{"id":26439,"date":"2025-06-17T08:35:39","date_gmt":"2025-06-17T00:35:39","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=26439"},"modified":"2025-06-17T08:35:39","modified_gmt":"2025-06-17T00:35:39","slug":"acl-2025%ef%bd%9c%e4%b8%ba%e4%bb%80%e4%b9%88%e4%bd%a0%e8%ae%be%e8%ae%a1%e7%9a%84-prompt-%e4%bc%9a%e6%88%90%e5%8a%9f%ef%bc%9f%e6%96%b0%e7%90%86%e8%ae%ba%e6%8f%ad%e7%a4%ba%e5%a4%a7%e6%a8%a1%e5%9e%8b-pro","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/06\/17\/26439\/","title":{"rendered":"ACL 2025\uff5c\u4e3a\u4ec0\u4e48\u4f60\u8bbe\u8ba1\u7684 Prompt \u4f1a\u6210\u529f\uff1f\u65b0\u7406\u8bba\u63ed\u793a\u5927\u6a21\u578b Prompt \u8bbe\u8ba1\u7684\u5965\u79d8\u4e0e\u6548\u80fd"},"content":{"rendered":"<div><img data-dominant-color=\"104c8b\" data-has-transparency=\"false\" style=\"--dominant-color: #104c8b;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-26441\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/06\/290ee00192e6e07d6f9180ee3fa4f5f20b28e0-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/06\/290ee00192e6e07d6f9180ee3fa4f5f20b28e0-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/06\/290ee00192e6e07d6f9180ee3fa4f5f20b28e0-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div><\/div>\n<div class=\"article-desc\">\u6765\u81ea\u82f1\u5c5e\u54e5\u4f26\u6bd4\u4e9a\u5927\u5b66\u3001\u7ebd\u7ea6\u5927\u5b66\u77f3\u6eaa\u5206\u6821\u548c\u6d59\u6c5f\u5927\u5b66\u7684\u7814\u7a76\u56e2\u961f\u6df1\u5165\u5256\u6790\u4e86 Prompt \u5982\u4f55\u5728 LLM \u7684 CoT \u63a8\u7406\u8fc7\u7a0b\u4e2d\u8c03\u63a7\u6a21\u578b\u5185\u90e8\u4fe1\u606f\u6d41\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-1d7a5742=\"\" data-element=\"root\">\n<p>\u672c\u6587\u5171\u540c\u4e00\u4f5c\u662f\u5f20\u7fd4\u548c\u66f9\u5cfb\u6cf0\u3002\u5f20\u7fd4\u662f\u82f1\u5c5e\u54e5\u4f26\u6bd4\u4e9a\u5927\u5b66\u7814\u7a76\u751f\uff0c\u4e3b\u8981\u7814\u7a76\u5174\u8da3\u96c6\u4e2d\u5728\u5927\u6a21\u578b\u63a8\u7406\u548c AI for Science\uff1b\u66f9\u5cfb\u6cf0\u662f\u82f1\u5c5e\u54e5\u4f26\u6bd4\u4e9a\u5927\u5b66\u7814\u7a76\u751f\uff0c\u4e3b\u8981\u7814\u7a76\u5174\u8da3\u96c6\u4e2d\u5728\u5927\u6a21\u578b\u63a8\u7406\u548c\u53ef\u89e3\u91ca\u6027\u7814\u7a76\uff1b\u672c\u6587\u901a\u8baf\u4f5c\u8005\u662f\u6765\u81ea\u7ebd\u7ea6\u5927\u5b66\u77f3\u6eaa\u5206\u6821\u7684\u52a9\u7406\u6559\u6388\u5c24\u6668\u7fbd\uff0c\u4ee5\u53ca\u6765\u81ea Meta Gen AI \u7684\u7814\u7a76\u5458\u4e01\u6e21\u9274\u3002<\/p>\n<p>\u8fd1\u5e74\u6765\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u53d6\u5f97\u4e86\u9769\u547d\u6027\u8fdb\u5c55\u3002\u7136\u800c\uff0c\u5176\u5e95\u5c42\u7684 Transformer \u67b6\u6784\u5728\u5904\u7406\u590d\u6742\u63a8\u7406\u4efb\u52a1\u65f6\u4ecd\u6709\u4e0d\u8db3\u3002\u5c3d\u7ba1\u300c\u601d\u7ef4\u94fe\u300d\uff08CoT\uff09\u63d0\u793a\u6280\u672f\u63d0\u4f9b\u4e86\u4e00\u6761\u5b9e\u7528\u8def\u5f84\uff0c\u4f46\u591a\u6570\u65b9\u6cd5\u4f9d\u8d56\u901a\u7528\u6307\u4ee4\uff0c\u5bfc\u81f4\u63d0\u793a\u5de5\u7a0b\u9ad8\u5ea6\u4f9d\u8d56\u53cd\u590d\u8bd5\u9a8c\uff0c\u7f3a\u4e4f\u7406\u8bba\u6307\u5bfc\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202506\/16\/82a078849b4588caa80540a396ec0b10ecece9.