{"id":3856,"date":"2025-05-29T16:40:22","date_gmt":"2025-05-29T08:40:22","guid":{"rendered":"https:\/\/www.ihub1.com\/?p=3856"},"modified":"2025-05-29T16:41:33","modified_gmt":"2025-05-29T08:41:33","slug":"ai%e4%bb%85%e5%87%ad%e8%87%aa%e4%bf%a1%e5%ad%a6%e4%bc%9a%e6%8e%a8%e7%90%86%ef%bc%8c%e6%b5%99%e5%a4%a7%e6%a0%a1%e5%8f%8b%e5%a4%8d%e5%88%bbdeepseek%e9%95%bf%e6%80%9d%e7%bb%b4%e9%93%be","status":"publish","type":"post","link":"https:\/\/www.ihub1.com\/index.php\/2025\/05\/29\/ai%e4%bb%85%e5%87%ad%e8%87%aa%e4%bf%a1%e5%ad%a6%e4%bc%9a%e6%8e%a8%e7%90%86%ef%bc%8c%e6%b5%99%e5%a4%a7%e6%a0%a1%e5%8f%8b%e5%a4%8d%e5%88%bbdeepseek%e9%95%bf%e6%80%9d%e7%bb%b4%e9%93%be\/","title":{"rendered":"AI\u4ec5\u51ed\u201c\u81ea\u4fe1\u201d\u5b66\u4f1a\u63a8\u7406\uff0c\u6d59\u5927\u6821\u53cb\u590d\u523bDeepSeek\u957f\u601d\u7ef4\u94fe\u6d8c\u73b0\uff0c\u5f3a\u5316\u5b66\u4e60\u65e0\u9700\u5916\u90e8\u5956\u52b1\u4fe1\u53f7"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"3856\" class=\"elementor elementor-3856\">\n\t\t\t\t<div class=\"elementor-element elementor-element-11f4ed7 e-flex e-con-boxed e-con e-parent\" data-id=\"11f4ed7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8899fc0 elementor-widget elementor-widget-text-editor\" data-id=\"8899fc0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u590d\u523bDeepSeek-R1\u7684\u957f\u601d\u7ef4\u94fe\u63a8\u7406\uff0c\u5927\u6a21\u578b\u5f3a\u5316\u5b66\u4e60\u65b0\u8303\u5f0fRLIF\u6210\u70ed\u95e8\u8bdd\u9898\u3002<\/p><p>UC Berkeley\u56e2\u961f\u5171\u540c\u4e00\u4f5c<span>Xuandong Zhao<\/span>\u628a\u8fd9\u9879\u6210\u679c\u79f0\u4e3a\uff1a<\/p><blockquote><p>\u5927\u6a21\u578b\u65e0\u9700\u63a5\u89e6\u771f\u5b9e\u7b54\u6848\uff0c\u4ec5\u901a\u8fc7\u4f18\u5316\u81ea\u5df1\u7684\u4fe1\u5fc3\uff0c\u5c31\u80fd\u5b66\u4f1a\u590d\u6742\u63a8\u7406\u3002<\/p><\/blockquote><div class=\"img_wrapper\"><img decoding=\"async\" id=\"0\" src=\"https:\/\/n.sinaimg.cn\/sinakd20250529s\/420\/w1080h940\/20250529\/044b-382208a4e8483494e40e1034b6bd867a.png\" 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Minimization\u300b\u4e5f\u9a8c\u8bc1\u4e86\u76f8\u4f3c\u7684\u7ed3\u8bba\u3002<\/p><div class=\"img_wrapper\"><img decoding=\"async\" id=\"2\" src=\"https:\/\/n.sinaimg.cn\/sinakd20250529s\/499\/w1080h1019\/20250529\/4606-06f59a36727562a5487702878f0af3d8.png\" \/><\/div><p>\u4f5c\u8005\u8868\u793a\u4e24\u8005\u7684\u4e3b\u8981\u533a\u522b\u5728\u4e8e\u4f7f\u7528<span>KL\u6563\u5ea6<\/span>\u548c<span>\u6700\u5c0f\u5316\u71b5<\/span>\u8861\u91cf\u81ea\u4fe1\u7a0b\u5ea6\u3002<\/p><div class=\"img_wrapper\"><img