb5\u63d0\u95ee\uff0c\u5f15\u5bfc\u6a21\u578b\u9010\u6b65\u63a8\u8fdb\u3002<\/li>\n<li>\u7ed3\u5408\u6e29\u5ea6\u53c2\u6570\uff08temperature\uff09\u8c03\u8282\u521b\u9020\u6027\uff0c\u63a8\u7406\u4efb\u52a1\u5efa\u8bae\u4f7f\u7528\u8f83\u4f4e\u6e29\u5ea6\uff08\u5982 0.2-0.5\uff09\u3002<\/li>\n<li>\u5b9a\u671f\u53c2\u8003\u5b98\u65b9\u6587\u6863\u66f4\u65b0\uff0c\u4ee5\u9002\u914d\u6a21\u578b\u7248\u672c\u53d8\u5316\u3002<\/li>\n<\/ul>\n<p>\u638c\u63e1 DeepSeek-V3 \u7684 Chain-of-Thought Prompting \u6280\u5de7\uff0c\u5c06\u6781\u5927\u62d3\u5c55\u60a8\u5728\u4eba\u673a\u534f\u4f5c\u4e2d\u7684\u53ef\u80fd\u6027\u3002\u7acb\u5373\u8bbf\u95ee <a href=\"https:\/\/www.deepseek.com\" target=\"_blank\">\u5b98\u65b9\u7f51\u7ad9<\/a> \u5f00\u59cb\u5b9e\u8df5\u5427\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u4eba\u5de5\u667a\u80fd\u5feb\u901f\u53d1\u5c55\u7684\u4eca\u5929\uff0cDeepSeek-V3 \u51ed\u501f\u5176\u5f3a\u5927\u7684\u63a8\u7406\u80fd\u529b\u4e0e\u7075\u6d3b\u7684\u63d0\u793a\u8bcd\uff08Prompting\uff09\u8bbe\u8ba1 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[9447,10179,10178,10203,10204],"class_list":["post-8218","post","type-post","status-publish","format-standard","hentry","category-4","tag-ai","tag-chain-of-thought","tag-deepseek-v3","tag-prompting","tag-10204"],"_links":{"self":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/8218","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=8218"}],"version-history":[{"count":1,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/8218\/revisions"}],"predecessor-version":[{"id":8219,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/8218\/revisions\/8219"}],"wp:attachment":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8218"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8218"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8218"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}