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p><strong>\u56fe 1<\/strong>\uff1aPrompt \u6a21\u677f\u6df1\u523b\u5f71\u54cd\u7740\u7b54\u6848\u7a7a\u95f4\u7684\u914d\u7f6e\u548c\u5bfc\u822a\u65b9\u5f0f\u3002\u5de6\u4fa7\u5c55\u793a\u4e86\u4e0d\u540c\u7684 Prompt\uff08\u5982 Auto-Prompt\u3001RL-Prompt\uff09\u5982\u4f55\u5728\u300cPrompt \u7a7a\u95f4\u300d\u4e2d\u8fdb\u884c\u641c\u7d22\uff0c\u800c\u53f3\u4fa7\u5219\u5c55\u793a\u4e86\u5728\u7279\u5b9a Prompt \u6307\u5bfc\u4e0b\uff0c\u5982\u4f55\u5728\u300c\u7b54\u6848\u7a7a\u95f4\u300d\u4e2d\u8fdb\u884c\u641c\u7d22\u4ee5\u5f97\u5230\u89e3\u51b3\u65b9\u6848\uff08\u5982 Tree-of-Thought\u3001Graph-of-Thought\uff09\u3002<\/p>\n<p>\u6765\u81ea\u82f1\u5c5e\u54e5\u4f26\u6bd4\u4e9a\u5927\u5b66\u3001\u7ebd\u7ea6\u5927\u5b66\u77f3\u6eaa\u5206\u6821\u548c\u6d59\u6c5f\u5927\u5b66\u7684\u7814\u7a76\u56e2\u961f\u6df1\u5165\u5256\u6790\u4e86 Prompt \u5982\u4f55\u5728 LLM \u7684 CoT \u63a8\u7406\u8fc7\u7a0b\u4e2d\u8c03\u63a7\u6a21\u578b\u5185\u90e8\u4fe1\u606f\u6d41\u3002\u8fd9\u9879\u7814\u7a76\u9996\u6b21\u6784\u5efa\u4e86\u4e00\u4e2a\u91cf\u5316 Prompt \u641c\u7d22\u7a7a\u95f4\u590d\u6742\u5ea6\u7684\u7406\u8bba\u6846\u67b6\uff0c\u4e3a LLM \u63d0\u793a\u5de5\u7a0b\u4ece\u7ecf\u9a8c\u6027\u7684\u300c\u70bc\u4e39\u300d\u8d70\u5411\u79d1\u5b66\u5960\u5b9a\u4e86\u57fa\u7840\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202506\/16\/f7b4354249fa9b41721437a86c2b5cea7fd795.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<ul data-id=\"ua73dd4b-SaLi4HVt\">\n<li data-id=\"ld70c578-CV8vrWvB\">\u8bba\u6587\u6807\u9898\uff1aWhy Prompt Design Matters and Works: A Complexity Analysis of Prompt Search Space in LLMs<\/li>\n<li data-id=\"ld70c578-cXS4yxca\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2503.10084<\/li>\n<li data-id=\"ld70c578-88XTC545\">\u8bba\u6587\u53d1\u8868\uff1aACL 2025 main\uff08\u4e3b\u4f1a\uff09\u5df2\u63a5\u6536 \u8bba\u6587\u5f97\u5206 Meta score\uff1a4\uff08\u6ee1\u5206\u4e3a 5 \u5206\uff09<\/li>\n<li data-id=\"ld70c578-TVQa0ORl\"><strong>\u4f5c\u8005\u4fe1\u606f\uff1aXiang Zhang\u3001Juntai Cao\u3001Jiaqi Wei\u3001Chenyu You\u3001Dujian Ding<\/strong><\/li>\n<\/ul>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202506\/16\/f3bef41619d927990d3180977f550592eebc3a.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p><strong>\u56fe 2<\/strong>\uff1a(a) \u5728\u6ca1\u6709\u7cbe\u5fc3\u8bbe\u8ba1 Prompt \u7684\u6734\u7d20 CoT \u4e2d\uff0c\u6a21\u578b\u53ef\u80fd\u751f\u6210\u9519\u8bef\u6216\u6b21\u4f18\u7684\u601d\u8003\u6b65\u9aa4\uff0c\u5bfc\u81f4\u4efb\u52a1\u5931\u8d25\u3002(b) \u901a\u8fc7\u6700\u4f18\u7684 Prompt \u8bbe\u8ba1\uff0c\u53ef\u4ee5\u6709\u6548\u5f15\u5bfc\u6a21\u578b\uff0c\u4f7f\u5176\u6210\u529f\u6267\u884c\u4efb\u52a1\u3002(c) \u5f53\u4e0d\u91c7\u7528 CoT \u65f6\uff0c\u6a21\u578b\u4ec5\u80fd\u4f9d\u8d56\u5176 Transformer \u67b6\u6784\u8fdb\u884c\u5185\u90e8\u63a8\u7406\u3002(d) Transformer \u67b6\u6784\u672c\u8eab\u53ea\u80fd\u6267\u884c\u56fa\u5b9a\u4e14\u6df1\u5ea6\u6709\u9650\u7684\u8ba1\u7b97\uff0c\u96be\u4ee5\u5e94\u5bf9\u590d\u6742\u7684\u591a\u6b65\u63a8\u7406\u3002<\/p>\n<h4>\u7a81\u7834\u300c\u70bc\u4e39\u300d\uff1aPrompt \u8bbe\u8ba1\u8d70\u5411\u79d1\u5b66<\/h4>\n<p>\u957f\u671f\u4ee5\u6765\uff0c\u63d0\u793a\u5de5\u7a0b\u7684\u6709\u6548\u6027\u4f3c\u4e4e\u5e26\u6709\u4e00\u4e1d\u300c\u7384\u5b66\u300d\u8272\u5f69\u2014\u2014\u4e3a\u4f55\u67d0\u4e9b\u63d0\u793a\u7ec4\u5408\u80fd\u5947\u8ff9\u822c\u5730\u63d0\u5347\u6a21\u578b\u6027\u80fd\uff0c\u800c\u53e6\u4e00\u4e9b\u5219\u6536\u6548\u751a\u5fae\uff1f\u672c\u7814\u7a76\u4ece\u7406\u8bba\u5c42\u9762\u89e3\u91ca\u4e86\u4e3a\u4f55\u67d0\u4e9b\u63d0\u793a\u7ec4\u5408\u80fd\u6709\u6548\u63d0\u5347\u6a21\u578b\u6027\u80fd\u3002\u7814\u7a76\u56e2\u961f\u6307\u51fa\uff0cPrompt \u5728 CoT \u63a8\u7406\u8fc7\u7a0b\u4e2d\u626e\u6f14\u7740\u81f3\u5173\u91cd\u8981\u7684\u300c\u4fe1\u606f\u9009\u62e9\u5668\u300d\uff08selectors\uff09\u89d2\u8272\u3002<\/p>\n<p>\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5728\u5904\u7406\u4efb\u52a1\u65f6\uff0c\u5176\u5185\u90e8\u7684\u9690\u85cf\u72b6\u6001\uff08hidden state, h\uff09\u5b9e\u9645\u8574\u542b\u4e86\u6781\u4e3a\u4e30\u5bcc\u7684\u4fe1\u606f\uff0c\u5305\u62ec\u5bf9\u4efb\u52a1\u7684\u7406\u89e3\u3001\u4e2d\u95f4\u8ba1\u7b97\u7ed3\u679c\u3001\u751a\u81f3\u6a21\u578b\u81ea\u8eab\u7684\u300c\u7f6e\u4fe1\u5ea6\u300d\u7b49\u3002\u7136\u800c\uff0c\u5e76\u975e\u6240\u6709\u8fd9\u4e9b\u4fe1\u606f\u90fd\u5bf9\u5f53\u524d\u63a8\u7406\u6b65\u9aa4\u540c\u7b49\u91cd\u8981\u3002<\/p>\n<p>\u6b63\u5982\u8bba\u6587\u56fe 3 \u6240\u793a\uff08\u89c1\u4e0b\u65b9\uff09\uff0cCoT \u7684\u6838\u5fc3\u673a\u5236\uff0c\u4fbf\u662f\u5c06\u8fd9\u79cd\u590d\u6742\u7684\u3001\u9ad8\u7ef4\u5ea6\u7684\u5185\u90e8\u9690\u72b6\u6001 h \u4e2d\u7684\u4fe1\u606f\uff0c\u901a\u8fc7\u751f\u6210\u81ea\u7136\u8bed\u8a00\u6587\u672c\u7684\u65b9\u5f0f\uff0c\u8fdb\u884c\u300c\u79bb\u6563\u5316\u300d\u548c\u300c\u5916\u5316\u300d\u3002\u8fd9\u4e9b\u751f\u6210\u7684\u6587\u672c\u6b65\u9aa4\u968f\u540e\u53c8\u88ab\u6a21\u578b\u91cd\u65b0\u7f16\u7801\uff0c\u7528\u4e8e\u6307\u5bfc\u4e0b\u4e00\u6b65\u7684\u8ba1\u7b97\uff0c\u4ece\u800c\u8fd1\u4f3c\u4e00\u79cd\u9012\u5f52\u8ba1\u7b97\u8fc7\u7a0b\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202506\/16\/313fc750899ba95156f0653e5d6f30f69e5a52.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p><strong>\u56fe 3<\/strong>\uff1aCoT \u901a\u8fc7\u751f\u6210\u975e\u7b54\u6848\u7684\u8f85\u52a9 Token\uff08\u4e2d\u95f4\u6b65\u9aa4\uff09\uff0c\u8fd1\u4f3c\u4e86\u5faa\u73af\u7f51\u7edc\u7684\u8ba1\u7b97\u65b9\u5f0f\u3002\u6a21\u578b\u5185\u90e8\u9690\u85cf\u72b6\u6001 h \u4e2d\u8574\u542b\u7684\u4e30\u5bcc\u4fe1\u606f\uff08\u5982\u5148\u524d\u7684\u9519\u8bef\u3001\u4e2d\u95f4\u7ed3\u679c\u3001\u7f6e\u4fe1\u5ea6\u7b49\uff09\u53ef\u4ee5\u901a\u8fc7\u4e0d\u540c\u7684 Prompt \u8bbe\u8ba1\u88ab\u9009\u62e9\u6027\u5730\u63d0\u53d6\u5e76\u8a00\u8bed\u5316\u3002<\/p>\n<p>\u5173\u952e\u5728\u4e8e\uff0c\u7531\u4e8e\u6bcf\u4e2a CoT \u6b65\u9aa4\u7684\u6587\u672c\u957f\u5ea6\u6709\u9650\uff0c\u6a21\u578b\u6bcf\u4e00\u6b65\u53ea\u80fd\u63d0\u53d6\u5e76\u8868\u8fbe h \u4e2d\u7684\u90e8\u5206\u4fe1\u606f\uff0c\u800c\u54ea\u4e9b\u4fe1\u606f\u88ab\u63d0\u53d6\uff0c\u5219\u662f\u7531 Prompt \u6a21\u677f\u51b3\u5b9a\u7684\u3002\u5982\u56fe 4 \u6240\u793a\uff0cPrompt \u6a21\u677f\u6307\u5bfc\u6a21\u578b\u63d0\u53d6\u5173\u952e\u7684\u8ba1\u7b97\u4fe1\u606f\uff0c\u800c\u975e\u5173\u952e\u4fe1\u606f\u53ef\u80fd\u88ab\u4e22\u5f03\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202506\/16\/111d004400bb5c86d8d909c43d2f6e80374e10.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p><strong>\u56fe 4<\/strong>\uff1a\u5728 CoT \u8fc7\u7a0b\u4e2d\uff0c\u5e76\u975e\u6240\u6709\u9690\u85cf\u72b6\u6001 h \u4e2d\u7684\u4fe1\u606f\u90fd\u4f1a\u88ab\u4f20\u9012\u3002Prompt \u6a21\u677f\u6307\u5bfc\u6a21\u578b\u63d0\u53d6\u5173\u952e\u7684\u8ba1\u7b97\u4fe1\u606f\uff0c\u800c\u5176\u4ed6\u975e\u5173\u952e\u4fe1\u606f\u5219\u53ef\u80fd\u88ab\u4e22\u5f03\u3002<\/p>\n<p>\u4e00\u4e2a\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u63d0\u793a\u6a21\u677f\uff0c\u5c31\u5982\u540c\u4e00\u4e2a\u7cbe\u786e\u7684\u5bfc\u822a\u4eea\uff0c\u5b83\u660e\u786e\u5730\u6307\u793a\u6a21\u578b\u5728 CoT \u7684\u6bcf\u4e00\u6b65\u4e2d\uff0c\u5e94\u8be5\u4ece\u5176\u5b8c\u6574\u7684\u9690\u85cf\u72b6\u6001 