{"id":16911,"date":"2025-01-01T18:50:38","date_gmt":"2025-01-01T10:50:38","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=16911"},"modified":"2025-01-01T18:50:38","modified_gmt":"2025-01-01T10:50:38","slug":"openai-o3-yu-monte","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/openai-o3-yu-monte\/","title":{"rendered":"OpenAI-o3 \u4e0e Monte-Carlo \u601d\u60f3"},"content":{"rendered":"<p>o3 \u6765\u4e86\uff0c\u5206\u4eab\u4e00\u4e9b\u4e2a\u4eba\u7684\u6d45\u89c1\u3002\u5173\u4e8e Test-time <a href=\"https:\/\/www.kdjingpai.com\/pt\/chinchilla-shikeyu\/\">Scaling Law<\/a> \u7684\u8fdb\u5c55\uff0c\u6bd4\u6211\u4eec\u60f3\u8c61\u4e2d\u7684\u8981\u5feb\u5f97\u591a\u3002\u4f46\u6211\u60f3\u8bf4\u7684\u662f\uff0c\u8fd9\u6761\u8def\u5176\u5b9e\u6709\u4e9b\u66f2\u6298\u2014\u2014\u5b83\u662f OpenAI \u5728\u8ffd\u6c42 AGI \u7684\u9053\u8def\u4e0a\uff0c\u91c7\u53d6\u7684\u66f2\u7ebf\u6551\u56fd\u4e4b\u7b56\u3002<\/p>\n<h2>\u5f3a\u5316\u5b66\u4e60\u4e0e\u6377\u5f84\u601d\u7ef4<\/h2>\n<p>\u4e3a\u4ec0\u4e48\u4f1a\u8fd9\u6837\u8bf4\u5462\uff1f\u6211\u4eec\u901a\u8fc7\u4e24\u4e2a\u4f8b\u5b50\u6765\u63a2\u8ba8\u3002<\/p>\n<p>\u7b2c\u4e00\u4e2a\u4f8b\u5b50\u6765\u81ea\u5f3a\u5316\u5b66\u4e60\u3002\u5728 RL \u4e2d\uff0c\u6298\u6263\u56e0\u5b50\u626e\u6f14\u7740\u5173\u952e\u89d2\u8272\uff0c\u5b83\u610f\u5473\u7740\u8d8a\u5f80\u540e\u7684\u51b3\u7b56\u6b65\u9aa4\uff0c\u6240\u83b7\u5f97\u7684\u5956\u52b1\u5c06\u4f1a\u9010\u6e10\u51cf\u5c11\u3002\u56e0\u6b64\uff0c\u5f3a\u5316\u5b66\u4e60\u7684\u76ee\u6807\u901a\u5e38\u662f\u5c3d\u91cf\u4ee5\u6700\u77ed\u7684\u65f6\u95f4\u548c\u6700\u5c11\u7684\u6b65\u9aa4\u83b7\u5f97\u6700\u5927\u5316\u7684\u5956\u52b1\u3002\u8fd9\u79cd\u7b56\u7565\u7684\u6838\u5fc3\uff0c\u662f\u5f3a\u8c03\u300c\u6377\u5f84\u300d\uff0c\u5373\u5c3d\u53ef\u80fd\u5feb\u901f\u5730\u5f97\u5230\u56de\u62a5\u3002<\/p>\n<p>\u7b2c\u4e8c\u4e2a\u4f8b\u5b50\u662f\u5927\u6a21\u578b\u7684\u5fae\u8c03\u8fc7\u7a0b\u3002\u4e00\u4e2a\u672a\u7ecf\u5fae\u8c03\u7684\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u5f80\u5f80\u6ca1\u6709\u660e\u786e\u7684\u6307\u5411\u6027\u548c\u63a7\u5236\u80fd\u529b\u3002\u5f53\u6211\u4eec\u8be2\u95ee\u6a21\u578b\u300c\u4e2d\u56fd\u7684\u9996\u90fd\u5728\u54ea\u91cc\uff1f\u300d\u65f6\uff0c\u5b83\u53ef\u80fd\u4f1a\u5148\u8bf4\u300c\u8fd9\u662f\u4e00\u4e2a\u597d\u95ee\u9898\uff0c\u300d\uff0c\u7136\u540e\u7ed5\u7740\u8bdd\u9898\u626f\u4e00\u5927\u5806\uff0c\u800c\u6700\u7ec8\u624d\u7ed9\u51fa\u300c\u5317\u4eac\u300d\u8fd9\u4e2a\u7b54\u6848\u3002\u7136\u800c\uff0c\u5f53\u540c\u6837\u7684\u95ee\u9898\u95ee\u5230\u4e00\u4e2a\u7ecf\u8fc7\u5fae\u8c03\u7684\u6a21\u578b\u65f6\uff0c\u7b54\u6848\u76f4\u63a5\u800c\u660e\u786e\uff1a\u300c\u5317\u4eac\u300d\u3002<\/p>\n<p>\u8fd9\u79cd\u5fae\u8c03\u540e\u7684\u6a21\u578b\u5c55\u793a\u4e86\u4e00\u79cd\u901a\u8fc7\u4f18\u5316\u7b56\u7565\u83b7\u5f97\u6377\u5f84\u7684\u65b9\u5f0f\u2014\u2014\u4e0e\u4eba\u7c7b\u7684\u8fdb\u5316\u5386\u7a0b\u76f8\u4f3c\u2014\u2014\u603b\u662f\u5728\u8ffd\u6c42\u6700\u5c11\u7684\u80fd\u91cf\u6d88\u8017\u548c\u6700\u77ed\u7684\u8def\u5f84\u3002<\/p>\n<h2>\u4e3a\u4ec0\u4e48\u662f Reasoning\uff1f<\/h2>\n<p>\u5982\u679c\u628a Reasoning \u91c7\u6837\u7684\u8fc7\u7a0b\u53ef\u89c6\u5316\u4e3a\u4e00\u68f5\u6811\uff1a<\/p>\n<div id=\"attachment_16912\" style=\"width: 696px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-16912\" class=\"wp-image-16912 size-full\" title=\"OpenAI-o3 \u4e0e Monte-Carlo \u601d\u60f3-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/22be0c8a5fcd0dc.jpg\" alt=\"OpenAI-o3 \u4e0e Monte-Carlo \u601d\u60f3-1\" width=\"686\" height=\"399\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/22be0c8a5fcd0dc.jpg 686w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/22be0c8a5fcd0dc-300x174.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/22be0c8a5fcd0dc-18x10.jpg 18w\" sizes=\"auto, (max-width: 686px) 100vw, 686px\" \/><p id=\"caption-attachment-16912\" class=\"wp-caption-text\">O1 Replication Journey: Part 1<\/p><\/div>\n<p>&nbsp;<\/p>\n<p>\u5de6\u4fa7\u7684\u662f\u8fc7\u53bb\u6211\u4eec\u8ffd\u6c42\u7684\u6377\u5f84\u5b66\u4e60\uff1a\u4ee5\u6700\u5c11\u7684\u6b65\u9aa4\u5230\u8fbe\u6b63\u786e\u7ed3\u679c\u3002\u800c\u53f3\u4fa7\u5219\u662f\u4ee5 OpenAI o1 \u4e3a\u4ee3\u8868\u7684\u300c\u53cd\u601d\u3001\u56de\u6eaf\u300d\u8303\u5f0f\u3002<\/p>\n<p>\u6211\u4eec\u77e5\u9053\uff0c\u5728 o1 \u8fdb\u884c\u641c\u7d22\u7684\u8fc7\u7a0b\u4e2d\uff0c\u6a21\u578b\u4f1a\u8fdb\u884c\u4e0d\u65ad\u7684\u53cd\u601d\u548c\u56de\u6eaf\uff0c\u800c\u8fd9\u4e00\u8fc7\u7a0b\u5f80\u5f80\u4f34\u968f\u7740\u989d\u5916\u7684\u5f00\u9500\u3002\u95ee\u9898\u662f\uff0c\u5982\u679c\u6a21\u578b\u771f\u7684\u80fd\u4e00\u904d\u7ed9\u51fa\u6b63\u786e\u7b54\u6848\uff0c\u8c01\u8fd8\u613f\u610f\u82b1\u65f6\u95f4\u3001\u82b1\u94b1\u53bb\u505a\u590d\u6742\u7684\u641c\u7d22\u5462\uff1fOpenAI \u4e5f\u4e0d\u50bb\uff0c\u5927\u5bb6\u90fd\u77e5\u9053\u6377\u5f84\u66f4\u597d\uff01<\/p>\n<p>\u5bf9\u4e8e\u8d8a\u56f0\u96be\u7684\u95ee\u9898\uff0c\u8fd9\u68f5\u6f5c\u5728\u7684\u601d\u7ef4\u6811\u5c31\u8d8a\u5bbd\u3001\u6bcf\u4e00\u6b65\u7684\u641c\u7d22\u7a7a\u95f4\u5c31\u66f4\u5927\uff0c\u8d70\u6377\u5f84\u80fd\u5230\u8fbe\u6b63\u786e\u7b54\u6848\u7684\u6982\u7387\u5c31\u8d8a\u5c0f\u3002\u90a3\u600e\u4e48\u529e\u5462\uff1f\u4e00\u4e2a\u76f4\u89c2\u7684\u601d\u8def\u5c31\u662f\u53bb\u526a\u679d\uff01\u628a\u90a3\u4e9b\u4e0d\u53ef\u80fd\u5230\u8fbe\u7ec8\u70b9\u7684\u6811\u8282\u70b9\u63d0\u524d\u526a\u6389\uff0c\u538b\u7f29\u641c\u7d22\u7a7a\u95f4\u2014\u2014\u8ba9\u8fd9\u68f5\u6811\u53d8\u56de\u7a84\u7a84\u7684\u3002\u8fd9\u4e5f\u662f\u5f53\u524d\u8bb8\u591a\u5de5\u4f5c\u52aa\u529b\u7684\u65b9\u5411\uff0c\u6bd4\u5982\uff1a<\/p>\n<div