{"id":8202,"date":"2026-06-09T13:53:18","date_gmt":"2026-06-09T05:53:18","guid":{"rendered":"https:\/\/ab123.xyz\/?p=8202"},"modified":"2026-06-09T13:53:18","modified_gmt":"2026-06-09T05:53:18","slug":"deepseek-v3-chain-of-thought-prompting-guide-%e5%85%a8%e9%9d%a2%e8%a7%a3%e6%9e%90","status":"publish","type":"post","link":"https:\/\/ab123.xyz\/?p=8202","title":{"rendered":"DeepSeek-V3 Chain-of-Thought Prompting Guide \u5168\u9762\u89e3\u6790"},"content":{"rendered":"<p>DeepSeek-V3 \u662f\u6df1\u5ea6\u6c42\u7d22\u63a8\u51fa\u7684\u9ad8\u6027\u80fd\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u5176\u72ec\u7279\u7684 Chain-of-Thought (CoT) \u63d0\u793a\u673a\u5236\u663e\u8457\u63d0\u5347\u4e86\u590d\u6742\u63a8\u7406\u4efb\u52a1\u7684\u51c6\u786e\u7387\u3002\u672c\u6307\u5357\u5c06\u6df1\u5165\u89e3\u6790 DeepSeek-V3 \u7684 CoT Prompting \u4f7f\u7528\u65b9\u6cd5\u3001\u6838\u5fc3\u4f18\u52bf\u4e0e\u5178\u578b\u5e94\u7528\u573a\u666f\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u548c\u7814\u7a76\u4eba\u5458\u5145\u5206\u91ca\u653e\u6a21\u578b\u7684\u63a8\u7406\u6f5c\u80fd\u3002\u8bbf\u95ee <a href=\"https:\/\/www.deepseek.com\/\" target=\"_blank\">\u5b98\u65b9\u7f51\u7ad9<\/a> \u53ef\u83b7\u53d6\u6700\u65b0\u6a21\u578b\u6587\u6863\u4e0e API \u63a5\u5165\u4fe1\u606f\u3002<\/p>\n<h2>\u4ec0\u4e48\u662f Chain-of-Thought Prompting<\/h2>\n<p>Chain-of-Thought Prompting \u662f\u4e00\u79cd\u5f15\u5bfc\u5927\u8bed\u8a00\u6a21\u578b\u9010\u6b65\u63a8\u7406\u7684\u6280\u5de7\uff0c\u901a\u8fc7\u8981\u6c42\u6a21\u578b\u5728\u8f93\u51fa\u6700\u7ec8\u7b54\u6848\u524d\u5c55\u793a\u4e2d\u95f4\u63a8\u7406\u6b65\u9aa4\uff0c\u4ece\u800c\u6a21\u62df\u4eba\u7c7b\u7684\u903b\u8f91\u601d\u7ef4\u8fc7\u7a0b\u3002DeepSeek-V3 \u539f\u751f\u652f\u6301 CoT \u6a21\u5f0f\uff0c\u65e0\u9700\u989d\u5916\u63d2\u4ef6\u5373\u53ef\u5728\u5bf9\u8bdd\u6216 API \u8c03\u7528\u4e2d\u6fc0\u6d3b\u3002<\/p>\n<h3>\u6838\u5fc3\u673a\u5236<\/h3>\n<ul>\n<li>\u663e\u5f0f\u63a8\u7406\u94fe\uff1a\u6a21\u578b\u8f93\u51fa\u65f6\u81ea\u52a8\u751f\u6210\u201c\u7b2c\u4e00\u6b65\u3001\u7b2c\u4e8c\u6b65\u2026\u201d\u5f62\u5f0f\u7684\u4e2d\u95f4\u8fc7\u7a0b\uff0c\u4f7f\u7b54\u6848\u53ef\u89e3\u91ca\u3001\u53ef\u9a8c\u8bc1\u3002<\/li>\n<li>\u4e0a\u4e0b\u6587\u8854\u63a5\uff1aCoT \u63d0\u793a\u80fd\u589e\u5f3a\u6a21\u578b\u5bf9\u957f\u5e8f\u5217\u95ee\u9898\u7684\u7406\u89e3\uff0c\u907f\u514d\u8df3\u8dc3\u5f0f\u9519\u8bef\u3002<\/li>\n<li>\u517c\u5bb9\u591a\u6a21\u6001\uff1aDeepSeek-V3 \u5728\u5904\u7406\u6587\u672c\u3001\u4ee3\u7801\u53ca\u903b\u8f91\u9898\u65f6\u5747\u53ef\u542f\u7528 CoT \u7b56\u7565\u3002<\/li>\n<\/ul>\n<h2>DeepSeek-V3 CoT \u7684\u4e3b\u8981\u4f18\u52bf<\/h2>\n<p>\u76f8\u6bd4\u4f20\u7edf\u76f4\u63a5\u95ee\u7b54\u65b9\u5f0f\uff0cDeepSeek-V3 \u7684 Chain-of-Thought \u63d0\u793a\u5728\u4ee5\u4e0b\u65b9\u9762\u8868\u73b0\u7a81\u51fa\uff1a<\/p>\n<ul>\n<li><strong>\u63a8\u7406\u51c6\u786e\u6027\u63d0\u5347<\/strong>\uff1a\u5728\u6570\u5b66\u3001\u903b\u8f91\u3001\u7f16\u7a0b\u7b49\u9700\u8981\u591a\u6b65\u63a8\u5bfc\u7684\u4efb\u52a1\u4e2d\uff0cCoT \u6a21\u5f0f\u53ef\u4f7f\u51c6\u786e\u7387\u63d0\u9ad8 15%-30%\u3002<\/li>\n<li><strong>\u900f\u660e\u53ef\u5ba1\u8ba1<\/strong>\uff1a\u4e2d\u95f4\u6b65\u9aa4\u6e05\u6670\u53ef\u89c1\uff0c\u4fbf\u4e8e\u7528\u6237\u68c0\u67e5\u6a21\u578b\u601d\u8003\u8def\u5f84\uff0c\u964d\u4f4e\u201c\u9ed1\u7bb1\u201d\u98ce\u9669\u3002<\/li>\n<li><strong>\u9519\u8bef\u5b9a\u4f4d\u4fbf\u6377<\/strong>\uff1a\u5f53\u6700\u7ec8\u7b54\u6848\u9519\u8bef\u65f6\uff0c\u53ef\u901a\u8fc7\u63a8\u7406\u94fe\u5feb\u901f\u5b9a\u4f4d\u5230\u9519\u8bef\u7684\u4e2d\u95f4\u6b65\u9aa4\uff0c\u8f85\u52a9\u8c03\u8bd5\u6216\u4fee\u6b63\u63d0\u793a\u3002<\/li>\n<\/ul>\n<h3>\u4e0e\u5176\u4ed6\u6a21\u578b\u7684\u5bf9\u6bd4\u4f18\u52bf<\/h3>\n<p>DeepSeek-V3 \u5728 CoT \u63a8\u7406\u6548\u7387\u4e0a\u8fdb\u884c\u4e86\u4e13\u95e8\u4f18\u5316\uff1a\u5176\u63a8\u7406\u901f\u5ea6\u548c token \u6d88\u8017\u4f18\u4e8e\u540c\u7ea7\u522b\u5f00\u6e90\u6a21\u578b\uff0c\u4e14\u652f\u6301\u52a8\u6001 CoT \u5f00\u5173\u2014\u2014\u7528\u6237\u53ef\u5728\u9700\u8981\u6df1\u5ea6\u63a8\u7406\u65f6\u5f00\u542f\uff0c\u7b80\u5355\u4efb\u52a1\u65f6\u5173\u95ed\u4ee5\u8282\u7701\u8d44\u6e90\u3002<\/p>\n<h2>\u5e94\u7528\u573a\u666f\u4e0e\u4f7f\u7528\u65b9\u6cd5<\/h2>\n<p>\u4ee5\u4e0b\u573a\u666f\u6700\u9002\u5408\u4f7f\u7528 DeepSeek-V3 \u7684 Chain-of-Thought