decoding=\"async\" id=\"3\" src=\"https:\/\/n.sinaimg.cn\/sinakd20250529s\/199\/w1080h719\/20250529\/12d6-f68a22572d351b3520c2ac6f48821ef1.png\" \/><\/div><p><span>Dropbox\u5de5\u7a0b\u526f\u603b\u88c1\u770b\u540e\u8868\u793a\uff1a<\/span><span>Confidence is all you need<\/span><span>\u3002<\/span><\/p><div class=\"img_wrapper\"><img decoding=\"async\" id=\"4\" src=\"https:\/\/n.sinaimg.cn\/sinakd20250529s\/88\/w774h114\/20250529\/a9f9-a199aaa9de2d9e999d81e785ff11a8a8.png\" 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Berkeley\u56e2\u961f\u63d0\u51fa\u65b0\u8bad\u7ec3\u65b9\u6cd5<span>Intuitor<\/span>\uff0c\u8ba1\u7b97\u6a21\u578b\u9884\u6d4b\u5206\u5e03\u4e0e\u5747\u5300\u5206\u5e03\u4e4b\u95f4\u7684KL\u6563\u5ea6\u4f5c\u4e3a\u201c\u81ea\u4fe1\u7a0b\u5ea6\u201d\u3002<\/p><div class=\"img_wrapper\"><img decoding=\"async\" id=\"5\" src=\"https:\/\/n.sinaimg.cn\/sinakd20250529s\/88\/w1080h608\/20250529\/df00-3df4cd68f09d8a00805ab99d54f2bf09.png\" 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\/><\/div><p>\u8bba\u6587\u8fd8\u6307\u51fa\uff0c\u5185\u5728\u5956\u52b1\u4fe1\u53f7\u8fd8\u83b7\u5f97\u4e00\u4e2a\u989d\u5916\u7684\u597d\u5904\uff1a\u4ece\u673a\u5236\u4e0a<span>\u964d\u4f4e\u4e86\u201c\u5956\u52b1\u9ed1\u5ba2\u201d\u7684\u98ce\u9669<\/span>\u3002<\/p><p>\u4f20\u7edf\u5916\u90e8\u5956\u52b1\u4fe1\u53f7\u7684\u5f3a\u5316\u5b66\u4e60\u5bb9\u6613\u88ab\u201c\u94bb\u7a7a\u5b50\u201d\uff0c\u5982\u6a21\u578b\u53ef\u80fd\u751f\u6210\u8bed\u6cd5\u6b63\u786e\u4f46\u903b\u8f91\u9519\u8bef\u7684\u4ee3\u7801\u6765\u5339\u914d\u6d4b\u8bd5\u7528\u4f8b\uff0c\u6216\u5728\u6570\u5b66\u9898\u4e2d\u76f4\u63a5\u80cc\u7b54\u6848\u800c\u975e\u63a8\u7406\u3002<\/p><p>\u5728INTUITOR\u4e2d\uff0c\u56e2\u961f\u53d1\u73b0\u5982\u679c\u4f7f\u7528\u79bb\u7ebf\u5b66\u4e60\uff0c\u5728\u8bad\u7ec3\u7ea6100\u6b65\u7684\u65f6\u5019\u6a21\u578b\u4e5f\u5b66\u4f1a\u4e86\u4f5c\u5f0a\uff1a\u5728\u56de\u7b54\u4e2d\u9644\u52a0\u4e00\u4e2a\u5df2\u7ecf\u89e3\u51b3\u7684\u7b80\u5355\u95ee\u9898\u6765\u63d0\u9ad8\u81ea\u4fe1\u5ea6\u5206\u6570\u3002<\/p><p>\u4f46\u4f7f\u7528\u5728\u7ebf\u5b66\u4e60\u5c31\u53ef\u4ee5\u907f\u514d\u8fd9\u4e2a\u95ee\u9898\uff0c\u8bc4\u4f30\u6807\u51c6\u968f\u7740\u6a21\u578b\u80fd\u529b\u54e6\u4e00\u8d77\u8fdb\u5316\uff0c\u4f5c\u5f0a\u7b56\u7565\u53d8\u5f97\u65e0\u6548\u3002<\/p><div class=\"img_wrapper\"><img