{"id":24939,"date":"2025-03-07T10:59:51","date_gmt":"2025-03-07T02:59:51","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=24939"},"modified":"2025-03-07T10:59:51","modified_gmt":"2025-03-07T02:59:51","slug":"%e4%bb%8e%e8%87%aa%e6%88%91%e8%bf%9b%e5%8c%96%e8%a7%86%e8%a7%92%e5%87%ba%e5%8f%91%ef%bc%8c%e5%85%a8%e9%9d%a2%e8%a7%a3%e6%9e%90llm%e7%9a%84%e6%8e%a8%e7%90%86%e8%83%bd%e5%8a%9b%e6%8a%80%e6%9c%af","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/03\/07\/24939\/","title":{"rendered":"\u4ece\u81ea\u6211\u8fdb\u5316\u89c6\u89d2\u51fa\u53d1\uff0c\u5168\u9762\u89e3\u6790LLM\u7684\u63a8\u7406\u80fd\u529b\u6280\u672f\u6f14\u8fdb\u8def\u5f84"},"content":{"rendered":"<div><img data-dominant-color=\"9e9e9f\" data-has-transparency=\"false\" style=\"--dominant-color: #9e9e9f;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-24941\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/64f585f85f364efa1586430ff0762bdb536cab-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/64f585f85f364efa1586430ff0762bdb536cab-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/64f585f85f364efa1586430ff0762bdb536cab-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div><\/div>\n<div class=\"article-desc\">\u4e3a\u4fc3\u8fdb\u8be5\u9886\u57df\u7684\u6df1\u5165\u7814\u7a76\uff0c\u54c8\u5de5\u5927\u8d5b\u5c14\u5b9e\u9a8c\u5ba4\u77e5\u8bc6\u6316\u6398\u7ec4\u4ece\u81ea\u6211\u8fdb\u5316\u7684\u89c6\u89d2\u5bf9\u73b0\u6709\u6280\u672f\u4f53\u7cfb\u8fdb\u884c\u4e86\u7cfb\u7edf\u6027\u5206\u6790\u4ece\u81ea\u6211\u8fdb\u5316\u7684\u89c6\u89d2\u5bf9\u73b0\u6709\u6280\u672f\u4f53\u7cfb\u8fdb\u884c\u4e86\u7cfb\u7edf\u6027\u5206\u6790\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><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202503\/07\/f66b90c159989186a4d66539f9139238a65304.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<ul data-id=\"ua73dd4b-j2e1H4gk\">\n<li data-id=\"ld70c578-ICbcIIYd\">\u8bba\u6587\u6807\u9898\uff1aA Survey on LLM Complex Reasoning through the Lens of Self-Evolution<\/li>\n<li data-id=\"ld70c578-XnY9N96U\">\u8bba\u6587\u94fe\u63a5\uff1a<\/li>\n<\/ul>\n<p>https:\/\/www.researchgate.net\/publication\/389209259_A_Survey_on_Complex_Reasoning_of_Large_Language_Models_through_the_Lens_of_Self-Evolution?channel=doi&#038;linkId=67b8b5b0207c0c20fa9111fb&#038;showFulltext=true<\/p>\n<ul data-id=\"ua73dd4b-ruAolVxu\">\n<li data-id=\"ld70c578-XZIAOKAh\">\u4ed3\u5e93\u94fe\u63a5\uff1ahttps:\/\/github.com\/cs-holder\/Reasoning-Self-Evolution-Survey<\/li>\n<\/ul>\n<h2>1. \u5f15\u8a00<\/h2>\n<p>\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u590d\u6742\u63a8\u7406\u7814\u7a76\u6b63\u6210\u4e3a\u5b66\u672f\u754c\u548c\u5de5\u4e1a\u754c\u5173\u6ce8\u7684\u7126\u70b9\u3002\u968f\u7740 OpenAI \u7684 O1 \u4ee5\u53ca\u540e\u7eed DeepSeek R1 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O1 \u7c7b\u4ee3\u8868\u6027\u5de5\u4f5c\u8fdb\u884c\u89e3\u8bfb\u3002<\/p>\n<p>\u672c\u7814\u7a76\u57fa\u4e8e\u5bf9 200 \u4f59\u7bc7\u524d\u6cbf\u6587\u732e\u7684\u6df1\u5165\u8c03\u7814\uff0c\u5168\u9762\u603b\u7ed3\u4e86\u63d0\u5347 LLM \u63a8\u7406\u80fd\u529b\u7684\u6280\u672f\u6f14\u8fdb\u8def\u5f84\u3002\u4ece\u57fa\u4e8e\u6811\u641c\u7d22\u7684\u77ed\u601d\u7ef4\u94fe\u5230\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u957f\u601d\u7ef4\u94fe\uff0c\u6211\u4eec\u7cfb\u7edf\u68b3\u7406\u4e86\u5f53\u524d\u6700\u5148\u8fdb\u7684\u7814\u7a76\u65b9\u6cd5\uff0c\u5e76\u5bf9\u672a\u6765\u53ef\u80fd\u7684\u7814\u7a76\u65b9\u5411\u8fdb\u884c\u4e86\u524d\u77bb\u6027\u5c55\u671b\u3002\u6211\u4eec\u671f\u5f85\u8fd9\u7bc7\u7efc\u8ff0\u80fd\u591f\u4e3a LLM \u590d\u6742\u63a8\u7406\u7814\u7a76\u793e\u533a\u63d0\u4f9b\u65b0\u7684\u601d\u8def\uff0c\u63a8\u52a8\u8be5\u9886\u57df\u5411\u66f4\u6df1\u5c42\u6b21\u53d1\u5c55\uff0c\u4e3a\u63d0\u5347 LLM \u7684\u63a8\u7406\u80fd\u529b\u5f00\u8f9f\u65b0\u7684\u7814\u7a76\u8def\u5f84\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202503\/07\/d9793d3724f905235d2826f4da4fb58e4649b2.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<h2>2. \u7ae0\u8282\u7ec4\u7ec7<\/h2>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202503\/07\/894bd4852c70c353cdc377c4b202c7fa6851eb.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u672c\u6587\u5c06\u4ece\u4e09\u4e2a\u4e3b\u8981\u90e8\u5206\u4ecb\u7ecd LLM \u590d\u6742\u63a8\u7406\u7684\u81ea\u6211\u8fdb\u5316\u65b9\u6cd5\uff1a<strong>\u6570\u636e\u8fdb\u5316\u3001\u6a21\u578b\u8fdb\u5316\u548c\u81ea\u6211\u8fdb\u5316\u3002<\/strong>\u6700\u540e\uff0c\u6211\u4eec\u5c06\u5206\u6790\u5177\u6709\u4ee3\u8868\u6027\u7684 O1 \u7c7b\u5de5\u4f5c\uff0c\u5e76\u5bf9\u672a\u6765\u7814\u7a76\u65b9\u5411\u8fdb\u884c\u5c55\u671b\u3002<\/p>\n<ul data-id=\"ua73dd4b-EIcQXIHR\">\n<li data-id=\"ld70c578-jFl6JlpX\"><strong>\u6570\u636e\u8fdb\u5316\uff1a<\/strong>\u63a2\u8ba8\u5982\u4f55\u901a\u8fc7\u4efb\u52a1\u8fdb\u5316\u548c\u601d\u7ef4\u94fe\u8fdb\u5316\u6765\u751f\u6210\u66f4\u9ad8\u8d28\u91cf\u7684\u8bad\u7ec3\u6570\u636e\u3002<\/li>\n<li data-id=\"ld70c578-9WZg5Hlc\"><strong>\u6a21\u578b\u8fdb\u5316\uff1a<\/strong>\u5173\u6ce8\u5982\u4f55\u901a\u8fc7\u4f18\u5316\u6a21\u578b\u6a21\u5757\u6765\u63d0\u5347\u7cfb\u7edf\u7684\u63a8\u7406\u80fd\u529b\u3002<\/li>\n<li data-id=\"ld70c578-Ic0D9NY3\"><strong>\u81ea\u6211\u8fdb\u5316\uff1a<\/strong>\u63a2\u8ba8\u5982\u4f55\u901a\u8fc7\u8fed\u4ee3\u7684\u6570\u636e\u548c\u6a21\u578b\u8fdb\u5316\u6765\u5b9e\u73b0\u7cfb\u7edf\u7684\u81ea\u6211\u4f18\u5316\u3002<\/li>\n<\/ul>\n<h2>3. 