{"id":153,"date":"2025-04-29T12:39:23","date_gmt":"2025-04-29T16:39:23","guid":{"rendered":"https:\/\/businessphysics.ai\/?p=153"},"modified":"2025-04-29T12:39:25","modified_gmt":"2025-04-29T16:39:25","slug":"chain-of-thought-reasoning-simply-explained","status":"publish","type":"post","link":"https:\/\/businessphysics.ai\/zh\/chain-of-thought-reasoning-simply-explained\/","title":{"rendered":"\u601d\u7dad\u93c8\u63a8\u7406\uff08\u7c21\u55ae\u95e1\u91cb\uff09"},"content":{"rendered":"<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/04\/CoT.webp\" alt=\"\" class=\"wp-image-154\" srcset=\"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/04\/CoT.webp 1024w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/04\/CoT-300x300.webp 300w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/04\/CoT-150x150.webp 150w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/04\/CoT-768x768.webp 768w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/04\/CoT-12x12.webp 12w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center\">\u4ec0\u9ebc\u662f\u601d\u7dad\u93c8\u63a8\u7406 (CoT)\uff1f<\/h2>\n\n\n\n<figure class=\"wp-block-pullquote\"><blockquote><p>\"<strong>\u601d\u8003\u93c8 (CoT)<\/strong> \u53cd\u6620\u4eba\u985e\u7684\u63a8\u7406\u80fd\u529b\uff0c\u900f\u904e\u4e00\u9023\u4e32\u9023\u8cab\u7684\u908f\u8f2f\u63a8\u7406\uff0c\u4fc3\u9032\u6709\u7cfb\u7d71\u7684\u554f\u984c\u89e3\u6c7a\u300d\u3002<\/p><cite>IBM: https:\/\/www.ibm.com\/think\/topics\/chain-of-thoughts<\/cite><\/blockquote><\/figure>\n\n\n\n<p>\u57fa\u672c\u4e0a\uff0cCoT \u9f13\u52f5 AI \u6a21\u578b\u5728\u5f97\u5230\u6700\u7d42\u7b54\u6848\u4e4b\u524d\u63a1\u53d6\u4e2d\u9593\u6b65\u9a5f\u3002\u6a21\u578b\u4e0d\u6703\u76f4\u63a5\u627e\u5230\u7b54\u6848\uff0c\u800c\u662f\u6703\u4f9d\u5e8f\u89e3\u91cb\u5176\u601d\u8003\u904e\u7a0b\uff0c\u78ba\u4fdd\u6bcf\u500b\u6b65\u9a5f\u90fd\u7dca\u63a5\u524d\u4e00\u500b\u6b65\u9a5f\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>\u9019\u88e1\u6709\u4e00\u500b\u7c21\u55ae\u7684 <strong>\u7bc4\u4f8b<\/strong> \u4f86\u89e3\u91cb CoT \u7684\u904e\u7a0b\uff1a<\/p>\n\n\n\n<div class=\"wp-block-group has-background has-global-padding is-layout-constrained wp-container-core-group-is-layout-29a8626f wp-block-group-is-layout-constrained\" style=\"background-color:#f1f1f1;padding-top:0;padding-right:var(--wp--preset--spacing--20);padding-bottom:0;padding-left:var(--wp--preset--spacing--20)\">\n<p><strong>\u554f\u984c<\/strong><br>\u67d0\u516c\u53f8\u7684\u7522\u54c1\u88fd\u9020\u6210\u672c\u70ba $25\uff0c\u92b7\u552e\u50f9\u683c\u70ba $40\u3002\u4ed6\u5011\u4e0a\u500b\u6708\u8ce3\u51fa\u4e86 1,000 \u4ef6\u7522\u54c1\u3002\u4ed6\u5011\u4e5f\u82b1\u4e86 $5,000 \u5728\u884c\u92b7\u4e0a\u3002\u8a72\u516c\u53f8\u8cfa\u9322\u4e86\u55ce\uff1f<\/p>\n\n\n\n<p><strong>\u9023\u9396\u601d\u8003\u63a8\u7406\uff1a<\/strong><\/p>\n\n\n\n<p>\u6bcf\u55ae\u4f4d\u6536\u76ca = $40<br>\u7e3d\u6536\u5165 = 1,000 \u4ef6 \u00d7 $40 = $40,000<br>\u6bcf\u55ae\u4f4d\u6210\u672c = $25<br>\u7e3d\u751f\u7522\u6210\u672c = 1,000 \u4ef6 \u00d7 $25 = $25,000<br>\u984d\u5916\u884c\u92b7\u6210\u672c = $5,000<br>\u7e3d\u652f\u51fa = $25,000 + $5,000 = $30,000<br>\u5229\u6f64 = \u6536\u5165 - \u652f\u51fa = $40,000 - $30,000 = $10,000<\/p>\n\n\n\n<p><strong>\u8acb\u56de\u7b54\uff1a<\/strong><br>\u662f\u7684\uff0c\u516c\u53f8\u8cfa\u4e86 $10,000 \u7684\u5229\u6f64\u3002<\/p>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u601d\u7dad\u93c8\u63a8\u7406\u662f\u5982\u4f55\u904b\u4f5c\u7684\uff1f<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\"><strong>\u63d0\u793a\uff1a<\/strong> \u4f7f\u7528\u8005\u53ef\u5728\u63d0\u793a\u4e2d\u52a0\u5165\u300c\u986f\u793a\u60a8\u7684\u63a8\u7406\u300d\u6216\u300c\u89e3\u91cb\u6bcf\u4e00\u6b65\u9a5f\u300d\u7b49\u6307\u793a\uff0c\u5f15\u5c0e\u4eba\u5de5\u667a\u80fd\u9010\u6b65\u601d\u8003\u3002<\/li>\n\n\n\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\"><strong>\u908f\u8f2f\u6b65\u9a5f\uff1a<\/strong> \u7136\u5f8c\uff0cAI \u6703\u4e00\u6b65\u4e00\u6b65\u5730\u89e3\u6c7a\u554f\u984c\uff0c\u4ee5\u5bb9\u6613\u7406\u89e3\u7684\u65b9\u5f0f\u5217\u51fa\u601d\u8003\u904e\u7a0b\u3002<\/li>\n\n\n\n<li><strong>\u6700\u7d42\u7b54\u6848\uff1a<\/strong> \u8d70\u5b8c\u6b65\u9a5f\u4e4b\u5f8c\uff0cAI \u5c31\u6703\u7d66\u51fa\u6700\u5f8c\u7684\u7b54\u6848\uff0c\u901a\u5e38\u6703\u6bd4\u8f03\u6e96\u78ba\uff0c\u56e0\u70ba\u5b83\u9075\u5faa\u7684\u662f\u6e05\u695a\u4e14\u6709\u689d\u7406\u7684\u8def\u5f91\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u70ba\u4ec0\u9ebc\u601d\u8003\u63a8\u7406\u5f88\u91cd\u8981\uff1f<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\"><strong>\u66f4\u9ad8\u7684\u7cbe\u78ba\u5ea6\uff1a<\/strong> \u82b1\u6642\u9593\u5206\u89e3\u554f\u984c\u6709\u52a9\u65bc\u4eba\u5de5\u667a\u80fd\u907f\u514d\u72af\u932f\uff0c\u5c24\u5176\u662f\u9700\u8981\u591a\u500b\u6b65\u9a5f\u7684\u4efb\u52d9\uff0c\u4f8b\u5982\u6578\u5b78\u3001\u908f\u8f2f\u8b0e\u984c\u6216\u8907\u96dc\u7684\u6c7a\u7b56\u3002<\/li>\n\n\n\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\"><strong>\u66f4\u6e05\u695a\u7684\u8aaa\u660e\uff1a<\/strong> \u4eba\u5de5\u667a\u80fd\u662f\u5982\u4f55\u5f97\u51fa\u7b54\u6848\u7684\uff0c\u9019\u5c07\u66f4\u5bb9\u6613\u5efa\u7acb\u4fe1\u4efb\uff0c\u4e26\u6709\u52a9\u65bc\u5728\u51fa\u932f\u6642\u6392\u9664\u6545\u969c\u3002<\/li>\n\n\n\n<li><strong>\u66f4\u50cf\u4eba\u985e\u7684\u601d\u8003\u65b9\u5f0f\uff1a<\/strong> \u5faa\u5e8f\u6f38\u9032\u7684\u63a8\u7406\u65b9\u5f0f\u8b93 AI \u611f\u89ba\u66f4\u81ea\u7136\u3001\u66f4\u89aa\u5207\uff0c\u56e0\u70ba\u5b83\u53cd\u6620\u4e86\u4eba\u5011\u901a\u5e38\u89e3\u6c7a\u554f\u984c\u7684\u65b9\u5f0f\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">CoT \u63a8\u7406\u7684\u512a\u9ede<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\">\u66f4\u6709\u6548\u7387\u5730\u8655\u7406\u8907\u96dc\u3001\u591a\u6b65\u9a5f\u7684\u554f\u984c\u3002<\/li>\n\n\n\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\">\u6e1b\u5c11 AI \u6240\u7522\u751f\u56de\u61c9\u4e2d\u7684\u932f\u8aa4\u548c\u5e7b\u89ba\u3002<\/li>\n\n\n\n<li>\u8b93 AI \u7cfb\u7d71\u66f4\u5177\u53ef\u89e3\u91cb\u6027\u53ca\u53ef\u4fe1\u5ea6\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u9650\u5236\u689d\u4ef6<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\"><strong>\u53cd\u61c9\u8f03\u6162\uff1a<\/strong> \u66f4\u591a\u6b65\u9a5f\u610f\u5473\u8457\u66f4\u9577\u7684\u7b54\u6848\u548c\u66f4\u9ad8\u7684\u8a08\u7b97\u6210\u672c\u3002<\/li>\n\n\n\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\"><strong>\u8fc5\u901f\u7684\u54c1\u8cea\uff1a<\/strong> \u6709\u6548\u6027\u53d6\u6c7a\u65bc\u63d0\u793a\u8a2d\u8a08\u7684\u597d\u58de\u3002<\/li>\n\n\n\n<li><strong>\u53ef\u64f4\u5145\u6027\uff1a<\/strong> \u5982\u679c\u6c92\u6709\u91cf\u8eab\u8a02\u505a\u7684\u6307\u793a\uff0c\u53ef\u80fd\u6703\u5728\u975e\u5e38\u5c08\u696d\u6216\u6280\u8853\u6027\u7684\u9818\u57df\u6399\u624e\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u6982\u62ec<\/h2>\n\n\n\n<p>Chain-of-though \u662f\u6a21\u578b\u4ee5\u985e\u4f3c\u4eba\u985e\u7684\u65b9\u5f0f\u89e3\u6c7a\u554f\u984c\u7684\u6709\u8da3\u65b9\u6cd5\u3002\u5b83\u5c0d\u65bc\u8655\u7406\u8907\u96dc\u7684\u4efb\u52d9\u548c\u6e1b\u5c11\u932f\u8aa4\u975e\u5e38\u6709\u7528\u3002\u7136\u800c\uff0c\u7576\u6307\u793a\u54c1\u8cea\u4e0d\u4f73\u6642\uff0c\u5b83\u5728\u901f\u5ea6\u548c\u7cbe\u78ba\u5ea6\u4e0a\u6709\u5176\u9650\u5236\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u9032\u4e00\u6b65\u77ad\u89e3\u601d\u8003\u93c8\u63a8\u7406\uff1a<\/h3>\n\n\n\n<p style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\"><strong>IBM\uff1a<\/strong> <a href=\"https:\/\/www.ibm.com\/think\/topics\/chain-of-thoughts\">https:\/\/www.ibm.com\/think\/topics\/chain-of-thoughts<\/a><br><strong>\u96b1\u5f62\uff1a<\/strong> <a href=\"https:\/\/www.invisible.co\/blog\/how-to-teach-chain-of-thought-reasoning-to-your-llm\">https:\/\/www.invisible.co\/blog\/how-to-teach-chain-of-thought-reasoning-to-your-llm<\/a><br><strong>Orq\uff1a<\/strong> <a href=\"https:\/\/orq.ai\/blog\/what-is-chain-of-thought-prompting\">https:\/\/orq.ai\/blog\/what-is-chain-of-thought-prompting<\/a><br><strong>BotPress\uff1a<\/strong> <a href=\"https:\/\/botpress.com\/blog\/chain-of-thought\">https:\/\/botpress.com\/blog\/chain-of-thought<\/a><\/p>\n\n\n\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>What is Chain-of-thought reasoning (CoT)? \u201cChain of thought (CoT) mirrors human reasoning, facilitating systematic problem-solving through a coherent series of logical deductions\u201d. IBM: https:\/\/www.ibm.com\/think\/topics\/chain-of-thoughts Essentially, CoT encourages an AI model to take intermediate steps before getting to the final answer. Instead of going straight to the solution, the model will explain its thought process in [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9],"tags":[36,37,28],"class_list":["post-153","post","type-post","status-publish","format-standard","hentry","category-ai-article","tag-chain-of-thought","tag-cot","tag-genai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Chain-of-thought reasoning (Simply Explained) - Business Physics AI Lab<\/title>\n<meta name=\"description\" content=\"What is Chain-of-thought reasoning in GenAI ? 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