decoding=\"async\" id=\"7\" src=\"https:\/\/n.sinaimg.cn\/sinakd20250529s\/588\/w666h722\/20250529\/756d-26b8316b04e2ad76f84769149a5b1271.png\" \/><\/div><p>\u5b9e\u9a8c\u7ed3\u679c\uff1a\u4e0d\u4ec5\u4f1a\u505a\u9898\uff0c\u8fd8\u4f1a\u4e3e\u4e00\u53cd\u4e09<\/p><p>\u56e2\u961f\u9996\u5148\u5b9e\u8bc1\u7814\u7a76\u4e86INTUITOR\u6846\u67b6\u5bf9LLMs\u6570\u5b66\u63a8\u7406\u80fd\u529b\u7684\u63d0\u5347\u3002<\/p><p><span>\u5b9e\u9a8c\u9009\u53d6<\/span><span>Qwen2.5-1.5B\/3B<\/span><span>\u4f5c\u4e3a\u57fa\u7840\u6a21\u578b\uff0c\u4f7f\u7528\u81ea\u6211\u786e\u5b9a\u5ea6\u4f5c\u4e3a\u552f\u4e00\u7684\u5956\u52b1\u4fe1\u53f7\uff0c\u5e76\u5c06\u5176\u5206\u522b\u7f6e\u4e8e<\/span><span>INTUITOR<\/span><span>\u548c\u4e24\u4e2a\u57fa\u7ebf\u65b9\u6cd5<\/span><span>\uff08GRPO\u3001GRPO-PV\uff09<\/span><span>\u5728MATH\u6570\u636e\u96c6\u7684\u9884\u8bad\u7ec3\u4e2d\u3002<\/span><\/p><p>\u4f7f\u7528\u5bf9\u8bdd\u63d0\u793a\uff0c\u6bcf\u6b21\u5904\u7406128\u9053\u9898\u76ee\u5e76\u5404\u751f\u62107\u4e2a\u5019\u9009\u89e3\u51b3\u65b9\u6848\uff0cKL\u60e9\u7f5a\u7cfb\u6570\u8bbe\u7f6e\u4e3a0.005\u3002<\/p><p>\u5728\u6570\u5b66\u63a8\u7406\u3001\u4ee3\u7801\u751f\u6210\u3001\u6307\u4ee4\u9075\u5faa\u7684\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8fdb\u884c\u6027\u80fd\u8bc4\u4f30\uff0c\u7ed3\u679c\u5982\u56fe\u6240\u793a\uff1a<\/p><div class=\"img_wrapper\"><img decoding=\"async\" id=\"8\" src=\"https:\/\/n.sinaimg.cn\/sinakd20250529s\/448\/w858h390\/20250529\/0ee6-673f05c0870c747464eeb679ef2e9ec0.png\" \/><\/div><p>\u5b9e\u9a8c\u8868\u660e\uff0c\u5728\u901a\u8fc7INTUITOR\u8fdb\u884c\u5fae\u8c03\u540e\uff0cQwen2.5-1.5B\u4ece\u6700\u521d\u53ea\u4f1a\u8f93\u51fa\u91cd\u590d\u7684\u65e0\u610f\u4e49\u5185\u5bb9\u4e14\u5bf9\u8bdd\u4efb\u52a1\u5f97\u5206\u5747\u4f4e\u4e8e10%\uff0c\u8f6c\u53d8\u4e3a\u65e0\u6548\u8f93\u51fa\u5927\u5e45\u51cf\u5c11\u3001\u54cd\u5e94\u957f\u5ea6\u6709\u6548\u589e\u52a0\u3002<\/p><div class=\"img_wrapper\"><img decoding=\"async\" id=\"9\" src=\"https:\/\/n.sinaimg.cn\/sinakd20250529s\/598\/w1054h344\/20250529\/d1dd-28b27dd7a5d47911c68f66f192c18d78.png\" \/><\/div><p><span>\u5728\u7ed3\u6784\u5316\u63a8\u7406\u80fd\u529b\u4e0a\uff0c\u56e2\u961f\u8fd8\u53d1\u73b0<\/span><span>INTUITOR\u65e9\u671f\u5b66\u4e60\u901f\u5ea6\u66f4\u5feb<\/span><span>\uff0c\u5982Qwen2.5-3B\u5728GSM8K\u57fa\u51c6\u6d4b\u8bd5\u4e0aINTUITOR<\/span><span>\uff080.811\uff09<\/span><span>\u59cb\u7ec8\u4f18\u4e8eGRPO<\/span><span>\uff080.758\uff09<\/span><span>\u3002<\/span><\/p><div class=\"img_wrapper\"><img decoding=\"async\" id=\"10\" src=\"https:\/\/n.sinaimg.cn\/sinakd20250529s\/8\/w558h250\/20250529\/6b45-b2cc993be94ab3038b333069035004d3.png\" 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class=\"img_wrapper\"><img