h \u4e2d\u300c\u9009\u62e9\u300d\u5e76\u300c\u63d0\u53d6\u300d\u54ea\u4e9b\u4e0e\u4efb\u52a1\u6700\u76f8\u5173\u7684\u4fe1\u606f\u8fdb\u884c\u300c\u8a00\u8bed\u5316\u300d\uff08verbalization\uff09\u8f93\u51fa\u3002\u8fd9\u4e00\u9009\u62e9\u8fc7\u7a0b\u7684\u590d\u6742\u6027\uff0c\u5373\u300cPrompt \u7a7a\u95f4\u590d\u6742\u5ea6\u300d\uff0c\u5982\u8bba\u6587\u56fe 5 \u6240\u793a\uff0c\u53d6\u51b3\u4e8e\u9690\u85cf\u72b6\u6001 h \u4e2d\u603b\u4fe1\u606f\u91cf n \u4ee5\u53ca\u6bcf\u4e2a CoT \u6b65\u9aa4\u80fd\u63d0\u53d6\u7684\u4fe1\u606f\u91cf s\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202506\/16\/1764d1186a35826c4db122c2dc9b9621fba7da.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p><strong>\u56fe 5<\/strong>\uff1a\u6bcf\u4e2a Prompt \u6a21\u677f\u90fd\u89c4\u5b9a\u4e86\u4e00\u79cd\u4ece\u9690\u85cf\u72b6\u6001 h \u5230\u975e\u7b54\u6848 Token \u7684\u4fe1\u606f\u8a00\u8bed\u5316\u65b9\u5f0f\u3002Prompt \u7a7a\u95f4\u7684\u590d\u6742\u5ea6\u53ef\u4ee5\u57fa\u4e8e\u8fd9\u79cd\u4fe1\u606f\u63d0\u53d6\u65b9\u5f0f\u7684\u6570\u91cf\u6765\u4f30\u7b97\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u4e0d\u540c\u7684\u63d0\u793a\u8bbe\u8ba1\u5b9a\u4e49\u4e86\u4e0d\u540c\u7684\u4fe1\u606f\u63d0\u53d6\u7b56\u7565\uff0c\u4ece\u800c\u5728\u6f5c\u5728\u7684\u300c\u7b54\u6848\u7a7a\u95f4\u300d\u4e2d\u5851\u9020\u51fa\u72ec\u4e00\u65e0\u4e8c\u7684\u63a8\u7406\u300c\u8f68\u8ff9\u300d\uff08trajectory\uff09\u3002\u8bba\u6587\u56fe 6 \u76f4\u89c2\u5730\u63cf\u7ed8\u4e86\u8fd9\u4e00\u8fc7\u7a0b\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202506\/16\/258d29b008f213eeb84782fea1cba231f6d4a5.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p><strong>\u56fe 6<\/strong>\uff1aCoT \u7684\u6574\u4f53\u7a7a\u95f4\u53ef\u4ee5\u5206\u89e3\u4e3a\u300cPrompt \u7a7a\u95f4\u300d\u548c\u300c\u7b54\u6848\u7a7a\u95f4\u300d\u3002\u5728 Prompt \u7a7a\u95f4\u4e2d\u9009\u62e9\u4e0d\u540c\u7684 Prompt \u8bbe\u8ba1\uff08\u4f8b\u5982\uff0c\u51b3\u5b9a\u5728\u8c61\u68cb\u63a8\u6f14\u7684\u6bcf\u4e00\u6b65\u662f\u63d0\u53d6\u300c\u68cb\u76d8\u5e03\u5c40\u300d\u8fd8\u662f\u300c\u5269\u4f59\u68cb\u5b50\u6570\u300d\uff09\uff0c\u4f1a\u76f4\u63a5\u5f71\u54cd\u5728\u7b54\u6848\u7a7a\u95f4\u4e2d\u5bfc\u822a\u5e76\u627e\u5230\u89e3\u51b3\u65b9\u6848\u7684\u8def\u5f84\u548c\u6548\u7387\u3002<\/p>\n<p><span class=\"\">\u7b80\u800c\u8a00\u4e4b\uff0c\u63d0\u793a\u4e4b\u6240\u4ee5\u6709\u6548\uff0c\u662f\u56e0\u4e3a\u5b83\u80fd\u591f\u79d1\u5b66\u5730\u6307\u5bfc\u6a21\u578b\u5728\u590d\u6742\u7684\u63a8\u7406\u94fe\u6761\u4e2d\uff0c\u6bcf\u4e00\u6b65\u90fd\u300c\u6293\u91cd\u70b9\u300d\u3002<\/span><\/p>\n<h4>\u63a2\u5bfb\u6700\u4f73\u8def\u5f84\uff1a\u5982\u4f55\u79d1\u5b66\u8bbe\u8ba1\u9ad8\u6548\u63d0\u793a\u8bcd\uff1f<\/h4>\n<p>\u65e2\u7136\u63d0\u793a\u8bbe\u8ba1\u5982\u6b64\u5173\u952e\uff0c\u90a3\u4e48\u6211\u4eec\u5e94\u5982\u4f55\u544a\u522b\u300c\u70bc\u4e39\u5f0f\u300d\u7684\u53cd\u590d\u8bd5\u9a8c\uff0c\u8f6c\u800c\u7cfb\u7edf\u6027\u5730\u627e\u5230\u9488\u5bf9\u7279\u5b9a\u4efb\u52a1\u7684\u300c\u6700\u4f18\u63d0\u793a\u8bbe\u8ba1\u300d\u5462\uff1f\u8be5\u7814\u7a76\u4e3a\u6b64\u63d0\u4f9b\u4e86\u4e00\u5957\u7406\u8bba\u6846\u67b6\u548c\u5206\u6790\u601d\u8def\u3002<\/p>\n<p>\u7814\u7a76\u8005\u4eec\u521b\u65b0\u6027\u5730\u5c06\u6574\u4e2a CoT \u7684\u63a8\u7406\u8fc7\u7a0b\u5206\u89e3\u4e3a\u4e24\u4e2a\u76f8\u4e92\u5173\u8054\u4f46\u53c8\u6709\u6240\u533a\u522b\u7684\u641c\u7d22\u7a7a\u95f4\uff08\u56fe 