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data-id=\"ld70c578-k1p91On9\"><strong>\u4efb\u52a1\u590d\u6742\u6027\uff1a<\/strong>\u751f\u6210\u66f4\u590d\u6742\u4efb\u52a1\u7684\u65b9\u6cd5\u5305\u62ec\u6dfb\u52a0\u7ea6\u675f\u3001\u6df1\u5316\u3001\u5177\u4f53\u5316\u3001\u589e\u52a0\u63a8\u7406\u6b65\u9aa4\u548c\u589e\u52a0\u8f93\u5165\u590d\u6742\u6027\u3002\u4f8b\u5982\uff0c\u901a\u8fc7\u5f15\u5165\u989d\u5916\u7684\u7ea6\u675f\u6216\u8981\u6c42\u6765\u589e\u52a0\u4efb\u52a1\u96be\u5ea6\uff0c\u6216\u901a\u8fc7\u6269\u5c55\u67e5\u8be2\u6df1\u5ea6\u548c\u5e7f\u5ea6\u6765\u63d0\u5347\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u3002\u5177\u4f53\u5316\u65b9\u6cd5\u5c06\u95ee\u9898\u4e2d\u7684\u901a\u7528\u6982\u5ff5\u66ff\u6362\u4e3a\u66f4\u5177\u4f53\u7684\u6982\u5ff5\uff0c\u4f7f\u6307\u4ee4\u66f4\u6e05\u6670\u3002\u589e\u52a0\u63a8\u7406\u6b65\u9aa4\u5219\u901a\u8fc7\u8981\u6c42\u989d\u5916\u7684\u63a8\u7406\u6b65\u9aa4\u6765\u52a0\u5f3a\u6a21\u578b\u7684\u903b\u8f91\u601d\u7ef4\u80fd\u529b\u3002\u589e\u52a0\u8f93\u5165\u590d\u6742\u6027\u5219\u901a\u8fc7\u4fee\u6539\u95ee\u9898\u6761\u4ef6\uff0c\u5f15\u5165\u7ed3\u6784\u5316\u6570\u636e\u6216\u7279\u5b9a\u8f93\u5165\u683c\u5f0f\uff0c\u63d0\u5347\u6a21\u578b\u7684\u9c81\u68d2\u6027\u548c\u6cdb\u5316\u80fd\u529b\u3002<\/li>\n<li data-id=\"ld70c578-ocgk6qMc\"><strong>\u4efb\u52a1\u53ef\u9760\u6027\uff1a<\/strong>\u81ea\u52a8\u751f\u6210\u4efb\u52a1\u53ef\u80fd\u4f1a\u4ea7\u751f\u672a\u89e3\u51b3\u7684\u4efb\u52a1\u6216\u9519\u8bef\u7b54\u6848\u3002\u4e3a\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u4e00\u4e9b\u7814\u7a76\u4f7f\u7528\u5fae\u8c03\u7684 LLM \u5bf9\u4efb\u52a1\u8fdb\u884c\u8bc4\u5206\u5e76\u9009\u62e9\u9ad8\u8d28\u91cf\u4efb\u52a1\u3002\u53e6\u4e00\u4e9b\u7814\u7a76\u4ece\u539f\u59cb\u95ee\u9898\u751f\u6210\u4efb\u52a1\uff0c\u5e76\u901a\u8fc7\u9a8c\u8bc1\u7b54\u6848\u8fc7\u6ee4\u4e0d\u4e00\u81f4\u6027\u3002\u8fd8\u6709\u4e00\u4e9b\u7814\u7a76\u901a\u8fc7 Python \u89e3\u91ca\u5668\u548c\u9884\u5b9a\u4e49\u89c4\u5219\u9a8c\u8bc1\u7f16\u7a0b\u4efb\u52a1\u7684\u6b63\u786e\u6027\u4ee5\u786e\u4fdd\u8d28\u91cf\u3002\u6b64\u5916\uff0c\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08GAN\uff09\u53ef\u7528\u4e8e\u5408\u6210\u4efb\u52a1\uff0c\u5e76\u901a\u8fc7\u8bc4\u4f30\u4e0e\u771f\u5b9e\u6570\u636e\u76f8\u4f3c\u6027\u7684\u6279\u8bc4\u5668\u63d0\u9ad8\u53ef\u9760\u6027\u3002\u4ece\u6570\u5b66\u89e3\u51b3\u65b9\u6848\u4e2d\u63a8\u5bfc\u95ee\u9898\uff0c\u6216\u4ece\u9ad8\u8d28\u91cf\u5f00\u6e90\u4ee3\u7801\u4e2d\u521b\u5efa\u7f16\u7a0b\u4efb\u52a1\uff0c\u4e5f\u662f\u63d0\u9ad8\u4efb\u52a1\u53ef\u9760\u6027\u7684\u6709\u6548\u65b9\u6cd5\u3002<\/li>\n<\/ul>\n<h3>3.2 \u601d\u7ef4\u94fe\u8fdb\u5316<\/h3>\n<p>\u601d\u7ef4\u94fe\u8fdb\u5316\u901a\u8fc7\u5b9a\u4e49\u4e09\u4e2a\u5173\u952e\u7684\u5143\u64cd\u4f5c\u6765\u6784\u5efa\u66f4\u5f3a\u5927\u7684\u63a8\u7406\u94fe\uff0c\u8fd9\u4e9b\u5143\u64cd\u4f5c\u901a\u8fc7\u641c\u7d22\u7b97\u6cd5\u6269\u5c55\uff0c\u751f\u6210\u66f4\u9ad8\u8d28\u91cf\u7684\u63a8\u7406\u94fe\u3002<\/p>\n<h4>3.2.1 \u5143\u64cd\u4f5c<\/h4>\n<p>\u601d\u7ef4\u94fe\u8fdb\u5316\u901a\u8fc7\u5b9a\u4e49\u4e09\u4e2a\u5173\u952e\u7684\u5143\u64cd\u4f5c\u6765\u6784\u5efa\u66f4\u5f3a\u5927\u7684\u63a8\u7406\u94fe\uff1a<strong>\u9010\u6b65\u63a8\u7406\u3001\u8bc4\u4f30\u548c\u540e\u5904\u7406\u3002<\/strong>\u9010\u6b65\u63a8\u7406\u5c06\u95ee\u9898\u5206\u89e3\u4e3a\u9010\u6b65\u4f9d\u8d56\u7684\u6b65\u9aa4\uff0c\u8bc4\u4f30\u5219\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u8fdb\u884c\u81ea\u6211\u8bc4\u4f30\u548c\u53cd\u601d\uff0c\u540e\u5904\u7406\u5219\u5bf9\u63a8\u7406\u7ed3\u679c\u8fdb\u884c\u4fee\u6b63\u548c\u603b\u7ed3\u3002\u8fd9\u4e9b\u5143\u64cd\u4f5c\u901a\u8fc7\u641c\u7d22\u7b97\u6cd5\u6269\u5c55\uff0c\u751f\u6210\u66f4\u9ad8\u8d28\u91cf\u7684\u63a8\u7406\u94fe\u3002<\/p>\n<ul data-id=\"ua73dd4b-fWZiSWEp\">\n<li data-id=\"ld70c578-vPvhIgpY\"><strong>\u9010\u6b65\u63a8\u7406\uff1a<\/strong>\u5c06\u590d\u6742\u95ee\u9898\u5206\u89e3\u4e3a\u4e00\u7cfb\u5217\u9010\u6b65\u4f9d\u8d56\u7684\u6b65\u9aa4\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u9010\u6b65\u89e3\u51b3\u6bcf\u4e2a\u5b50\u95ee\u9898\u3002\u8fd9\u79cd\u65b9\u6cd5\u901a\u8fc7\u9012\u5f52\u5206\u89e3\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u5904\u7406\u66f4\u590d\u6742\u7684\u4efb\u52a1\u3002\u4f8b\u5982\uff0cCoT \u901a\u8fc7\u9010\u6b65\u63d0\u793a\u89e3\u51b3\u6bcf\u4e2a\u5b50\u95ee\u9898\uff0cPlan-and-Solve \u901a\u8fc7\u751f\u6210\u8ba1\u5212\u5e76\u57fa\u4e8e\u8ba1\u5212\u8fdb\u884c\u63a8\u7406\uff0cLeast-to-Most Prompting \u901a\u8fc7\u663e\u5f0f\u5206\u89e3\u95ee\u9898\u5e76\u9010\u6b65\u89e3\u51b3\u6bcf\u4e2a\u5b50\u95ee\u9898\uff0cReACT \u901a\u8fc7\u7ed3\u5408\u8fed\u4ee3\u63a8\u7406\u548c\u884c\u52a8\u6765\u589e\u5f3a\u63a8\u7406\u8fc7\u7a0b\u3002<\/li>\n<li data-id=\"ld70c578-rl9wpITe\"><strong>\u8bc4\u4f30\uff1a<\/strong>\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u8fdb\u884c\u81ea\u6211\u8bc4\u4f30\u548c\u53cd\u601d\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u8bc6\u522b\u548c\u7ea0\u6b63\u9519\u8bef\u3002\u8bc4\u4f30\u53ef\u4ee5\u5206\u4e3a\u7ed3\u679c\u7ea7\u3001\u6b65\u9aa4\u7ea7\u548c token \u7ea7\u3002\u7ed3\u679c\u7ea7\u8bc4\u4f30\u5728\u63a8\u7406\u5b8c\u6210\u540e\u5bf9\u6574\u4e2a\u89e3\u51b3\u65b9\u6848\u8fdb\u884c\u8bc4\u4f30\uff0c\u6b65\u9aa4\u7ea7\u8bc4\u4f30\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u5bf9\u6bcf\u4e2a\u6b65\u9aa4\u8fdb\u884c\u8bc4\u4f30\uff0ctoken \u7ea7\u8bc4\u4f30\u5bf9\u6bcf\u4e2a\u751f\u6210\u7684 token \u8fdb\u884c\u8bc4\u4f30\u3002\u8fd9\u4e9b\u8bc4\u4f30\u65b9\u6cd5\u901a\u8fc7\u4e0d\u540c\u7684\u7c92\u5ea6\uff0c\u63d0\u4f9b\u66f4\u7ec6\u81f4\u7684\u53cd\u9988\uff0c\u5e2e\u52a9\u6a21\u578b\u6539\u8fdb\u63a8\u7406\u8fc7\u7a0b\u3002<\/li>\n<li data-id=\"ld70c578-8lYjHWQK\"><strong>\u540e\u5904\u7406\uff1a<\/strong>\u540e\u5904\u7406\u5bf9\u63a8\u7406\u7ed3\u679c\u8fdb\u884c\u4fee\u6b63\u548c\u603b\u7ed3\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u4ece\u9519\u8bef\u4e2d\u5b66\u4e60\u5e76\u6539\u8fdb\u672a\u6765\u7684\u63a8\u7406\u3002\u540e\u5904\u7406\u65b9\u6cd5\u5305\u62ec\u8fc7\u6ee4\u3001\u603b\u7ed3\u548c\u4fee\u6b63\u3002\u8fc7\u6ee4\u76f4\u63a5\u79fb\u9664\u4f4e\u8d28\u91cf\u7684\u63a8\u7406\u7ed3\u679c\uff0c\u603b\u7ed3\u4ece\u63a8\u7406\u8fc7\u7a0b\u4e2d\u63d0\u53d6\u5173\u952e\u4fe1\u606f\uff0c\u4fee\u6b63\u5219\u901a\u8fc7\u7ea0\u6b63\u9519\u8bef\u6765\u4f18\u5316\u63a8\u7406\u7ed3\u679c\u3002\u8fd9\u4e9b\u65b9\u6cd5\u901a\u8fc7\u4e0d\u540c\u7684\u65b9\u5f0f\uff0c\u63d0\u9ad8\u63a8\u7406\u7ed3\u679c\u7684\u8d28\u91cf\u548c\u53ef\u9760\u6027\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202503\/07\/53b6a0c883b8c32adc639925568381e2944c9d.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<h4>3.2.2 \u663e\u5f0f\u6811\u641c\u7d22\uff08Short CoT\uff09<\/h4>\n<p>\u663e\u5f0f\u6811\u641c\u7d22\u65b9\u6cd5\u901a\u8fc7\u6811\u72b6\u641c\u7d22\u7b97\u6cd5\uff08\u5982 BFS\/DFS\u3001Beam Search\u3001A * \u548c MCTS\uff09\u6765\u63a2\u7d22\u591a\u4e2a\u63a8\u7406\u8def\u5f84\uff0c\u751f\u6210\u6b63\u786e\u4e14\u7b80\u6d01\u7684\u63a8\u7406\u94fe\u3002\u8fd9\u4e9b\u65b9\u6cd5\u5728\u641c\u7d22\u8fc7\u7a0b\u4e2d\u4f7f\u7528\u8bc4\u4f30\u51fd\u6570\u6307\u5bfc\u63a2\u7d22\u65b9\u5411\uff0c\u5e76\u8fdb\u884c\u526a\u679d\u4ee5\u63d0\u9ad8\u6548\u7387\u3002\u4f8b\u5982\uff0cBFS\/DFS \u901a\u8fc7\u7ecf\u5178\u641c\u7d22\u7b97\u6cd5\u63a2\u7d22\u591a\u6837\u5316\u63a8\u7406\u8def\u5f84\uff0cBeam Search \u901a\u8fc7\u7ef4\u62a4\u5019\u9009\u5e8f\u5217\u5e73\u8861\u641c\u7d22\u51c6\u786e\u6027\u548c\u8ba1\u7b97\u6548\u7387\uff0cA * \u901a\u8fc7\u8bc4\u4f30\u51fd\u6570\u4f18\u5316\u641c\u7d22\u6548\u7387\uff0cMCTS \u5219\u901a\u8fc7\u5e73\u8861\u63a2\u7d22\u548c\u5229\u7528\u6765\u627e\u5230\u9ad8\u8d28\u91cf\u7684\u63a8\u7406\u8def\u5f84\u3002<\/p>\n<h4>3.2.3 \u9690\u5f0f\u8bd5\u9519\u641c\u7d20\uff08Long CoT\uff09<\/h4>\n<p>\u9690\u5f0f\u8bd5\u9519\u641c\u7d20\u65b9\u6cd5\u901a\u8fc7\u7ebf\u6027\u5316\u6574\u4e2a\u641c\u7d22\u8fc7\u7a0b\uff0c\u5141\u8bb8\u6a21\u578b\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u8fdb\u884c\u81ea\u6211\u8bc4\u4f30\u548c\u81ea\u6211\u4fee\u6b63\uff0c\u751f\u6210\u5305\u542b\u9519\u8bef\u68c0\u6d4b\u3001\u56de\u6eaf\u548c\u4fee\u6b63\u7684\u957f\u63a8\u7406\u94fe\u3002\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u4f9d\u8d56\u5916\u90e8\u8bc4\u4f30\u5668\u6216\u4fee\u6b63\u5668\uff0c\u800c\u662f\u901a\u8fc7\u6a21\u578b\u7684\u81ea\u6211\u8bc4\u4f30\u673a\u5236\u6765\u8c03\u6574\u63a8\u7406\u8def\u5f84\u3002\u4f8b\u5982\uff0cO1 Journey \u901a\u8fc7\u84b8\u998f\u65b9\u6cd5\u8bad\u7ec3\u6a21\u578b\u751f\u6210\u957f\u63a8\u7406\u94fe\uff0c\u800c DeepSeek-R1\u3001Kimi-k1.5 \u548c T1 \u5219\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u6a21\u578b\u751f\u6210\u957f\u63a8\u7406\u94fe\u3002<\/p>\n<h4>3.2.4 \u663e\u5f0f\u6811\u641c\u7d22\u4e0e\u9690\u5f0f\u8bd5\u9519\u641c\u7d22\u7684\u6bd4\u8f83\u548c\u5173\u8054<\/h4>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202503\/07\/115c93a579e97c2e096902f8862d9f37a2cd61.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p><strong>\u6bd4\u8f83\uff1a<\/strong><\/p>\n<p>\u663e\u5f0f\u6811\u641c\u7d22\u65b9\u6cd5\u901a\u8fc7\u6811\u72b6\u641c\u7d22\u7b97\u6cd5\uff08\u5982 BFS\/DFS\u3001Beam Search\u3001A * \u548c MCTS\uff09\u6765\u63a2\u7d22\u591a\u4e2a\u63a8\u7406\u8def\u5f84\uff0c\u751f\u6210\u6b63\u786e\u4e14\u7b80\u6d01\u7684\u63a8\u7406\u94fe\u3002\u8fd9\u4e9b\u65b9\u6cd5\u5728\u641c\u7d22\u8fc7\u7a0b\u4e2d\u4f7f\u7528\u8bc4\u4f30\u51fd\u6570\u6307\u5bfc\u63a2\u7d22\u65b9\u5411\uff0c\u5e76\u8fdb\u884c\u526a\u679d\u4ee5\u63d0\u9ad8\u6548\u7387\u3002\u800c\u9690\u5f0f\u8bd5\u9519\u641c\u7d22\u65b9\u6cd5\u901a\u8fc7\u7ebf\u6027\u5316\u6574\u4e2a\u641c\u7d22\u8fc7\u7a0b\uff0c\u5141\u8bb8\u6a21\u578b\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u8fdb\u884c\u81ea\u6211\u8bc4\u4f30\u548c\u81ea\u6211\u4fee\u6b63\uff0c\u751f\u6210\u5305\u542b\u9519\u8bef\u68c0\u6d4b\u3001\u56de\u6eaf\u548c\u4fee\u6b63\u7684\u957f\u63a8\u7406\u94fe\u3002\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u4f9d\u8d56\u5916\u90e8\u8bc4\u4f30\u5668\u6216\u4fee\u6b63\u5668\uff0c\u800c\u662f\u901a\u8fc7\u6a21\u578b\u7684\u81ea\u6211\u8bc4\u4f30\u673a\u5236\u6765\u8c03\u6574\u63a8\u7406\u8def\u5f84\u3002<\/p>\n<p><strong>\u5173\u8054\uff1a<\/strong><\/p>\n<ul data-id=\"ua73dd4b-eO2U3kKe\">\n<li data-id=\"ld70c578-NWvTY1Wn\">\u641c\u7d22\u7a7a\u95f4\u89d2\u5ea6\uff1a\u6811\u641c\u7d22\u4e13\u6ce8\u4e8e\u63a2\u7d22\u5355\u4e2a\u63a8\u7406\u6b65\u9aa4\u5b9a\u4e49\u7684\u52a8\u4f5c\u7a7a\u95f4\uff0c\u786e\u4fdd\u6bcf\u4e00\u6b65\u7684\u903b\u8f91\u6027\u3002\u8bd5\u9519\u641c\u7d22\u5f15\u5165\u5143\u64cd\u4f5c\uff08\u5982\u8bc4\u4f30\u3001\u4fee\u6b63\u3001\u56de\u6eaf\uff09\u6269\u5c55\u52a8\u4f5c\u7a7a\u95f4\uff0c\u751f\u6210\u66f4\u8be6\u7ec6\u7684\u957f\u63a8\u7406\u94fe\u3002\u56e0\u6b64\uff0c\u5982\u679c\u5c06 Tree Search \u7684\u52a8\u4f5c\u7a7a\u95f4\u6269\u5c55\u4e3a\u5305\u542b \u8bc4\u4f30\u3001\u4fee\u6b63\u3001\u56de\u6eaf \u7b49\u5143\u64cd\u4f5c\uff0c\u90a3\u4e48\u7406\u8bba\u4e0a\u53ef\u4ee5\u901a\u8fc7 Tree Search \u641c\u7d22\u5230 Long CoT\u3002<\/li>\n<\/ul>\n<ul data-id=\"ua73dd4b-jdc1LGJH\">\n<li data-id=\"ld70c578-SINUzAqb\">\u63a8\u7406\u80fd\u529b\u8fdb\u5316\u89d2\u5ea6\uff1aLong CoT \u662f\u89e3\u51b3\u65b0\u95ee\u9898\u7684\u6709\u6548\u7b56\u7565\uff0c\u901a\u8fc7\u8bd5\u9519\u548c\u81ea\u6211\u4fee\u6b63\u63a2\u7d22\u89e3\u51b3\u65b9\u6848\u3002Short CoT \u901a\u8fc7\u6301\u7eed\u8bad\u7ec3\u4ece Long CoT \u4e2d\u63d0\u53d6\u77e5\u8bc6\uff0c\u5b66\u4e60\u9ad8\u6548\u63a8\u7406\u8def\u5f84\uff0c\u51cf\u5c11\u8bd5\u9519\uff0c\u7f29\u77ed\u63a8\u7406\u94fe\u3002Long CoT \u4f5c\u4e3a\u521d\u59cb\u89e3\u51b3\u65b9\u6848\uff0c\u5176\u77e5\u8bc6\u53ef\u7528\u4e8e\u5b66\u4e60 Short CoT\uff0c\u540e\u8005\u4f5c\u4e3a\u5148\u9a8c\u77e5\u8bc6\uff0c\u51cf\u5c11\u5904\u7406\u66f4\u590d\u6742\u4efb\u52a1\u65f6\u7684\u8bd5\u9519\u8fed\u4ee3\u3002<\/li>\n<\/ul>\n<h2>4. \u6a21\u578b\u8fdb\u5316<\/h2>\n<p>\u6a21\u578b\u8fdb\u5316\u5173\u6ce8\u7684\u662f\u5982\u4f55\u901a\u8fc7\u4f18\u5316\u6a21\u578b\u7684\u5404\u4e2a\u6a21\u5757\u6765\u63d0\u5347\u7cfb\u7edf\u7684\u63a8\u7406\u80fd\u529b\u3002\u8fd9\u4e00\u90e8\u5206\u4e3b\u8981\u5305\u542b Reasoner\u3001Evaluator \u548c Post-Processor \u7684\u4f18\u5316\u65b9\u6cd5\u3002\u6211\u4eec\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u6bcf\u4e2a\u6a21\u5757\u7684\u4f18\u5316\u7b56\u7565\u548c\u6280\u672f\u3002<\/p>\n<h3>4.1 Background RL Knowledge<\/h3>\n<p>\u5f3a\u5316\u5b66\u4e60\u4e3a LLM \u7684\u6a21\u578b\u8fdb\u5316\u63d0\u4f9b\u4e86\u6838\u5fc3\u4f18\u5316\u6846\u67b6\uff0c\u5176\u6280\u672f\u6f14\u8fdb\u4ece\u4f20\u7edf RLHF \u9010\u6b65\u53d1\u5c55\u4e3a\u66f4\u9ad8\u6548\u7684\u8303\u5f0f\u3002<strong>RLHF\u00a0<\/strong>\u901a\u8fc7\u4eba\u5de5\u6807\u6ce8\u7684\u504f\u597d\u6570\u636e\u8bad\u7ec3\u7ed3\u679c\u5956\u52b1\u6a21\u578b\u5b9e\u73b0LLM\u5bf9\u9f50\u3002<strong>PPO<\/strong>\u00a0\u7b97\u6cd5\u901a\u8fc7\u7ea6\u675f\u7b56\u7565\u4f18\u5316\u6b65\u957f\u8fdb\u884c\u7b56\u7565\u504f\u79fb\u63a7\u5236\uff0c\u5177\u5907\u7a33\u5b9a\u6027\u5730\u4f18\u52bf\uff0c\u4f46\u5b58\u5728\u8bad\u7ec3\u590d\u6742\u5ea6\u9ad8\u3001\u8d44\u6e90\u6d88\u8017\u5927\u7b49\u95ee\u9898\u3002\u4e3a\u6b64\u540e\u7eed\u7814\u7a76\u63d0\u51fa\u591a\u79cd\u6539\u8fdb\uff1a<strong>REINFORCE<\/strong>\u00a0\u7b80\u5316\u67b6\u6784\uff0c\u5229\u7528\u6700\u9ad8\u6982\u7387\u52a8\u4f5c\u4f5c\u4e3a\u57fa\u7ebf\uff08ReMax\uff09\u6216\u591a\u8f68\u8ff9\u91c7\u6837\u4f30\u8ba1\u57fa\u7ebf\uff08RLOO\uff09\uff0c\u964d\u4f4e\u5bf9\u4ef7\u503c\u6a21\u578b\u7684\u4f9d\u8d56\uff1b<strong>GRPO\u00a0<\/strong>\u901a\u8fc7\u8499\u7279\u5361\u6d1b\u7ec4\u5185\u5f52\u4e00\u5316\u66ff\u4ee3\u4ef7\u503c\u6a21\u578b\uff0c\u63d0\u5347\u8bad\u7ec3\u7a33\u5b9a\u6027\uff1b<strong>DPO\u00a0<\/strong>\u7701\u53bb\u663e\u5f0f\u5956\u52b1\u5efa\u6a21\uff0c\u76f4\u63a5\u901a\u8fc7\u504f\u597d\u6570\u636e\u5bf9\u9f50\u7b56\u7565\u6a21\u578b\uff0c\u4f46\u9762\u4e34\u7ec6\u7c92\u5ea6\u4f18\u5316\u4e0d\u8db3\u7684\u5c40\u9650\uff1b<strong>PRIME\u00a0<\/strong>\u7ed3\u5408\u7ed3\u679c\u5956\u52b1\u6a21\u578b\uff08ORM\uff09\u7684\u8bad\u7ec3\u5b9e\u73b0 token \u7ea7\u9690\u5f0f\u5956\u52b1\u4fe1\u53f7\u5206\u53d1\u3002<\/p>\n<h3>4.2 Reasoner \u4f18\u5316<\/h3>\n<p>Reasoner \u662f\u6a21\u578b\u7684\u6838\u5fc3\u7ec4\u4ef6\uff0c\u8d1f\u8d23\u751f\u6210\u63a8\u7406\u8fc7\u7a0b\u548c\u6700\u7ec8\u7b54\u6848\u3002\u4f18\u5316 Reasoner \u7684\u65b9\u6cd5\u4e3b\u8981\u5305\u62ec\u884c\u4e3a\u514b\u9686\u3001\u504f\u597d\u4f18\u5316\u548c\u5f3a\u5316\u5b66\u4e60\u3002<\/p>\n<h4>4.2.1 \u884c\u4e3a\u514b\u9686<\/h4>\n<p>\u884c\u4e3a\u514b\u9686\u901a\u8fc7\u76d1\u7763\u5b66\u4e60\u76f4\u63a5\u6a21\u4eff\u9ad8\u8d28\u91cf\u63a8\u7406\u8f68\u8ff9\u6765\u4f18\u5316\u6a21\u578b\uff0c\u662f\u6a21\u578b\u8fdb\u5316\u7684\u57fa\u7840\u65b9\u6cd5\u3002\u5176\u6838\u5fc3\u6d41\u7a0b\u5305\u62ec\uff1a\u4ece\u6b63\u786e\u89e3\u4e2d\u7b5b\u9009\u8bad\u7ec3\u6570\u636e\uff0c\u901a\u8fc7\u5fae\u8c03\u4f7f\u6a21\u578b\u5b66\u4e60\u6807\u51c6\u63a8\u7406\u6a21\u5f0f\u3002<\/p>\n<p>\u7136\u800c\uff0c\u4f20\u7edf\u65b9\u6cd5\u4ec5\u4f7f\u7528\u6b63\u786e\u6570\u636e\uff0c\u5bfc\u81f4\u5927\u91cf\u9519\u8bef\u89e3\u88ab\u6d6a\u8d39\u3002\u4e3a\u6b64\uff0c\u6539\u8fdb\u65b9\u6cd5\u901a\u8fc7\u9006\u5411\u7b56\u7565\u5229\u7528\u9519\u8bef\u6570\u636e\uff1a\u4f8b\u5982\uff0c\u5c06\u9519\u8bef\u95ee\u9898\u91cd\u65b0\u751f\u6210\u6b63\u786e\u89e3\u6cd5\u4ee5\u6269\u5145\u6b63\u6837\u672c\uff0c\u6216\u4fee\u6539\u9519\u8bef\u89e3\u7684\u6307\u4ee4\u6807\u7b7e\uff08\u5982\u5c06 \u201c\u751f\u6210\u6b63\u786e\u7b54\u6848\u201d \u6539\u4e3a \u201c\u751f\u6210\u9519\u8bef\u7b54\u6848\u201d\uff09\uff0c\u4f7f\u5176\u8f6c\u5316\u4e3a\u8d1f\u6837\u672c\u4f9b\u6a21\u578b\u5b66\u4e60\u3002\u6b64\u5916\uff0c\u90e8\u5206\u65b9\u6cd5\u8bad\u7ec3\u4e13\u7528\u4fee\u6b63\u5668\u6a21\u578b\uff0c\u5b9a\u4f4d\u5e76\u4fee\u590d\u63a8\u7406\u9519\u8bef\u3002<\/p>\n<p>\u5c3d\u7ba1\u884c\u4e3a\u514b\u9686\u5b9e\u73b0\u7b80\u5355\uff0c\u4f46\u5176\u4f9d\u8d56\u9759\u6001\u6570\u636e\u96c6\u7684\u7279\u6027\u9650\u5236\u4e86\u6301\u7eed\u8fdb\u5316\u80fd\u529b\uff0c\u4e14\u96be\u4ee5\u5145\u5206\u63a2\u7d22\u9519\u8bef\u6837\u672c\u4e2d\u7684\u6f5c\u5728\u4ef7\u503c\uff0c\u6210\u4e3a\u540e\u7eed\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\u7684\u91cd\u8981\u8865\u5145\u3002<\/p>\n<h4>4.2.2 \u504f\u597d\u4f18\u5316<\/h4>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202503\/07\/3980e15811eeab592cf2963b93abc52d329ae3.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u504f\u597d\u4f18\u5316\u901a\u8fc7\u63a8\u52a8\u9ad8\u8d28\u91cf\u63a8\u7406\u8def\u5f84\u7684\u6982\u7387\u4e0a\u5347\uff0c\u4f4e\u8d28\u91cf\u8def\u5f84\u7684\u6982\u7387\u4e0b\u964d\u6765\u63d0\u5347\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u3002\u504f\u597d\u4f18\u5316\u53ef\u4ee5\u6839\u636e\u504f\u597d\u6570\u636e\u7684\u7c92\u5ea6\u5206\u4e3a\u89e3\u51b3\u65b9\u6848\u7ea7\u3001\u6b65\u9aa4\u7ea7\u548c token \u7ea7\u4f18\u5316\u3002<\/p>\n<ul data-id=\"ua73dd4b-WDXGbp1S\">\n<li data-id=\"ld70c578-2rKKj7V4\"><strong>\u89e3\u51b3\u65b9\u6848\u7ea7\u504f\u597d\u4f18\u5316\uff1a<\/strong>\u901a\u8fc7\u6bd4\u8f83\u4e0d\u540c\u89e3\u51b3\u65b9\u6848\u7684\u8d28\u91cf\u6765\u4f18\u5316\u6a21\u578b\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u7ed9\u5b9a\u4e00\u7ec4\u89e3\u51b3\u65b9\u6848\uff0c\u6839\u636e\u7b54\u6848\u7684\u6b63\u786e\u6027\u5c06\u5176\u5206\u4e3a\u6b63\u786e\u548c\u9519\u8bef\u4e24\u7ec4\uff0c\u7136\u540e\u6784\u5efa\u504f\u597d\u5bf9\u8fdb\u884c\u4f18\u5316\u3002\u8fd9\u79cd\u65b9\u6cd5\u7b80\u5355\u76f4\u89c2\uff0c\u4f46\u5bf9\u4e2d\u95f4\u63a8\u7406\u6b65\u9aa4\u7684\u4f18\u5316\u80fd\u529b\u8f83\u5f31\u3002<\/li>\n<li data-id=\"ld70c578-VbFCUc8f\"><strong>\u6b65\u9aa4\u7ea7\u504f\u597d\u4f18\u5316\uff1a<\/strong>\u901a\u8fc7\u8bc4\u4f30\u6bcf\u4e2a\u63a8\u7406\u6b65\u9aa4\u7684\u8d28\u91cf\u6765\u4f18\u5316\u6a21\u578b\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u901a\u8fc7\u4e3b\u52a8\u6784\u9020\u6216\u6811\u641c\u7d22\u65b9\u6cd5\u751f\u6210\u5e26\u6709\u76f8\u540c\u524d\u7f00\u7684\u6b63\u786e\u548c\u9519\u8bef\u63a8\u7406\u8f68\u8ff9\uff0c\u7136\u540e\u6784\u5efa\u504f\u597d\u5bf9\u8fdb\u884c\u4f18\u5316\u3002\u8fd9\u79cd\u65b9\u6cd5\u80fd\u591f\u66f4\u7ec6\u81f4\u5730\u4f18\u5316\u6a21\u578b\u7684\u63a8\u7406\u8fc7\u7a0b\uff0c\u4f46\u5bf9\u6570\u636e\u7684\u8981\u6c42\u8f83\u9ad8\u3002<\/li>\n<li data-id=\"ld70c578-8G9Otwm8\"><strong>Token \u7ea7\u504f\u597d\u4f18\u5316\uff1a<\/strong>\u901a\u8fc7\u8bc4\u4f30\u6bcf\u4e2a\u751f\u6210\u7684 token \u6765\u4f18\u5316\u6a21\u578b\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u901a\u8fc7\u9690\u5f0f\u5956\u52b1\u6216\u663e\u5f0f\u6807\u6ce8\u65b9\u6cd5\u4e3a\u6bcf\u4e2a token \u5206\u914d\u5956\u52b1\u503c\uff0c\u7136\u540e\u57fa\u4e8e\u8fd9\u4e9b\u5956\u52b1\u503c\u8fdb\u884c\u4f18\u5316\u3002\u8fd9\u79cd\u65b9\u6cd5\u80fd\u591f\u63d0\u4f9b\u6700\u7ec6\u7c92\u5ea6\u7684\u53cd\u9988\uff0c\u4f46\u8ba1\u7b97\u590d\u6742\u5ea6\u8f83\u9ad8\u3002<\/li>\n<\/ul>\n<h4>4.2.3 \u5f3a\u5316\u5b66\u4e60<\/h4>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202503\/07\/68049e33024717a920780731b93b7561238259.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u5f3a\u5316\u5b66\u4e60\u901a\u8fc7\u4e0e\u73af\u5883\u7684\u4ea4\u4e92\u6765\u4f18\u5316 LLM \u7684\u63a8\u7406\u80fd\u529b\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\u5305\u62ec\u00a0<strong>model-free \u5728\u7ebf\u5f3a\u5316\u5b66\u4e60\u3001\u79bb\u7ebf\u5f3a\u5316\u5b66\u4e60\u3001\u57fa\u4e8e\u6a21\u578b\u7684\u5f3a\u5316\u5b66\u4e60\u548c\u5c42\u6b21\u5f3a\u5316\u5b66\u4e60\u3002<\/strong><\/p>\n<ul data-id=\"ua73dd4b-fngbjFOB\">\n<li data-id=\"ld70c578-YIAQUUrf\"><strong>model-free \u5728\u7ebf\u5f3a\u5316\u5b66\u4e60\uff1a<\/strong>\u901a\u8fc7\u76f4\u63a5\u4e0e\u73af\u5883\u4ea4\u4e92\u6765\u8bad\u7ec3\u7b56\u7565\u6a21\u578b\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6a21\u578b\u5728\u73af\u5883\u4e2d\u751f\u6210\u63a8\u7406\u8f68\u8ff9\uff0c\u7136\u540e\u6839\u636e\u5956\u52b1\u4fe1\u53f7\u8fdb\u884c\u4f18\u5316\u3002\u5e38\u7528\u7684\u65b9\u6cd5\u5305\u62ec REINFORCE\u3001PPO \u548c GRPO\u3002\u8fd9\u4e9b\u65b9\u6cd5\u901a\u8fc7\u5728\u7ebf\u4ea4\u4e92\uff0c\u80fd\u591f\u52a8\u6001\u8c03\u6574\u6a21\u578b\u7684\u884c\u4e3a\uff0c\u4f46\u5bf9\u73af\u5883\u7684\u4f9d\u8d56\u6027\u8f83\u5f3a\u3002<\/li>\n<li data-id=\"ld70c578-vGx48hSK\"><strong>\u79bb\u7ebf\u5f3a\u5316\u5b66\u4e60\uff1a<\/strong>\u4f7f\u7528\u9759\u6001\u6570\u636e\u96c6\u8fdb\u884c\u8bad\u7ec3\uff0c\u800c\u4e0d\u662f\u901a\u8fc7\u4e0e\u73af\u5883\u4ea4\u4e92\u6765\u6536\u96c6\u6570\u636e\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u79bb\u7ebf\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\u5982 DPO \u901a\u8fc7\u6536\u96c6\u504f\u597d\u6570\u636e\uff0c\u7136\u540e\u57fa\u4e8e\u8fd9\u4e9b\u6570\u636e\u8fdb\u884c\u4f18\u5316\u3002\u8fd9\u79cd\u65b9\u6cd5\u80fd\u591f\u9ad8\u6548\u5229\u7528\u5df2\u6709\u6570\u636e\uff0c\u4f46\u5bf9\u6570\u636e\u8d28\u91cf\u7684\u8981\u6c42\u8f83\u9ad8\u3002<\/li>\n<li data-id=\"ld70c578-odDuzFFI\"><strong>\u57fa\u4e8e\u6a21\u578b\u7684\u5f3a\u5316\u5b66\u4e60\uff1a<\/strong>\u901a\u8fc7\u6a21\u62df\u73af\u5883\u6765\u51cf\u5c11\u8bad\u7ec3\u548c\u63a8\u7406\u4e2d\u7684\u4ea4\u4e92\u6210\u672c\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6a21\u578b\u9996\u5148\u5b66\u4e60\u4e00\u4e2a\u73af\u5883\u6a21\u578b\uff0c\u7136\u540e\u5728\u6a21\u62df\u73af\u5883\u4e2d\u8fdb\u884c\u8bad\u7ec3\u3002\u8fd9\u79cd\u65b9\u6cd5\u80fd\u591f\u663e\u8457\u51cf\u5c11\u4e0e\u771f\u5b9e\u73af\u5883\u7684\u4ea4\u4e92\u6b21\u6570\uff0c\u4f46\u5bf9\u73af\u5883\u6a21\u578b\u7684\u51c6\u786e\u6027\u8981\u6c42\u8f83\u9ad8\u3002<\/li>\n<li