decoding=\"async\" id=\"12\" src=\"https:\/\/n.sinaimg.cn\/sinakd20250529s\/576\/w1060h316\/20250529\/f29e-e10651ddea93f46c9622bc8bf286bef4.png\" 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src=\"https:\/\/n.sinaimg.cn\/sinakd20250529s\/732\/w476h256\/20250529\/748c-b4ba28788516d5b4a21ac8ce4cb3f33b.png\" \/><\/div><p><span>\u4e3a\u8fdb\u4e00\u6b65\u8bc4\u4f30<\/span><span>\u81ea\u6211\u786e\u5b9a\u5ea6<\/span><span>\u4f5c\u4e3a\u5956\u52b1\u4fe1\u53f7\u7684\u8d28\u91cf\uff0c\u7814\u7a76\u4eba\u5458\u8fd8\u5206\u6790\u4e86\u6a21\u578b\u5728MATH500\u54cd\u5e94\u4e2d\u751f\u6210\u7684\u81ea\u6211\u786e\u5b9a\u5ea6\u5206\u6570\u5206\u5e03\u3002<\/span><\/p><p>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cINTUITOR\u6a21\u578b\u5bf9\u6b63\u786e\u7b54\u6848\u7684self-certainty\u663e\u8457\u66f4\u9ad8\uff0c\u800cGRPO\u867d\u63d0\u5347\u4e86\u6a21\u578b\u81ea\u8bc4\u80fd\u529b\uff0c\u4f46\u533a\u5206\u5ea6\u660e\u663e\u4f4e\u4e8eINTUITOR\u3002<\/p><div class=\"img_wrapper\"><img decoding=\"async\" id=\"14\" src=\"https:\/\/n.sinaimg.cn\/sinakd20250529s\/150\/w606h344\/20250529\/6f4f-a44fd3289240d2a01573f71659d60fbf.png\" \/><\/div><p>\u7531\u4e8e\u53d7\u8ba1\u7b97\u8d44\u6e90\u9650\u5236\uff0c\u5b9e\u9a8c\u53ea\u5728\u76f8\u5bf9\u8f83\u5c0f\u7684\u65e0\u76d1\u7763\u8bed\u6599\u5e93\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u672a\u6765\u53ef\u5728\u66f4\u5927\u89c4\u6a21\u7684\u57fa\u7840\u6a21\u578b\u548c\u66f4\u591a\u6837\u5316\u7684\u771f\u5b9e\u4e16\u754c\u6570\u636e\u96c6\u4e0a\u8fdb\u4e00\u6b65\u7814\u7a76INTUITOR\u7684\u4f18\u52bf\u3002<\/p><p>\u56e2\u961f\u4ecb\u7ecd<\/p><p>\u672c\u9879\u7814\u7a76\u6765\u81eaUC Berkeley\u7684Sergey Levine\u3001\u5b8b\u6653\u4e1c\u56e2\u961f\uff0c\u4f5c\u8005\u4e00\u5171\u6709\u4e94\u4f4d\uff0c\u5206\u522b\u662f\u7b2c\u4e00\u4f5c\u8005\u535a\u58eb\u540e\u7814\u7a76\u5458Xuandong Zhao\u3001\u5171\u540c\u4e00\u4f5c\u672c\u79d1\u751fZhewei Kang\u3001\u6765\u81ea\u8036\u9c81\u5927\u5b66\u7684Aosong Feng\uff0c\u4ee5\u53caSergey Levine\u548cDawn Song\u3002<\/p><div class=\"img_wrapper\"><img decoding=\"async\" id=\"15\" src=\"https:\/\/n.sinaimg.cn\/sinakd20250529s\/770\/w1080h490\/20250529\/7036-40a6222771d2e37235be04c67368e30a.png\" \/><\/div><p>2019\u5e74\uff0cXuandong Zhao\u4ece\u6d59\u6c5f\u5927\u5b66\u6bd5\u4e1a\u540e\uff0c\u5c31\u8fdb\u5165\u4e86\u52a0\u5dde\u5927\u5b66\u5723\u5854\u82ad\u82ad\u62c9\u5206\u6821\u653b\u8bfb\u8ba1\u7b97\u673a\u79d1\u5b66\u535a\u58eb\u5b66\u4f4d\uff0c\u671f\u95f4\u8fd8\u66fe\u5728\u963f\u91cc\u5df4\u5df4\u3001Microsoft\u548cGoogle\u7b49\u516c\u53f8\u5b9e\u4e60\u3002<\/p><p>\u81ea2024\u5e74\u4ed6\u8fdb\u5165UC