6\uff09\uff1a\u300c\u63d0\u793a\u7a7a\u95f4\u300d\uff08Prompt Space\uff09\u7684\u641c\u7d22\u548c\u300c\u7b54\u6848\u7a7a\u95f4\u300d\uff08Answer Space\uff09\u7684\u641c\u7d22\u3002\u524d\u8005\u5173\u4e4e\u5982\u4f55\u627e\u5230\u6700\u4f73\u7684\u300c\u601d\u8003\u6a21\u677f\u300d\u6216\u300c\u89e3\u9898\u7b56\u7565\u300d\uff08\u5373\u63d0\u793a\u672c\u8eab\uff09\uff0c\u540e\u8005\u5219\u662f\u5728\u9009\u5b9a\u6a21\u677f\u540e\uff0c\u5982\u4f55\u6267\u884c\u5177\u4f53\u7684\u601d\u8003\u6b65\u9aa4\u4ee5\u627e\u5230\u6700\u7ec8\u7b54\u6848\u3002<\/p>\n<p>\u5bfb\u627e\u6700\u4f18\u63d0\u793a\u8bbe\u8ba1\u7684\u6838\u5fc3\uff0c\u6b63\u662f\u5728\u300c\u63d0\u793a\u7a7a\u95f4\u300d\u4e2d\u8fdb\u884c\u6709\u6548\u5bfc\u822a\u3002\u90a3\u4e48\uff0c\u4e00\u4e2a\u300c\u6700\u4f18\u63d0\u793a\u6a21\u677f\u300d\u7a76\u7adf\u662f\u4ec0\u4e48\u6837\u7684\u5462\uff1f\u6839\u636e\u8fd9\u9879\u7814\u7a76\uff0c\u4e00\u4e2a\u4f18\u5316\u7684\u63d0\u793a\u6a21\u677f\u5fc5\u987b\u80fd\u591f\uff1a<\/p>\n<ul data-id=\"ua73dd4b-IoddGeS3\">\n<li data-id=\"ld70c578-aF1fUSWG\"><strong>\u660e\u786e\u6307\u5f15\u6bcf\u6b65\u8f93\u51fa\uff1a\u7cbe\u786e\u89c4\u5b9a CoT \u63a8\u7406\u7684\u6bcf\u4e00\u4e2a\u4e2d\u95f4\u6b65\u9aa4\u5e94\u8be5\u8f93\u51fa\u4ec0\u4e48\u5185\u5bb9\uff0c\u786e\u4fdd\u8fd9\u4e9b\u5185\u5bb9\u662f\u540e\u7eed\u8ba1\u7b97\u6240\u5fc5\u9700\u7684\u3002<\/strong><\/li>\n<li data-id=\"ld70c578-Yo1gqWqy\"><strong>\u805a\u7126\u6838\u5fc3\u4fe1\u606f\uff1a\u5728\u6a21\u578b\u9690\u85cf\u72b6\u6001 h \u6240\u5305\u542b\u7684\u4f17\u591a\u4fe1\u606f\u4e2d\uff08\u5047\u8bbe\u603b\u4fe1\u606f\u91cf\u4e3a n \u6bd4\u7279\uff09\uff0c\u6700\u4f18\u63d0\u793a\u5e94\u5f15\u5bfc\u6a21\u578b\u5728\u6bcf\u4e2a CoT \u6b65\u9aa4\u4e2d\uff0c\u8bc6\u522b\u5e76\u63d0\u53d6\u51fa\u5bf9\u5f53\u524d\u63a8\u7406\u4efb\u52a1\u6700\u4e3a\u5173\u952e\u7684\u3001\u6700\u9876\u90e8\u7684 s \u6bd4\u7279\u4fe1\u606f\uff0c\u5e76\u5c06\u5176\u8f6c\u5316\u4e3a\u6587\u672c\u8f93\u51fa\uff0c\u540c\u65f6\u820d\u5f03\u5176\u4f59\u7684\u65e0\u5173\u6216\u5197\u4f59\u4fe1\u53f7\u3002<\/strong><\/li>\n<li data-id=\"ld70c578-i6DcC2ph\"><strong>\u5145\u5f53\u300c\u7b97\u6cd5\u84dd\u56fe\u300d\uff1a\u4e00\u4e2a\u597d\u7684\u63d0\u793a\u6a21\u677f\uff0c\u5b9e\u9645\u4e0a\u662f\u5728\u4e3a\u7279\u5b9a\u4efb\u52a1\u300c\u7f16\u7801\u300d\u4e00\u5957\u9ad8\u6548\u7684\u300c\u7b97\u6cd5\u300d\uff0c\u5b83\u51b3\u5b9a\u4e86\u5728\u63a8\u7406\u7684\u6bcf\u4e00\u6b65\u9700\u8981\u54ea\u4e9b\u300c\u53d8\u91cf\u300d\uff08\u4fe1\u606f\uff09\uff0c\u4ee5\u53ca\u5982\u4f55\u5229\u7528\u8fd9\u4e9b\u300c\u53d8\u91cf\u300d\u6765\u8ba1\u7b97\u4e0b\u4e00\u4e2a\u72b6\u6001\u3002<\/strong><\/li>\n<\/ul>\n<p>\u56e0\u6b64\uff0c\u8fd9\u9879\u5de5\u4f5c\u5c06\u5bfb\u627e\u6700\u4f18\u63d0\u793a\u7684\u8fc7\u7a0b\uff0c\u4ece\u4e00\u79cd\u4f9d\u8d56\u76f4\u89c9\u548c\u8fd0\u6c14\u7684\u5c1d\u8bd5\uff0c\u8f6c\u53d8\u4e3a\u4e00\u4e2a\u53ef\u4ee5\u5728\u7406\u8bba\u6307\u5bfc\u4e0b\u8fdb\u884c\u7684\u3001\u5bf9\u4fe1\u606f\u63d0\u53d6\u548c\u5229\u7528\u65b9\u5f0f\u7684\u7cfb\u7edf\u6027\u63a2\u7d22\u3002\u5b83\u4e3a\u6211\u4eec\u6307\u660e\u4e86\u65b9\u5411\uff1a\u8981\u8bbe\u8ba1\u51fa\u6700\u4f73\u63d0\u793a\uff0c\u5c31\u9700\u8981\u6df1\u5165\u7406\u89e3\u4efb\u52a1\u7684\u8ba1\u7b97\u9700\u6c42\uff0c\u5e76\u786e\u4fdd\u63d0\u793a\u80fd\u591f\u5f15\u5bfc LLM \u5728\u6bcf\u4e00\u6b65\u90fd\u51c6\u786e\u5730\u300c\u6293\u4f4f\u300d\u5e76\u300c\u7528\u597d\u300d\u89e3\u51b3\u95ee\u9898\u6240\u9700\u7684\u6838\u5fc3\u4fe1\u606f\u3002<\/p>\n<h4>\u5b9e\u9a8c\u8bc1\u636e\uff1a\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u63d0\u793a\u8bcd\u5982\u4f55\u9a71\u52a8 