data-id=\"ld70c578-o4Pg5gAe\"><strong>\u5c42\u6b21\u5f3a\u5316\u5b66\u4e60\uff1a<\/strong>\u901a\u8fc7\u5206\u89e3\u4efb\u52a1\u4e3a\u9ad8\u5c42\u6b21\u548c\u4f4e\u5c42\u6b21\u7684\u9a6c\u5c14\u53ef\u592b\u51b3\u7b56\u8fc7\u7a0b\u6765\u63d0\u5347\u63a8\u7406\u80fd\u529b\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u9ad8\u5c42\u6b21\u6a21\u578b\u8d1f\u8d23\u89c4\u5212\u63a8\u7406\u6b65\u9aa4\uff0c\u4f4e\u5c42\u6b21\u6a21\u578b\u8d1f\u8d23\u751f\u6210\u5177\u4f53\u7684\u63a8\u7406\u5185\u5bb9\u3002\u8fd9\u79cd\u65b9\u6cd5\u80fd\u591f\u66f4\u597d\u5730\u6a21\u62df\u4eba\u7c7b\u7684\u63a8\u7406\u8fc7\u7a0b\uff0c\u4f46\u5b9e\u73b0\u590d\u6742\u5ea6\u8f83\u9ad8\u3002<\/li>\n<\/ul>\n<h3>4.3 Evaluator \u4f18\u5316<\/h3>\n<p>Evaluator \u8d1f\u8d23\u8bc4\u4f30 Reasoner \u751f\u6210\u7684\u63a8\u7406\u8fc7\u7a0b\u548c\u7b54\u6848\u7684\u8d28\u91cf\u3002\u4f18\u5316 Evaluator \u7684\u65b9\u6cd5\u4e3b\u8981\u5305\u62ec\u8bad\u7ec3\u6570\u636e\u7684\u6784\u9020\u548c\u8bad\u7ec3\u683c\u5f0f\u7684\u9009\u62e9\u3002<\/p>\n<h4>4.3.1 \u8bad\u7ec3\u6570\u636e\u6784\u9020<\/h4>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202503\/07\/64402f041aa57ef89705459344993476c858f0.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>Evaluator \u7684\u4f18\u5316\u9700\u8981\u6784\u9020\u9ad8\u8d28\u91cf\u7684\u8bad\u7ec3\u6570\u636e\uff0c\u5305\u62ec<strong>\u7ed3\u679c\u7ea7\u3001\u6b65\u9aa4\u7ea7\u548c token \u7ea7<\/strong>\u6570\u636e\u3002<\/p>\n<ul data-id=\"ua73dd4b-fj7S6pek\">\n<li data-id=\"ld70c578-x9lbE8nc\"><strong>\u7ed3\u679c\u7ea7\u6570\u636e\u6784\u9020\uff1a<\/strong>\u901a\u8fc7\u6b63\u786e\u7b54\u6848\u6807\u7b7e\u6216 LLM \u8bc4\u4f30\u6765\u751f\u6210\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u4f7f\u7528\u6b63\u786e\u7b54\u6848\u6807\u7b7e\u5c06\u89e3\u51b3\u65b9\u6848\u5206\u7c7b\u4e3a\u6b63\u786e\u548c\u9519\u8bef\uff0c\u7136\u540e\u57fa\u4e8e\u8fd9\u4e9b\u5206\u7c7b\u8fdb\u884c\u8bad\u7ec3\u3002\u8fd9\u79cd\u65b9\u6cd5\u7b80\u5355\u76f4\u89c2\uff0c\u4f46\u5bf9\u4e2d\u95f4\u63a8\u7406\u6b65\u9aa4\u7684\u8bc4\u4f30\u80fd\u529b\u8f83\u5f31\u3002<\/li>\n<li data-id=\"ld70c578-yzAJXpmK\"><strong>\u6b65\u9aa4\u7ea7\u6570\u636e\u6784\u9020\uff1a<\/strong>\u901a\u8fc7\u8499\u7279\u5361\u6d1b\u91c7\u6837\u3001LLM \u8bc4\u4f30\u6216\u4e00\u81f4\u6027\u8bc4\u4f30\u6765\u751f\u6210\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u901a\u8fc7\u91c7\u6837\u6216\u8bc4\u4f30\u65b9\u6cd5\u4e3a\u6bcf\u4e2a\u63a8\u7406\u6b65\u9aa4\u5206\u914d\u5956\u52b1\u503c\uff0c\u7136\u540e\u57fa\u4e8e\u8fd9\u4e9b\u5956\u52b1\u503c\u8fdb\u884c\u8bad\u7ec3\u3002\u8fd9\u79cd\u65b9\u6cd5\u80fd\u591f\u63d0\u4f9b\u66f4\u7ec6\u81f4\u7684\u53cd\u9988\uff0c\u4f46\u8ba1\u7b97\u590d\u6742\u5ea6\u8f83\u9ad8\u3002<\/li>\n<li data-id=\"ld70c578-HxrGIwkp\"><strong>Token \u7ea7\u6570\u636e\u6784\u9020\uff1a<\/strong>\u901a\u8fc7\u751f\u6210\u6a21\u578b\u91cd\u5199\u539f\u59cb\u89e3\u51b3\u65b9\u6848\u6216\u5229\u7528\u9690\u5f0f\u5956\u52b1\u6765\u751f\u6210\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u901a\u8fc7\u91cd\u5199\u6216\u5956\u52b1\u5206\u914d\u65b9\u6cd5\u4e3a\u6bcf\u4e2a token \u5206\u914d\u5956\u52b1\u503c\uff0c\u7136\u540e\u57fa\u4e8e\u8fd9\u4e9b\u5956\u52b1\u503c\u8fdb\u884c\u8bad\u7ec3\u3002\u8fd9\u79cd\u65b9\u6cd5\u80fd\u591f\u63d0\u4f9b\u6700\u7ec6\u7c92\u5ea6\u7684\u53cd\u9988\uff0c\u4f46\u5b9e\u73b0\u96be\u5ea6\u8f83\u5927\u3002<\/li>\n<\/ul>\n<h4>4.3.2 \u8bad\u7ec3\u683c\u5f0f<\/h4>\n<p>Evaluator \u7684\u8bad\u7ec3\u683c\u5f0f\u53ef\u4ee5\u662f<strong>\u70b9\u5f0f\u3001\u6210\u5bf9\u5f0f\u6216\u8bed\u8a00\u5f0f\u3002<\/strong><\/p>\n<ul data-id=\"ua73dd4b-FsOhevkH\">\n<li data-id=\"ld70c578-SNBwPeiA\"><strong>\u70b9\u5f0f\u8bad\u7ec3\uff1a<\/strong>\u4f7f\u7528\u6807\u91cf\u503c\u4f18\u5316\u8bc4\u4f30\u6a21\u578b\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u901a\u8fc7\u9884\u6d4b\u6bcf\u4e2a\u89e3\u51b3\u65b9\u6848\u6216\u6b65\u9aa4\u7684\u5956\u52b1\u503c\u6765\u8bad\u7ec3\u6a21\u578b\u3002\u8fd9\u79cd\u65b9\u6cd5\u7b80\u5355\u76f4\u89c2\uff0c\u4f46\u5bf9\u504f\u597d\u6570\u636e\u7684\u5229\u7528\u4e0d\u591f\u5145\u5206\u3002<\/li>\n<li data-id=\"ld70c578-GRjlOrRm\"><strong>\u6210\u5bf9\u5f0f\u8bad\u7ec3\uff1a<\/strong>\u4f7f\u7528\u504f\u597d\u6570\u636e\u4f18\u5316\u8bc4\u4f30\u6a21\u578b\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u901a\u8fc7\u6bd4\u8f83\u4e0d\u540c\u89e3\u51b3\u65b9\u6848\u6216\u6b65\u9aa4\u7684\u504f\u597d\u5173\u7cfb\u6765\u8bad\u7ec3\u6a21\u578b\u3002\u8fd9\u79cd\u65b9\u6cd5\u80fd\u591f\u66f4\u597d\u5730\u5229\u7528\u504f\u597d\u6570\u636e\uff0c\u4f46\u5bf9\u6570\u636e\u7684\u8981\u6c42\u8f83\u9ad8\u3002<\/li>\n<li data-id=\"ld70c578-klQDPN6h\"><strong>\u8bed\u8a00\u5f0f\u8bad\u7ec3\uff1a<\/strong>\u901a\u8fc7\u751f\u6210\u81ea\u7136\u8bed\u8a00\u53cd\u9988\u6765\u63d0\u5347\u8bc4\u4f30\u7684\u53ef\u9760\u6027\u548c\u53ef\u89e3\u91ca\u6027\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u901a\u8fc7\u751f\u6210\u5bf9\u89e3\u51b3\u65b9\u6848\u6216\u6b65\u9aa4\u7684\u81ea\u7136\u8bed\u8a00\u8bc4\u4ef7\u6765\u8bad\u7ec3\u6a21\u578b\u3002\u8fd9\u79cd\u65b9\u6cd5\u80fd\u591f\u63d0\u4f9b\u66f4\u4e30\u5bcc\u7684\u53cd\u9988\uff0c\u4f46\u5b9e\u73b0\u590d\u6742\u5ea6\u8f83\u9ad8\u3002<\/li>\n<\/ul>\n<h3>4.4 Post-Processor \u4f18\u5316<\/h3>\n<p>Post-Processor \u8d1f\u8d23\u5bf9 Reasoner \u751f\u6210\u7684\u63a8\u7406\u7ed3\u679c\u8fdb\u884c\u4fee\u6b63\u548c\u603b\u7ed3\u3002\u4f18\u5316 Post-Processor \u7684\u65b9\u6cd5\u4e3b\u8981\u5305\u62ec<strong>\u884c\u4e3a\u514b\u9686<\/strong>\u548c<strong>\u5f3a\u5316\u5b66\u4e60<\/strong>\u3002<\/p>\n<ul