id=\"attachment_16913\" style=\"width: 719px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-16913\" class=\"wp-image-16913 size-full\" title=\"OpenAI-o3 \u4e0e Monte-Carlo \u601d\u60f3-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/d33f9d2918a9f5b.jpg\" alt=\"OpenAI-o3 \u4e0e Monte-Carlo \u601d\u60f3-1\" width=\"709\" height=\"311\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/d33f9d2918a9f5b.jpg 709w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/d33f9d2918a9f5b-300x132.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/d33f9d2918a9f5b-18x8.jpg 18w\" sizes=\"auto, (max-width: 709px) 100vw, 709px\" \/><p id=\"caption-attachment-16913\" class=\"wp-caption-text\">Chain of Preference Optimization (CPO)<\/p><\/div>\n<p>&nbsp;<\/p>\n<p>Chain of Preference Optimization \u5c31\u662f\u4ece\u601d\u7ef4\u6811\u4e0a\u5929\u7136\u5730\u6784\u9020\u51fa\u504f\u597d\u6570\u636e\uff0c\u518d\u7528 DPO \u53bb\u4f18\u5316\uff0c\u8ba9\u6a21\u578b\u6709\u66f4\u5927\u6982\u7387\u53bb\u9009\u62e9\u80fd\u5230\u8fbe\u7ec8\u70b9\u7684\u6811\u8282\u70b9\u3002<\/p>\n<div id=\"attachment_16914\" style=\"width: 1906px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-16914\" class=\"wp-image-16914 size-full\" title=\"OpenAI-o3 \u4e0e Monte-Carlo \u601d\u60f3-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/5022abaaa46c2c9.jpg\" alt=\"OpenAI-o3 \u4e0e Monte-Carlo \u601d\u60f3-1\" width=\"1896\" height=\"741\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/5022abaaa46c2c9.jpg 1896w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/5022abaaa46c2c9-300x117.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/5022abaaa46c2c9-1024x400.jpg 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/5022abaaa46c2c9-768x300.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/5022abaaa46c2c9-1536x600.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/5022abaaa46c2c9-18x7.jpg 18w\" sizes=\"auto, (max-width: 1896px) 100vw, 1896px\" \/><p id=\"caption-attachment-16914\" class=\"wp-caption-text\">Outcome-supervised Value Models (OVM)<\/p><\/div>\n<p>&nbsp;<\/p>\n<p>Outcome-supervised Value Models \u5c31\u662f\u5c06 Reasoning \u5efa\u6a21\u4e3a MDP \u8fc7\u7a0b\uff0c\u7528\u5f53\u524d\u6b65\u9aa4\u5230\u8fbe\u6b63\u786e\u7b54\u6848\u7684\u6982\u7387\uff08Value\uff09\u6765\u6307\u5bfc\u7b56\u7565\u4f18\u5316\u3002<\/p>\n<h2>\u4e3a\u4f55 