LLM \u63a8\u7406\u6027\u80fd\u98de\u8dc3<\/h4>\n<p>\u4e3a\u4e86\u9a8c\u8bc1\u4e0a\u8ff0\u7406\u8bba\u6846\u67b6\u7684\u6709\u6548\u6027\uff0c\u7814\u7a76\u56e2\u961f\u8fdb\u884c\u4e86\u4e00\u7cfb\u5217\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u5b9e\u9a8c\u3002\u4ed6\u4eec\u9009\u53d6\u4e86\u6db5\u76d6\u4e0d\u540c\u8ba1\u7b97\u590d\u6742\u5ea6\u7b49\u7ea7\uff08\u5305\u62ec\u5e38\u89c4 Regular\u3001\u4e0a\u4e0b\u6587\u65e0\u5173 Context-Free \u53ca\u4e0a\u4e0b\u6587\u654f\u611f Context-Sensitive \u7b49\uff09\u7684\u57fa\u7840\u63a8\u7406\u4efb\u52a1\uff0c\u8fd9\u4e9b\u4efb\u52a1\u672c\u8eab\u5bf9\u8ba1\u7b97\u6df1\u5ea6\u6709\u8f83\u9ad8\u8981\u6c42\uff0c\u901a\u5e38\u8d85\u51fa\u6807\u51c6 Transformer \u67b6\u6784\u7684\u76f4\u63a5\u5904\u7406\u80fd\u529b\uff0c\u56e0\u800c\u975e\u5e38\u4f9d\u8d56 CoT \u673a\u5236\u6765\u8f85\u52a9\u5b8c\u6210\u3002\u5b9e\u9a8c\u4e2d\u4f7f\u7528\u4e86 gpt-4o-classic \u7f51\u9875\u7248\u53ca gpt-4o mini API\uff0c\u5e76\u7279\u522b\u6ce8\u610f\u901a\u8fc7\u7edf\u4e00\u8f93\u5165\u683c\u5f0f\uff08\u5982\u5c06\u5b57\u7b26\u4e32\u4efb\u52a1\u8f6c\u6362\u4e3a\u5217\u8868\u683c\u5f0f\uff09\u7b49\u65b9\u5f0f\uff0c\u6765\u6700\u5c0f\u5316 Tokenization \u7b49\u5916\u90e8\u56e0\u7d20\u5bf9\u5b9e\u9a8c\u7ed3\u679c\u7684\u5e72\u6270\u3002<\/p>\n<p>\u6838\u5fc3\u5b9e\u9a8c\u7ed3\u679c\u6e05\u6670\u5730\u63ed\u793a\u4e86\u4ee5\u4e0b\u51e0\u70b9\uff1a<\/p>\n<p><strong>\u300c\u9012\u5f52\u8ba1\u7b97\u300d\u7684\u57fa\u77f3\u4f5c\u7528<\/strong><\/p>\n<p>\u5b9e\u9a8c\u9996\u5148\u8bc1\u5b9e\u4e86\u300c\u9012\u5f52\u8ba1\u7b97\u300d\u5bf9\u4e8e\u590d\u6742\u63a8\u7406\u4efb\u52a1\u7684\u4e0d\u53ef\u6216\u7f3a\u6027\u3002\u5982\u8868 1 \u6240\u793a\uff0c\u5f53 LLM \u4e0d\u4f7f\u7528\u601d\u7ef4\u94fe\uff08CoT\uff09\u673a\u5236\u65f6\uff0c\u5176\u5728\u9700\u8981\u591a\u6b65\u63a8\u7406\u7684\u4efb\u52a1\u4e0a\u8868\u73b0\u4e0d\u4f73\u3002\u7136\u800c\uff0c\u4e00\u65e6\u5f15\u5165 CoT\uff0c\u8d4b\u4e88\u6a21\u578b\u6587\u672c\u7a7a\u95f4\u300c\u9012\u5f52\u8ba1\u7b97\u300d\u7684\u80fd\u529b\uff0c\u51c6\u786e\u7387\u4fbf\u663e\u8457\u63d0\u9ad8\u3002\u8fd9\u51f8\u663e\u4e86 CoT \u4e3a LLM \u5e26\u6765\u7684\u300c\u7c7b\u9012\u5f52\u300d\u80fd\u529b\u7684\u91cd\u8981\u6027\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202506\/16\/e3cbe39535fc247552b954ff1b4eb3a0eca90a.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p><strong>\u8868 1<\/strong><\/p>\n<p><strong>\u63d0\u793a\u8bbe\u8ba1\u7684\u51b3\u5b9a\u6027\u5f71\u54cd\u2014\u2014\u300c\u6700\u4f18\u76d1\u7763\u300d\u7684\u529b\u91cf<\/strong><\/p>\n<p>\u6700\u4e3a\u5173\u952e\u7684\u53d1\u73b0\u662f\uff0c\u63d0\u793a\u6a21\u677f\uff08\u5373\u300c\u601d\u8003\u6b65\u9aa4\u300d\u7684\u5177\u4f53\u8bbe\u8ba1\uff09\u7684\u9009\u62e9\uff0c\u5bf9 LLM \u7684\u63a8\u7406\u6027\u80fd\u8d77\u7740\u51b3\u5b9a\u6027\u4f5c\u7528\u3002\u7814\u7a76\u5bf9\u6bd4\u4e86\u4e09\u79cd\u60c5\u51b5\uff08\u89c1\u8868 1 \u548c\u8868 3\uff09\uff1a<\/p>\n<ul data-id=\"ua73dd4b-eQztTpZB\">\n<li data-id=\"ld70c578-eOqIaFuX\"><strong>\u65e0\u76d1\u7763 CoT (Unsupervised CoT)\uff1a\u6a21\u578b\u81ea\u884c\u63a8\u5bfc\u601d\u8003\u6b65\u9aa4\u3002<\/strong><\/li>\n<li data-id=\"ld70c578-NvPZTYsL\"><strong>\u6700\u4f18\u76d1\u7763 CoT (CoT Supervised \/ S-CoT)\uff1a\u7814\u7a76\u8005\u63d0\u4f9b\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u6700\u4f18\u6b65\u9aa4\u6a21\u677f\u3002<\/strong><\/li>\n<li