Berkeley\u540e\uff0c\u9664\u672c\u6b21\u7684\u65b0\u6210\u679c\u5916\uff0c\u81f3\u4eca\u4e00\u5171\u8fd8\u53d1\u8868\u8fc7\u5341\u591a\u7bc7\u8bba\u6587\uff0c\u5e76\u5148\u540e\u88abICLR 2025\u3001ICML 2025\u7b49\u63a5\u6536\u3002<\/p><div class=\"img_wrapper\"><img decoding=\"async\" id=\"16\" src=\"https:\/\/n.sinaimg.cn\/sinakd20250529s\/681\/w1080h401\/20250529\/ad2f-269db8c12fe5807333a75a186f312a52.png\" \/><\/div><p><span>\u53e6\u5916\u5728\u4eca\u5e742\u6708\uff0cXuandong Zhao\u548cZhewei Kang\u8fd8\u5408\u4f5c\u53d1\u8868\u4e86\u4e00\u7bc7\u8bba\u6587\uff0c\u63cf\u8ff0\u4e86<\/span><span>\u57fa\u4e8e\u81ea\u6211\u786e\u5b9a\u6027\u7684LLMs\u63a8\u7406\u80fd\u529b\u63d0\u5347\u65b0\u7b56\u7565Best-of-N<\/span><span>\uff0c\u53ef\u4ee5\u770b\u4f5c\u662f\u672c\u7bc7\u8bba\u6587\u7684\u4e00\u6b21\u5148\u9a8c\u5c1d\u8bd5\u3002<\/span><\/p><div class=\"img_wrapper\"><img decoding=\"async\" id=\"17\" src=\"https:\/\/n.sinaimg.cn\/sinakd20250529s\/436\/w758h478\/20250529\/4666-91a461463ef7d44686ef09f9d5ba1de0.png\" alt=\"\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2505.19590\" \/><\/div><p><span>\u4ee3\u7801\u94fe\u63a5\uff1ahttps:\/\/github.com\/sunblaze-ucb\/Intuitor<\/span><\/p><p><span>\u53c2\u8003\u94fe\u63a5\uff1a<\/span><\/p><p><span>[1]https:\/\/x.com\/joshclemm\/status\/1927400772817285264<\/span><\/p><p><span>[2]https:\/\/x.com\/xuandongzhao\/status\/1927270931874910259[3]https:\/\/x.com\/xuandongzhao\/status\/192778163679341780<\/span><\/p><p><span>[4]https:\/\/arxiv.org\/abs\/2502.18581<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>\u68a6\u6668 \u9e6d\u7fbd \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n","protected":false},"author":1,"featured_media":3858,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-3856","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/posts\/3856","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/comments?post=3856"}],"version-history":[{"count":7,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/posts\/3856\/revisions"}],"predecessor-version":[{"id":3864,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/posts\/3856\/revisions\/3864"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/media\/3858"}],"wp:attachment":[{"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/media?parent=3856"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/categories?post=3856"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/tags?post=3856"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}