OpenAI \u9009\u62e9\u7a81\u7834\u4f20\u7edf\u6377\u5f84\uff1f<\/h2>\n<p>\u56de\u5230 o1 \u4e0a\uff0c\u4e3a\u4ec0\u4e48\u9009\u62e9\u6253\u7834\u4f20\u7edf\u7684\u6377\u5f84\u601d\u60f3\uff0c\u53bb\u8d70 Tree Search \u8fd9\u6761 \u201c\u5f2f\u8def\u201d \u5462\uff1f<\/p>\n<p>\u5982\u679c\u8bf4\u5728\u8fc7\u53bb\uff0c\u6211\u4eec\u503e\u5411\u4e8e\u5229\u7528\uff08Exploit\uff09\u6a21\u578b\u7684\u57fa\u672c\u80fd\u529b\uff0c\u5c31\u4f1a\u8ba4\u4e3a\u73b0\u6709 GPT-4 \u6a21\u578b\u5df2\u7ecf\u80fd\u591f\u6ee1\u8db3\u5927\u90e8\u5206\u5bf9\u8bdd\u548c\u7b80\u5355\u63a8\u7406\u9700\u6c42\u3002\u5e76\u4e14\u8fd9\u4e9b\u4efb\u52a1\u80fd\u591f\u5f88\u597d\u5730\u91c7\u6837\u3001\u8bc4\u4f30\u504f\u597d\u3001\u8fed\u4ee3\u4f18\u5316\u3002<\/p>\n<p>\u4f46\u8fd9\u4e00\u89c6\u89d2\u5ffd\u89c6\u4e86\u66f4\u590d\u6742\u4efb\u52a1\u7684\u9700\u6c42\u2014\u2014\u4f8b\u5982\u6570\u5b66\u63a8\u7406\uff08AIME\u3001Frontier Math\uff09\u3001\u4ee3\u7801\u751f\u6210\uff08SWE-Bench\u3001CodeForce\uff09\u7b49\uff0c\u8fd9\u4e9b\u4efb\u52a1\u5f80\u5f80\u96be\u4ee5\u5728\u77ed\u671f\u5185\u83b7\u5f97\u56de\u62a5\u2014\u2014\u5b83\u4eec\u7684\u5956\u52b1\u662f\u975e\u5e38\u7a00\u758f\u7684\uff0c\u53ea\u6709\u5728\u6700\u7ec8\u5f97\u51fa\u6b63\u786e\u7b54\u6848\u65f6\uff0c\u56de\u62a5\u624d\u4f1a\u663e\u73b0\u51fa\u6765\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u4f20\u7edf\u7684\u6377\u5f84\u5b66\u4e60\u4e0d\u518d\u9002\u5408\u5904\u7406\u8fd9\u7c7b\u590d\u6742\u4efb\u52a1\uff1a\u4f60\u8fde\u4e00\u6761\u6b63\u786e\u8def\u5f84\u90fd\u91c7\u6837\u4e0d\u5230\uff0c\u4f55\u8c08\u53bb\u4f18\u5316\u6a21\u578b\u9009\u62e9\u6b63\u786e\u8def\u5f84\u7684\u6982\u7387\u5462\uff1f<\/p>\n<p>\u56de\u5230\u672c\u6587\u7684\u6807\u9898\u4e2d\u7684\u300cMonte-Carlo \u601d\u60f3\u300d\uff0c\u6211\u4eec\u53ef\u4ee5\u53d1\u73b0\u8fd9\u5176\u5b9e\u662f\u4e00\u56de\u4e8b\uff1a\u8499\u7279\u5361\u6d1b\u65b9\u6cd5\u5728\u5f3a\u5316\u5b66\u4e60\u4e2d\u7684\u5e94\u7528\uff0c\u6838\u5fc3\u5728\u4e8e\u901a\u8fc7\u591a\u6b21\u91c7\u6837\u6765\u4f30\u8ba1\u7b56\u7565\u7684\u4ef7\u503c\uff0c\u8fdb\u800c\u4f18\u5316\u6a21\u578b\u3002\u7136\u800c\uff0c\u8fd9\u4e00\u65b9\u6cd5\u6709\u5929\u7136\u7684\u5c40\u9650\u6027\u2014\u2014\u5982\u679c\u91c7\u6837\u7684\u7b56\u7565\u65e0\u6cd5\u91c7\u6837\u5230\u6700\u4f18\u8def\u5f84\uff0c\u90a3\u6a21\u578b\u4f18\u5316\u7684\u7ec8\u70b9\u6c38\u8fdc\u53ea\u662f\u5c40\u90e8\u6700\u4f18\u3002\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u6211\u4eec\u4f1a\u5728 MC Learning \u4e2d\u9009\u62e9\u66f4\u5177\u6709\u63a2\u7d22\u6027\u7684\u7b56\u7565\u3002<\/p>\n<p>\u4e8e\u662f OpenAI 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