data-id=\"ld70c578-pTbHcV8l\"><strong>\u6b21\u4f18\u76d1\u7763 CoT (CoT Supervised-SUB \/ S-CoT-SUB)\uff1a\u6a21\u578b\u4f7f\u7528\u6b21\u4f18\u6216\u5b58\u5728\u5197\u4f59\/\u8bef\u5bfc\u4fe1\u606f\u7684\u6b65\u9aa4\u6a21\u677f\u3002<\/strong><\/li>\n<\/ul>\n<p>\u7ed3\u679c\u663e\u793a\uff0c\u901a\u8fc7 S-CoT \u63d0\u4f9b\u7406\u60f3\u7684\u6b65\u9aa4\u6a21\u677f\u65f6\uff0cLLM \u6027\u80fd\u6700\u4f73\uff0c\u663e\u8457\u4f18\u4e8e\u65e0\u76d1\u7763 CoT\u3002\u76f8\u53cd\uff0c\u4f7f\u7528\u6b21\u4f18\u76d1\u7763\u4f1a\u5bfc\u81f4\u6027\u80fd\u6025\u5267\u4e0b\u964d\u3002\u8fd9\u8bc1\u5b9e\u4e86\u8bba\u6587\u6838\u5fc3\u89c2\u70b9\uff1a\u7b54\u6848\u7a7a\u95f4\u548c\u641c\u7d22\u590d\u6742\u5ea6\u53d7\u63d0\u793a\u7a7a\u95f4\u4e2d\u6a21\u677f\u9009\u62e9\u7684\u5f71\u54cd\u3002\u6b63\u786e\u7684\u4eba\u7c7b\u76d1\u7763\uff08\u6700\u4f18\u63d0\u793a\u8bbe\u8ba1\uff09\u80fd\u5f15\u5bfc\u6a21\u578b\u8fbe\u5230\u6700\u9ad8\u6548\u7684\u63a8\u7406\u72b6\u6001\uff0c\u53ef\u5c06\u63a8\u7406\u4efb\u52a1\u6027\u80fd\u63d0\u5347\u8d85\u8fc7 50%\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202506\/16\/861e17709bae77733330229f5dc91c8d38e191.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p><strong>\u8868 3<\/strong><\/p>\n<p><strong>CoT \u53d8\u4f53\uff1a\u8f85\u52a9\u300c\u7b54\u6848\u7a7a\u95f4\u300d\u5bfc\u822a\uff0c\u4f46\u975e\u300c\u63d0\u793a\u7a7a\u95f4\u300d\u7684\u89e3\u51b3\u65b9\u6848<\/strong><\/p>\n<p>\u7814\u7a76\u8fd8\u8003\u5bdf\u4e86\u4e0d\u540c\u7684 CoT \u53d8\u4f53\uff0c\u5982\u601d\u7ef4\u6811\uff08ToT\uff09\u548c\u601d\u7ef4\u56fe\uff08GoT\uff09\u7b49\uff08\u89c1\u8868 2\uff09\u3002\u7ed3\u679c\u663e\u793a\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u80fd\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u63d0\u5347\u6734\u7d20 CoT \u7684\u6027\u80fd\uff0c\u4f8b\u5982 GoT \u56e0\u5176\u81ea\u6211\u4fee\u6b63\u673a\u5236\u8868\u73b0\u51fa\u8f83\u597d\u7684\u51c6\u786e\u7387\u589e\u76ca\u3002<\/p>\n<p>\u7136\u800c\uff0c\u5b83\u4eec\u7684\u6539\u8fdb\u4e3b\u8981\u5728\u4e8e\u901a\u8fc7\u66f4\u590d\u6742\u7684\u641c\u7d22\u7b56\u7565\uff08\u5982\u591a\u8def\u5f84\u63a2\u7d22\u3001\u81ea\u6211\u6821\u9a8c\uff09\u6765\u7ea0\u6b63\u8ba1\u7b97\u8fc7\u7a0b\u4e2d\u7684\u300c\u5c0f\u9519\u8bef\u300d\u6216\u63a2\u7d22\u66f4\u591a\u89e3\u9898\u8def\u5f84\uff0c\u800c\u975e\u4f18\u5316\u63d0\u793a\u6a21\u677f\u672c\u8eab\u7684\u9009\u62e9\u3002\u8fd9\u610f\u5473\u7740\uff0c\u5373\u4fbf ToT \u6216 GoT \u7b49\u9ad8\u7ea7\u65b9\u6cd5\uff0c\u5982\u679c\u5176\u4f9d\u8d56\u7684\u5e95\u5c42\u63d0\u793a\u6a21\u677f\u672c\u8eab\u662f\u6b21\u4f18\u7684\uff0c\u5176\u6027\u80fd\u4e0a\u9650\u4f9d\u7136\u4f1a\u53d7\u5230\u5236\u7ea6\u3002\u5b83\u4eec\u4e3b\u8981\u89e3\u51b3\u7684\u662f\u300c\u7b54\u6848\u7a7a\u95f4\u300d\u7684\u5bfc\u822a\u95ee\u9898\uff0c\u800c\u975e\u300c\u63d0\u793a\u7a7a\u95f4\u300d\u7684\u6a21\u677f\u9009\u62e9\u95ee\u9898\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202506\/16\/e5239434367489e361a2240b54abdb4474dc40.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p><strong>\u56fe 8<\/strong>\uff1aToT\uff08\u601d\u7ef4\u6811\uff09\u673a\u5236\u901a\u8fc7\u63a2\u7d22\u7b54\u6848\u7a7a\u95f4\u4e2d\u7684\u591a\u4e2a\u5206\u652f\u8def\u5f84\u6765\u63d0\u5347\u95ee\u9898\u89e3\u51b3\u80fd\u529b\u3002\u7136\u800c\uff0c\u72b6\u6001\u5982\u4f55\u8f6c\u6362\u4ecd\u7136\u53d7\u5230 CoT \u6b65\u9aa4\u6a21\u677f\u7684\u5236\u7ea6\uff0c\u8fd9\u8d85\u51fa\u4e86 ToT \u672c\u8eab\u63d0\u4f9b\u7684\u8303\u7574\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202506\/16\/2172fef73851c90b1b263603a53c29b58328d0.