data-id=\"ua73dd4b-BvaqcT0q\">\n<li data-id=\"ld70c578-2lAPB8Gp\"><strong>\u884c\u4e3a\u514b\u9686\uff1a<\/strong>\u901a\u8fc7\u5229\u7528\u9519\u8bef\u6570\u636e\u751f\u6210\u4fee\u6b63\u6570\u636e\u6765\u63d0\u5347\u6a21\u578b\u7684\u81ea\u6211\u4fee\u6b63\u80fd\u529b\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u901a\u8fc7\u751f\u6210\u9519\u8bef\u6570\u636e\u5e76\u5229\u7528\u6b63\u786e\u6570\u636e\u8fdb\u884c\u5fae\u8c03\uff0c\u8bad\u7ec3\u6a21\u578b\u5b66\u4e60\u5982\u4f55\u4fee\u6b63\u9519\u8bef\u3002\u8fd9\u79cd\u65b9\u6cd5\u80fd\u591f\u663e\u8457\u63d0\u9ad8\u6a21\u578b\u7684\u81ea\u6211\u4fee\u6b63\u80fd\u529b\uff0c\u4f46\u5bf9\u6570\u636e\u7684\u8981\u6c42\u8f83\u9ad8\u3002<\/li>\n<li data-id=\"ld70c578-maYWJuD5\"><strong>\u5f3a\u5316\u5b66\u4e60\uff1a<\/strong>\u901a\u8fc7\u6574\u5408\u5916\u90e8\u6267\u884c\u53cd\u9988\u6765\u63d0\u5347\u6a21\u578b\u7684\u81ea\u6211\u6539\u8fdb\u80fd\u529b\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u901a\u8fc7\u5c06\u4fee\u6b63\u8fc7\u7a0b\u5efa\u6a21\u4e3a\u9a6c\u5c14\u53ef\u592b\u51b3\u7b56\u8fc7\u7a0b\uff0c\u5e76\u4f7f\u7528\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u8fdb\u884c\u4f18\u5316\uff0c\u8bad\u7ec3\u6a21\u578b\u5b66\u4e60\u5982\u4f55\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u8fdb\u884c\u81ea\u6211\u4fee\u6b63\u3002\u8fd9\u79cd\u65b9\u6cd5\u80fd\u591f\u63d0\u4f9b\u66f4\u52a8\u6001\u7684\u53cd\u9988\uff0c\u4f46\u5b9e\u73b0\u590d\u6742\u5ea6\u8f83\u9ad8\u3002<\/li>\n<\/ul>\n<h2>5. \u81ea\u6211\u8fdb\u5316<\/h2>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202503\/07\/a672ee766ac8d2488498721df0c70c296344b8.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u81ea\u6211\u8fdb\u5316\u8981\u6c42\u7cfb\u7edf\u5229\u7528\u81ea\u8eab\u751f\u6210\u7684\u6570\u636e\u6765\u6301\u7eed\u63d0\u5347\u6027\u80fd\u3002\u8fd9\u4e00\u90e8\u5206\u5c06\u63a2\u8ba8\u81ea\u6211\u8fdb\u5316\u7684\u7406\u8bba\u57fa\u7840\u3001\u7b56\u7565\u3001\u6a21\u5f0f\u4ee5\u53ca\u9762\u4e34\u7684\u6311\u6218\u548c\u672a\u6765\u65b9\u5411\u3002<\/p>\n<h3>5.1 \u81ea\u6211\u8fdb\u5316\u80cc\u540e\u7684\u7406\u8bba<\/h3>\n<p>\u901a\u8fc7\u671f\u671b\u6700\u5927\u5316\uff08EM\uff09\u7b97\u6cd5\uff0c\u81ea\u6211\u8fdb\u5316\u88ab\u5f62\u5f0f\u5316\u4e3a\u4e00\u4e2a\u4ea4\u66ff\u4f18\u5316\u8fc7\u7a0b\u3002E \u6b65\uff08\u6570\u636e\u8fdb\u5316\uff09\u751f\u6210\u9ad8\u8d28\u91cf\u63a8\u7406\u8f68\u8ff9\u5e76\u8bc4\u4f30\u5176\u8d28\u91cf\uff0cM \u6b65\uff08\u6a21\u578b\u8fdb\u5316\uff09\u57fa\u4e8e\u751f\u6210\u6570\u636e\u4f18\u5316\u6a21\u578b\u53c2\u6570\uff0c\u5f62\u6210\u4e00\u4e2a\u95ed\u73af\u8fed\u4ee3\u673a\u5236\u3002\u8fd9\u4e00\u8fc7\u7a0b\u5728\u7406\u8bba\u4e0a\u80fd\u591f\u4fdd\u8bc1\u7cfb\u7edf\u6027\u80fd\u7684\u9010\u6b65\u63d0\u5347\u5e76\u6700\u7ec8\u6536\u655b\u3002<\/p>\n<h3>5.2 \u81ea\u6211\u8fdb\u5316\u7b56\u7565<\/h3>\n<p>\u81ea\u6211\u8fdb\u5316\u7b56\u7565\u5305\u62ec<strong>\u72ec\u7acb\u8fdb\u5316\u3001\u5408\u4f5c\u8fdb\u5316\u548c\u5bf9\u6297\u8fdb\u5316\u3002<\/strong>\u72ec\u7acb\u8fdb\u5316\u901a\u8fc7\u5355\u72ec\u4f18\u5316\u4e00\u4e2a\u6a21\u5757\u6765\u63d0\u5347\u6027\u80fd\uff0c\u5408\u4f5c\u8fdb\u5316\u901a\u8fc7\u6a21\u5757\u95f4\u7684\u5408\u4f5c\u6765\u63d0\u5347\u6574\u4f53\u6027\u80fd\uff0c\u800c\u5bf9\u6297\u8fdb\u5316\u5219\u901a\u8fc7\u6a21\u5757\u95f4\u7684\u5bf9\u6297\u6765\u907f\u514d\u5c40\u90e8\u6700\u4f18\u95ee\u9898\u3002<\/p>\n<ul data-id=\"ua73dd4b-ESR98CGf\">\n<li data-id=\"ld70c578-RxikdDzq\"><strong>\u72ec\u7acb\u8fdb\u5316\uff1a<\/strong>\u6bcf\u4e2a\u6a21\u5757\u72ec\u7acb\u8fdb\u884c\u4f18\u5316\uff0c\u4e0d\u4f9d\u8d56\u4e8e\u5176\u4ed6\u6a21\u5757\u7684\u53cd\u9988\u3002\u4f8b\u5982\uff0cReasoner \u53ef\u4ee5\u901a\u8fc7\u884c\u4e3a\u514b\u9686\u6216\u504f\u597d\u4f18\u5316\u5355\u72ec\u8fdb\u884c\u8bad\u7ec3\uff0cEvaluator \u53ef\u4ee5\u901a\u8fc7\u7ed3\u679c\u7ea7\u6216\u6b65\u9aa4\u7ea7\u6570\u636e\u5355\u72ec\u8fdb\u884c\u8bad\u7ec3\uff0cPost-Processor \u53ef\u4ee5\u901a\u8fc7\u884c\u4e3a\u514b\u9686\u5355\u72ec\u8fdb\u884c\u8bad\u7ec3\u3002\u8fd9\u79cd\u65b9\u6cd5\u7b80\u5355\u76f4\u89c2\uff0c\u4f46\u53ef\u80fd\u65e0\u6cd5\u5145\u5206\u5229\u7528\u6a21\u5757\u95f4\u7684\u534f\u540c\u4f5c\u7528\u3002<\/li>\n<li data-id=\"ld70c578-2SxHCMP8\"><strong>\u5408\u4f5c\u8fdb\u5316\uff1a<\/strong>\u6a21\u5757\u95f4\u901a\u8fc7\u5408\u4f5c\u6765\u63d0\u5347\u6574\u4f53\u6027\u80fd\u3002\u4f8b\u5982\uff0cReasoner \u751f\u6210\u7684\u63a8\u7406\u7ed3\u679c\u53ef\u4ee5\u7528\u4e8e\u8bad\u7ec3 Evaluator\uff0cEvaluator \u7684\u53cd\u9988\u53ef\u4ee5\u7528\u4e8e\u4f18\u5316 Reasoner\uff0cPost-Processor \u7684\u4fee\u6b63\u7ed3\u679c\u53ef\u4ee5\u7528\u4e8e\u8fdb\u4e00\u6b65\u8bad\u7ec3 Reasoner\u3002\u8fd9\u79cd\u65b9\u6cd5\u80fd\u591f\u5145\u5206\u5229\u7528\u6a21\u5757\u95f4\u7684\u534f\u540c\u4f5c\u7528\uff0c\u63d0\u5347\u6574\u4f53\u6027\u80fd\uff0c\u4f46\u5b9e\u73b0\u590d\u6742\u5ea6\u8f83\u9ad8\u3002<\/li>\n<li data-id=\"ld70c578-lz5MR7ka\"><strong>\u5bf9\u6297\u8fdb\u5316\uff1a<\/strong>\u6a21\u5757\u95f4\u901a\u8fc7\u5bf9\u6297\u6765\u907f\u514d\u5c40\u90e8\u6700\u4f18\u95ee\u9898\u3002\u4f8b\u5982\uff0cTask Creator \u751f\u6210\u66f4\u5177\u6311\u6218\u6027\u7684\u4efb\u52a1\u6765\u6d4b\u8bd5 Reasoner\uff0cReasoner \u901a\u8fc7\u89e3\u51b3\u8fd9\u4e9b\u4efb\u52a1\u6765\u63d0\u5347\u81ea\u8eab\u80fd\u529b\u3002\u8fd9\u79cd\u65b9\u6cd5\u80fd\u591f\u6709\u6548\u907f\u514d\u6a21\u578b\u9677\u5165\u5c40\u90e8\u6700\u4f18\uff0c\u4f46\u9700\u8981\u7cbe\u5fc3\u8bbe\u8ba1\u5bf9\u6297\u673a\u5236\u3002<\/li>\n<\/ul>\n<h3>5.3 \u81ea\u6211\u8fdb\u5316\u6a21\u5f0f<\/h3>\n<p>\u81ea\u6211\u8fdb\u5316\u6a21\u5f0f\u5305\u62ec\u4ec5\u4f18\u5316 Reasoner\u3001Reasoner + Evaluator\u3001Reasoner + Post-Processor\u3001Reasoner + Task Creator \u548c Reasoner + Evaluator + Post-Processor\u3002\u6bcf\u79cd\u6a21\u5f0f\u90fd\u6709\u5176\u72ec\u7279\u7684\u4f18\u5316\u65b9\u6cd5\u548c\u4f18\u52bf\uff0c\u901a\u8fc7\u7ed3\u5408\u591a\u79cd\u6a21\u5f0f\u53ef\u4ee5\u5b9e\u73b0\u66f4\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\u3002<\/p>\n<ul data-id=\"ua73dd4b-I9xyjKDR\">\n<li data-id=\"ld70c578-5jOz5x65\"><strong>\u4ec5\u4f18\u5316 Reasoner\uff1a<\/strong>\u4ec5\u5bf9 Reasoner \u8fdb\u884c\u4f18\u5316\uff0c\u4e0d\u6d89\u53ca\u5176\u4ed6\u6a21\u5757\u3002\u4f18\u5316\u65b9\u6cd5\u5305\u62ec\u884c\u4e3a\u514b\u9686\u3001\u504f\u597d\u4f18\u5316\u548c\u5f3a\u5316\u5b66\u4e60\u3002\u8fd9\u79cd\u65b9\u6cd5\u7b80\u5355\u76f4\u89c2\uff0c\u4f46\u53ef\u80fd\u65e0\u6cd5\u5145\u5206\u5229\u7528\u5176\u4ed6\u6a21\u5757\u7684\u53cd\u9988\u3002<\/li>\n<li data-id=\"ld70c578-DkfV68rT\"><strong>Reasoner + Evaluator\uff1a<\/strong>Reasoner \u751f\u6210\u7684\u63a8\u7406\u7ed3\u679c\u7528\u4e8e\u8bad\u7ec3 Evaluator\uff0cEvaluator \u7684\u53cd\u9988\u7528\u4e8e\u4f18\u5316 Reasoner\u3002\u8fd9\u79cd\u65b9\u6cd5\u80fd\u591f\u5145\u5206\u5229\u7528\u6a21\u5757\u95f4\u7684\u534f\u540c\u4f5c\u7528\uff0c\u63d0\u5347\u63a8\u7406\u80fd\u529b\u548c\u8bc4\u4f30\u80fd\u529b\u3002<\/li>\n<li data-id=\"ld70c578-RgkWMwFx\"><strong>Reasoner + Post-Processor\uff1a<\/strong>Reasoner \u751f\u6210\u7684\u63a8\u7406\u7ed3\u679c\u7528\u4e8e\u8bad\u7ec3 Post-Processor\uff0cPost-Processor \u7684\u4fee\u6b63\u7ed3\u679c\u7528\u4e8e\u8fdb\u4e00\u6b65\u8bad\u7ec3 Reasoner\u3002\u8fd9\u79cd\u65b9\u6cd5\u80fd\u591f\u63d0\u5347\u63a8\u7406\u7ed3\u679c\u7684\u8d28\u91cf\u548c\u53ef\u9760\u6027\u3002<\/li>\n<li data-id=\"ld70c578-P1cjtZL5\"><strong>Reasoner + Task Creator\uff1a<\/strong>Task Creator \u751f\u6210\u66f4\u5177\u6311\u6218\u6027\u7684\u4efb\u52a1\u6765\u6d4b\u8bd5 Reasoner\uff0cReasoner \u901a\u8fc7\u89e3\u51b3\u8fd9\u4e9b\u4efb\u52a1\u6765\u63d0\u5347\u81ea\u8eab\u80fd\u529b\u3002\u8fd9\u79cd\u65b9\u6cd5\u80fd\u591f\u63d0\u5347\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u548c\u4efb\u52a1\u591a\u6837\u6027\u3002<\/li>\n<li data-id=\"ld70c578-Jo2rzoIz\"><strong>Reasoner + Evaluator + Post-Processor\uff1a<\/strong>Reasoner \u751f\u6210\u7684\u63a8\u7406\u7ed3\u679c\u7528\u4e8e\u8bad\u7ec3 Evaluator \u548c Post-Processor\uff0cEvaluator \u7684\u53cd\u9988\u548c Post-Processor \u7684\u4fee\u6b63\u7ed3\u679c\u7528\u4e8e\u8fdb\u4e00\u6b65\u8bad\u7ec3 Reasoner\u3002\u8fd9\u79cd\u65b9\u6cd5\u80fd\u591f\u5145\u5206\u5229\u7528\u6a21\u5757\u95f4\u7684\u534f\u540c\u4f5c\u7528\uff0c\u5b9e\u73b0\u66f4\u5168\u9762\u7684\u6027\u80fd\u63d0\u5347\u3002<\/li>\n<\/ul>\n<h2>6. \u5bf9\u4ee3\u8868\u6027 O1 \u7c7b\u7814\u7a76\u7684\u91cd\u65b0\u89e3\u8bfb<\/h2>\n<p>\u901a\u8fc7\u5bf9\u4ee3\u8868\u6027 O1 \u7c7b\u7814\u7a76\u7684\u5206\u6790\uff0c\u6211\u4eec\u53d1\u73b0\u8fd9\u4e9b\u7814\u7a76\u90fd\u53ef\u4ee5\u7528\u81ea\u6211\u8fdb\u5316\u6846\u67b6\u6765\u89e3\u91ca\u3002\u4f8b\u5982\uff0cMarco-O1 \u901a\u8fc7 MCTS \u751f\u6210\u6570\u636e\u5e76\u8fdb\u884c\u76d1\u7763\u5f0f\u5fae\u8c03\uff0cO1 Journey \u901a\u8fc7\u957f\u63a8\u7406\u94fe\u7684\u751f\u6210\u548c DPO \u4f18\u5316\u63d0\u5347\u63a8\u7406\u80fd\u529b\uff0cSlow Thinking with LLMs \u901a\u8fc7\u8fed\u4ee3\u8bad\u7ec3\u548c DPO \u4f18\u5316\u5b9e\u73b0 Reasoner \u548c Evaluator \u7684\u5171\u540c\u8fdb\u5316\uff0crStar-Math \u901a\u8fc7\u591a\u8f6e\u8fed\u4ee3\u8bad\u7ec3\u5b9e\u73b0 Reasoner \u548c Evaluator \u7684\u5171\u540c\u8fdb\u5316\uff0cOpenR\/O1-Coder \u901a\u8fc7 RL \u4f18\u5316 Reasoner \u548c Evaluator\uff0cDeepSeek R1\/Kimi-k1.5\/T1 \u5219\u901a\u8fc7\u5728\u7ebf RL \u5b9e\u73b0 Reasoner\u3001Evaluator \u548c Post-Processor \u7684\u5171\u540c\u8fdb\u5316\u3002<\/p>\n<h2>7. \u6311\u6218\u548c\u672a\u6765\u65b9\u5411<\/h2>\n<p><strong>\u81ea\u6211\u8fdb\u5316\u6846\u67b6\u7684\u6311\u6218\u4e0e\u65b9\u5411\uff1a<\/strong><\/p>\n<p><strong>\u66f4\u6709\u524d\u666f\u7684\u81ea\u6211\u8fdb\u5316\u6a21\u5f0f\uff1a<\/strong>\u901a\u8fc7\u63a2\u7d22\u4e0d\u540c\u7684\u6a21\u5757\u7ec4\u5408\u548c\u7b56\u7565\uff0c\u5982\u5408\u4f5c\u548c\u5bf9\u6297\u5b66\u4e60\uff0c\u53ef\u4ee5\u5b9e\u73b0\u66f4\u6709\u6548\u7684\u81ea\u6211\u8fdb\u5316\u6846\u67b6\u3002\u7406\u60f3\u60c5\u51b5\u4e0b\uff0c\u6240\u6709\u6a21\u5757\u7684\u540c\u65f6\u63d0\u5347\u5c06\u5e26\u6765\u6301\u7eed\u4e14\u663e\u8457\u7684\u6539\u8fdb\u3002<\/p>\n<p><strong>\u7cfb\u7edf\u6cdb\u5316\uff1a<\/strong>\u81ea\u6211\u8fdb\u5316\u901a\u8fc7\u8fed\u4ee3\u8bad\u7ec3\u63d0\u5347\u7cfb\u7edf\u6027\u80fd\u3002\u6301\u7eed\u8fdb\u5316\u7684\u5173\u952e\u5728\u4e8e\u9632\u6b62\u8fc7\u62df\u5408\u5e76\u786e\u4fdd\u6cdb\u5316\u3002\u9996\u5148\uff0c\u4efb\u52a1\u6cdb\u5316\u81f3\u5173\u91cd\u8981\uff1b\u5408\u6210\u66f4\u591a\u6837\u5316\u548c\u590d\u6742\u7684\u4efb\u52a1\u53ef\u4ee5\u786e\u4fdd\u66f4\u5e7f\u6cdb\u7684\u8986\u76d6\u8303\u56f4\uff0c\u8fd9\u662f\u89e3\u51b3\u6cdb\u5316\u95ee\u9898\u7684\u57fa\u7840\u3002\u5176\u6b21\uff0c\u63a8\u7406\u5668\u3001\u8bc4\u4f30\u5668\u548c\u540e\u5904\u7406\u5668\u7684\u6cdb\u5316\u80fd\u529b\u81f3\u5173\u91cd\u8981\u3002B-StAR 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