Prompting\uff1a<\/p>\n<ul>\n<li><strong>\u6570\u5b66\u4e0e\u79d1\u5b66\u8ba1\u7b97<\/strong>\uff1a\u5982\u5fae\u79ef\u5206\u3001\u6982\u7387\u7edf\u8ba1\u3001\u7269\u7406\u516c\u5f0f\u63a8\u5bfc\u3002<\/li>\n<li><strong>\u590d\u6742\u903b\u8f91\u63a8\u7406<\/strong>\uff1a\u8c1c\u9898\u3001\u8fa9\u8bba\u8bba\u8bc1\u3001\u6cd5\u5f8b\u6848\u4f8b\u63a8\u7406\u3002<\/li>\n<li><strong>\u4ee3\u7801\u751f\u6210\u4e0e\u8c03\u8bd5<\/strong>\uff1a\u8981\u6c42\u6a21\u578b\u8f93\u51fa\u9010\u884c\u6ce8\u91ca\u6216\u5206\u6b65\u5b9e\u73b0\u7b97\u6cd5\u3002<\/li>\n<li><strong>\u51b3\u7b56\u652f\u6301\u7cfb\u7edf<\/strong>\uff1a\u91d1\u878d\u98ce\u9669\u8bc4\u4f30\u3001\u533b\u7597\u8bca\u65ad\u903b\u8f91\u5c55\u793a\u3002<\/li>\n<\/ul>\n<h3>\u5982\u4f55\u4f7f\u7528 CoT \u63d0\u793a<\/h3>\n<p>\u5728\u5bf9\u8bdd\u4e2d\u4f7f\u7528\u201c\u8bf7\u9010\u6b65\u63a8\u7406\u201d\u6216\u201c\u5c55\u793a\u4f60\u7684\u601d\u8003\u8fc7\u7a0b\u201d\u7b49\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u5373\u53ef\u6fc0\u6d3b\u3002\u5bf9\u4e8e API \u8c03\u7528\uff0c\u53ef\u5728 system \u6216 user \u6d88\u606f\u4e2d\u52a0\u5165\u201cThink step by step\u201d\u4f5c\u4e3a\u524d\u7f00\u3002\u5b98\u65b9\u6587\u6863\u63d0\u4f9b\u4e86\u8be6\u7ec6\u7684 prompt \u6a21\u677f\u793a\u4f8b\uff0c\u8bf7\u8bbf\u95ee <a href=\"https:\/\/www.deepseek.com\/\" target=\"_blank\">\u5b98\u65b9\u7f51\u7ad9<\/a> \u83b7\u53d6\u6700\u65b0\u8d44\u6e90\u3002<\/p>\n<h2>\u603b\u7ed3<\/h2>\n<p>DeepSeek-V3 \u7684 Chain-of-Thought Prompting \u529f\u80fd\u5c06\u5927\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u63a8\u5411\u65b0\u9ad8\u5ea6\uff0c\u517c\u987e\u51c6\u786e\u6027\u4e0e\u53ef\u89e3\u91ca\u6027\u3002\u65e0\u8bba\u662f\u5b66\u672f\u7814\u7a76\u3001\u6559\u80b2\u57f9\u8bad\u8fd8\u662f\u4f01\u4e1a\u7ea7 AI 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[&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":[9447,10179,10178,2051,3786],"class_list":["post-8202","post","type-post","status-publish","format-standard","hentry","category-4","tag-ai","tag-chain-of-thought","tag-deepseek-v3","tag-2051","tag-3786"],"_links":{"self":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/8202","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=8202"}],"version-history":[{"count":1,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/8202\/revisions"}],"predecessor-version":[{"id":8203,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/8202\/revisions\/8203"}],"wp:attachment":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8202"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8202"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8202"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}