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p><strong>\u8868 2<\/strong><\/p>\n<h4>\u7ed3\u8bba\uff1a\u4e3a\u9ad8\u6548\u63d0\u793a\u8bcd\u8bbe\u8ba1\u94fa\u8def<\/h4>\n<p>\u8fd9\u9879\u7814\u7a76\u9996\u6b21\u7cfb\u7edf\u6027\u5730\u63a2\u7d22\u4e86\u63d0\u793a\u7a7a\u95f4\u7684\u590d\u6742\u6027\uff0c\u4e3a\u7406\u89e3\u548c\u8bbe\u8ba1 LLM \u7684\u9ad8\u6548\u63d0\u793a\u7b56\u7565\u5960\u5b9a\u4e86\u575a\u5b9e\u7684\u7406\u8bba\u57fa\u7840\u3002\u5176\u6838\u5fc3\u6d1e\u89c1\u5728\u4e8e\uff1a<\/p>\n<ul data-id=\"ua73dd4b-HMWHbbdU\">\n<li data-id=\"ld70c578-7ghsHicf\"><strong>Prompt \u4f5c\u4e3a\u4fe1\u606f\u9009\u62e9\u5668\uff1a\u63d0\u793a\u901a\u8fc7\u4ece\u6a21\u578b\u7684\u9690\u85cf\u72b6\u6001\u4e2d\u7cbe\u786e\u63d0\u53d6\u4e0e\u4efb\u52a1\u76f8\u5173\u7684\u7279\u5b9a\u4fe1\u606f\uff0c\u4ece\u800c\u4e3b\u5bfc\u5e76\u5851\u9020 CoT \u7684\u63a8\u7406\u8fc7\u7a0b\u3002<\/strong><\/li>\n<li data-id=\"ld70c578-unUweanH\"><strong>Prompt \u8bbe\u8ba1\u81f3\u5173\u91cd\u8981\uff0c\u800c\u975e\u9644\u5c5e\uff1a\u63d0\u793a\u7684\u8bbe\u8ba1\u5e76\u975e\u4e00\u9879\u8f85\u52a9\u6027\u6216\u9526\u4e0a\u6dfb\u82b1\u7684\u5de5\u4f5c\uff0c\u800c\u662f\u51b3\u5b9a CoT \u63a8\u7406\u6709\u6548\u6027\u7684\u6838\u5fc3\u73af\u8282\u3002\u63d0\u793a\u7ed3\u6784\u7684\u5fae\u5c0f\u8c03\u6574\u53ef\u80fd\u5e26\u6765\u6a21\u578b\u6027\u80fd\u7684\u5de8\u5927\u98de\u8dc3\u6216\u9aa4\u964d\u3002<\/strong><\/li>\n<li data-id=\"ld70c578-GDcloa63\"><strong>\u901a\u7528 Prompt \u7684\u56fa\u6709\u5c40\u9650\uff1a\u7b80\u5355\u4f9d\u8d56\u6a21\u578b\u81ea\u6211\u5f15\u5bfc\u7684\u6734\u7d20 CoT \u7b56\u7565\uff08\u4f8b\u5982\uff0c\u4e07\u80fd\u7684\u300cthink step by step\u300d\uff09\u53ef\u80fd\u4f1a\u4e25\u91cd\u9650\u5236\u6a21\u578b\u5728\u590d\u6742\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u6f5c\u529b\u3002<\/strong><\/li>\n<li data-id=\"ld70c578-6JAM8c92\"><strong>\u6700\u4f18 Prompt \u63a2\u7d22\u7684\u5de8\u5927\u4ef7\u503c\uff1a\u5b9e\u9a8c\u6e05\u6670\u8bc1\u660e\uff0c\u901a\u8fc7\u7cfb\u7edf\u6027\u7684\u6700\u4f18\u63d0\u793a\u641c\u7d22\u4e0e\u8bbe\u8ba1\uff0cLLM \u5728\u63a8\u7406\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u53ef\u4ee5\u83b7\u5f97\u8d85\u8fc7 50% \u7684\u663e\u8457\u63d0\u5347\u3002<\/strong><\/li>\n<\/ul>\n<p>\u8fd9\u9879\u5de5\u4f5c\u4e3a\u6211\u4eec\u7406\u89e3\u548c\u63d0\u5347 LLM \u57fa\u4e8e Prompt \u7684\u63a8\u7406\u80fd\u529b\u63d0\u4f9b\u4e86\u5b9d\u8d35\u7684\u7406\u8bba\u6846\u67b6\u548c\u5b9e\u8df5\u6307\u5f15\uff0c\u5e76\u6df1\u523b\u9884\u793a\u7740\u5728\u672a\u6765\u7684 LLM \u5e94\u7528\u6d6a\u6f6e\u4e2d\uff0c\u79d1\u5b66\u5316\u7684\u63d0\u793a\u5de5\u7a0b\u4e0e\u4eba\u7c7b\u7684\u667a\u6167\u76d1\u7763\u5c06\u626e\u6f14\u4e0d\u53ef\u6216\u7f3a\u7684\u5173\u952e\u89d2\u8272\u3002<\/p>\n<p>\u6587\u7ae0\u6765\u81ea:51CTO<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_26439\" class=\"pvc_stats total_only  \" data-element-id=\"26439\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u6765\u81ea\u82f1\u5c5e\u54e5\u4f26\u6bd4\u4e9a\u5927\u5b66\u3001\u7ebd\u7ea6\u5927\u5b66\u77f3\u6eaa\u5206\u6821\u548c\u6d59\u6c5f\u5927\u5b66\u7684\u7814\u7a76\u56e2\u961f\u6df1\u5165\u5256\u6790\u4e86 Prompt \u5982\u4f55\u5728 LLM \u7684 CoT [&hellip;]<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_26439\" class=\"pvc_stats total_only  \" 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