{"id":35658,"date":"2024-12-29T05:00:20","date_gmt":"2024-12-28T21:00:20","guid":{"rendered":"https:\/\/17aitech.com\/?p=35658"},"modified":"2024-12-29T05:00:20","modified_gmt":"2024-12-28T21:00:20","slug":"%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0%e6%88%90%e4%b8%baopenai-o1%e7%81%b5%e9%ad%82%ef%bc%8c%e9%80%9f%e6%9d%a5%e5%ad%a6%e4%b9%a0%e4%b8%8bself-play%e5%a2%9e%e5%bc%ba%e5%a4%a7%e6%a8%a1%e5%9e%8b","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35658","title":{"rendered":"\u5f3a\u5316\u5b66\u4e60\u6210\u4e3aOpenAI o1\u7075\u9b42\uff0c\u901f\u6765\u5b66\u4e60\u4e0bSelf-play\u589e\u5f3a\u5927\u6a21\u578b"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-09-18-7\" target=\"_blank\">\u5f3a\u5316\u5b66\u4e60\u6210\u4e3aOpenAI o1\u7075\u9b42\uff0c\u901f\u6765\u5b66\u4e60\u4e0bSelf-play\u589e\u5f3a\u5927\u6a21\u578b<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-210d9e863146b2b8f4a60e026e79c768.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-210d9e863146b2b8f4a60e026e79c768.gif\"><\/a><\/p>\n<section>\u5728\u673a\u5668\u5b66\u4e60\u5c24\u5176\u662f\u5f3a\u5316\u5b66\u4e60\u9886\u57df\uff0c\u81ea\u6211\u535a\u5f08\uff08Self-play\uff09\u662f\u4e00\u79cd\u975e\u5e38\u91cd\u8981\u7684\u5b66\u4e60\u7b56\u7565\u3002\u5373\u4f7f AI \u6216\u8005\u667a\u80fd\u4f53\u6ca1\u6709\u660e\u786e\u7684\u5bf9\u624b\u6216\u8005\u6ca1\u6709\u5916\u90e8\u73af\u5883\u63d0\u4f9b\u989d\u5916\u4fe1\u606f\uff0c\u4e5f\u80fd\u901a\u8fc7\u81ea\u5df1\u4e0e\u81ea\u5df1\u7684\u535a\u5f08\u6765\u5b66\u4e60\u5e76\u83b7\u5f97\u63d0\u5347\uff0c\u8fd9\u5e38\u89c1\u4e8e\u6e38\u620f\u573a\u666f\u3002AlphaGo \u5c31\u662f\u91c7\u7528\u81ea\u6211\u535a\u5f08\u7b56\u7565\u7684\u5178\u578b\u4ee3\u8868\uff0c\u901a\u8fc7\u81ea\u5df1\u4e0e\u81ea\u5df1\u5bf9\u6218\uff0c\u6301\u7eed\u638c\u63e1\u548c\u79ef\u7d2f\u56f4\u68cb\u77e5\u8bc6\u548c\u6bd4\u8d5b\u7ecf\u9a8c\uff0c\u6700\u7ec8\u51fb\u8d25\u9876\u7ea7\u4eba\u7c7b\u68cb\u624b\u3002<\/section>\n<section><\/section>\n<section>\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\u7684\u53d1\u5c55\uff0c\u81ea\u6211\u535a\u5f08\u56e0\u5176\u80fd\u591f\u5145\u5206\u5229\u7528\u8ba1\u7b97\u8d44\u6e90\u548c\u5408\u6210\u6570\u636e\u6210\u4e3a\u63d0\u5347\u6a21\u578b\u6027\u80fd\u7684\u65b9\u6cd5\u4e4b\u4e00\u3002\u00a0<\/section>\n<section><\/section>\n<section>\u6700\u8fd1\u53d1\u5e03\u7684 OpenAI \u53d1\u5e03\u7684 o1 \u6a21\u578b\u518d\u6b21\u9707\u64bc\u4e86\u79d1\u6280\u5708\uff0co1 \u80fd\u50cf\u4eba\u7c7b\u4e00\u6837\u300c\u601d\u8003\u300d\u590d\u6742\u95ee\u9898\uff0c\u62e5\u6709\u771f\u6b63\u7684\u901a\u7528\u63a8\u7406\u80fd\u529b\u3002\u4e0d\u4e13\u95e8\u8bad\u7ec3\uff0co1 \u53ef\u4ee5\u76f4\u63a5\u62ff\u4e0b\u6570\u5b66\u5965\u8d5b\u91d1\u724c\uff0c\u751a\u81f3\u80fd\u5728\u535a\u58eb\u7ea7\u522b\u7684\u79d1\u5b66\u95ee\u7b54\u73af\u8282\u4e0a\u8d85\u8d8a\u4eba\u7c7b\u4e13\u5bb6\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u4e9b\u7a81\u7834\u6027\u7684\u8fdb\u5c55\u662f\u5982\u4f55\u8fbe\u6210\u7684\u5462\uff1f\u5728\u7814\u53d1\u56e2\u961f\u53d1\u5e03\u7684\u5e86\u529f\u89c6\u9891\u91cc\uff0cOpenAI \u7684\u7814\u7a76\u4eba\u5458\u900f\u9732\uff0c\u5173\u952e\u5728\u4e8e\u4ed6\u4eec\u91c7\u7528\u4e86\u5f3a\u5316\u5b66\u4e60\u6280\u672f\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\u3002\u8fd9\u4e5f\u8ba9\u5927\u5bb6\u91cd\u65b0\u5f00\u59cb\u5173\u6ce8\u81ea\u6211\u535a\u5f08\u7b56\u7565\u3002<\/section>\n<section><\/section>\n<section>\u5176\u5b9e 2024 \u5e74\u4ee5\u6765\uff0c\u52a0\u5dde\u5927\u5b66\u6d1b\u6749\u77f6\u5206\u6821\uff08UCLA\uff09\u8ba1\u7b97\u673a\u7cfb\u6559\u6388\u987e\u5168\u5168\u56e2\u961f\u8fde\u7eed\u53d1\u8868\u4e24\u7bc7\u57fa\u4e8e\u81ea\u6211\u535a\u5f08\u7684\u5927\u8bed\u8a00\u6a21\u578b\u589e\u5f3a\u8bba\u6587\uff0c\u5206\u522b\u662f<strong>\u81ea\u6211\u535a\u5f08\u5fae\u8c03\uff08Self-Play Fine-Tuning, SPIN\uff09<\/strong>\u548c<strong>\u81ea\u6211\u535a\u5f08\u504f\u597d\u4f18\u5316\uff08Self-Play Preference Optimization, SPPO\uff09<\/strong>\u3002<\/section>\n<section><\/section>\n<section>\u5176\u4e2d SPIN \u901a\u8fc7\u8ba9\u6a21\u578b\u4e0e\u81ea\u8eab\u7684\u5386\u53f2\u7248\u672c\u5bf9\u6297\u6765\u8fed\u4ee3\u6539\u8fdb\uff0c\u65e0\u9700\u989d\u5916\u7684\u4eba\u5de5\u6807\u6ce8\u6570\u636e\u5373\u53ef\u901a\u8fc7\u81ea\u6211\u535a\u5f08\u63d0\u5347\u6027\u80fd\uff0c\u4ece\u800c\u5145\u5206\u5229\u7528\u9ad8\u8d28\u91cf\u6570\u636e\u548c\u5408\u6210\u6570\u636e\u3002SPPO \u5219\u5c06\u5bf9\u9f50\u95ee\u9898\u5efa\u6a21\u4e3a\u4e86\u53cc\u4eba\u96f6\u548c\u535a\u5f08\uff0c\u901a\u8fc7\u6307\u6570\u6743\u91cd\u66f4\u65b0\u7b97\u6cd5\u548c\u5408\u6210\u6570\u636e\u6765\u903c\u8fd1\u7eb3\u4ec0\u5747\u8861\u3002\u8fd9\u4e24\u79cd\u65b9\u6cd5\u5747\u663e\u8457\u63d0\u9ad8\u4e86\u6a21\u578b\u5728\u591a\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u4e0a\u7684\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u66f4\u597d\u5730\u5e2e\u52a9\u5927\u5bb6\u4e86\u89e3\u8fd9\u4e24\u9879\u7814\u7a76\uff0c\u673a\u5668\u4e4b\u5fc3\u6700\u65b0\u4e00\u671f\u7ebf\u4e0a\u5206\u4eab\u9080\u8bf7\u5230\u4e86\u987e\u5168\u5168\u6559\u6388\u4ee5\u53ca SPIN \u7b2c\u4e00\u4f5c\u8005\u9648\u5b50\u7fd4\u3001SPPO \u7b2c\u4e00\u4f5c\u8005\u5434\u8d8a\uff0c\u4e3a\u5927\u5bb6\u8be6\u7ec6\u89e3\u8bfb\u5982\u4f55\u901a\u8fc7\u81ea\u6211\u535a\u5f08\u6765\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u63d0\u80fd\u589e\u6548\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-a1a1642eb97db0dd572aae2c6b3a38f0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-a1a1642eb97db0dd572aae2c6b3a38f0.png\"><\/a><\/section>\n<section><strong>\u5206\u4eab\u65f6\u95f4\uff1a<\/strong>9 \u6708 19 \u65e5\u4e0a\u5348 10:30 &#8211; 12:00<\/section>\n<section><strong><br \/><\/strong><\/section>\n<section><strong>\u5206\u4eab\u4e3b\u9898\uff1a\u901a\u8fc7\u81ea\u6211\u535a\u5f08\u589e\u5f3a\u5927\u8bed\u8a00\u6a21\u578b\uff08Making Large Language Model Stronger via Self-Play\uff09<\/strong><\/section>\n<section><\/section>\n<section><strong>\u5206\u4eab\u6458\u8981\uff1a<\/strong>\u672c\u6b21\u5206\u4eab\u4ecb\u7ecd\u4e24\u79cd\u57fa\u4e8e\u81ea\u6211\u535a\u5f08\u7684\u5927\u8bed\u8a00\u6a21\u578b\u589e\u5f3a\u65b9\u6cd5\uff1a\u81ea\u6211\u535a\u5f08\u5fae\u8c03\uff08SPIN\uff09\u548c\u81ea\u6211\u535a\u5f08\u504f\u597d\u4f18\u5316\uff08SPPO\uff09\u3002\u8fd9\u4e9b\u65b9\u6cd5\u901a\u8fc7\u8ba9\u6a21\u578b\u4e0e\u81ea\u8eab\u5386\u53f2\u7248\u672c\u5bf9\u6297\u6765\u8fed\u4ee3\u6539\u8fdb\uff0c\u65e0\u9700\u989d\u5916\u4eba\u5de5\u6216\u6602\u8d35\u7684\u5f3a\u6a21\u578b\uff08\u5982 GPT-4\uff09\u6807\u6ce8\u6570\u636e\u3002\u5b9e\u9a8c\u8868\u660e\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u80fd\u663e\u8457\u63d0\u9ad8\u6a21\u578b\u5728\u591a\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u4e0a\u7684\u8868\u73b0\uff0c\u4e3a\u589e\u5f3a\u5927\u6a21\u578b\u7684\u80fd\u529b\u63d0\u4f9b\u4e86\u65b0\u7684\u601d\u8def\u3002<\/section>\n<section><\/section>\n<section><strong>\u5206\u4eab\u5609\u5bbe 1\uff1a<\/strong>\u987e\u5168\u5168\uff0c\u52a0\u5dde\u5927\u5b66\u6d1b\u6749\u77f6\u5206\u6821\uff08UCLA\uff09\u8ba1\u7b97\u673a\u7cfb\u6559\u6388\uff0c\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u5305\u62ec\u751f\u6210\u5f0f AI\uff0c\u5982\u5927\u8bed\u8a00\u6a21\u578b\u3001\u6269\u6563\u6a21\u578b\uff0c\u548c\u5f3a\u5316\u5b66\u4e60\u3001\u6df1\u5ea6\u5b66\u4e60\u7406\u8bba\u7b49\uff0c\u66fe\u53d1\u8868 200 \u4f59\u7bc7\u9876\u7ea7\u4f1a\u8bae\u548c\u671f\u520a\u8bba\u6587\uff0c\u5e76\u83b7\u5f97\u591a\u4e2a\u91cd\u8981\u5956\u9879\uff0c\u5305\u62ecAlfred P. Sloan Research Fellowship\u3001 NSF CAREER Award\u201d \u7b49\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-5db9a9e33de0b468a03f10edb4a58915.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-5db9a9e33de0b468a03f10edb4a58915.png\"><\/a><\/section>\n<section><strong>\u5206\u4eab\u5609\u5bbe 2\uff1a<\/strong>\u9648\u5b50\u7fd4\uff0c\u73b0\u4e3a UCLA \u8ba1\u7b97\u673a\u7cfb\u535a\u58eb\u751f\u3002SPIN \u7b2c\u4e00\u4f5c\u8005\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-dfb6acf5356a4d6b9d567749c13e7f8c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-dfb6acf5356a4d6b9d567749c13e7f8c.png\"><\/a><\/section>\n<section><strong>\u5206\u4eab\u5609\u5bbe 3\uff1a<\/strong>\u5434\u8d8a\uff0c\u535a\u58eb\u6bd5\u4e1a\u4e8e UCLA \u8ba1\u7b97\u673a\u7cfb\uff0c\u73b0\u4e3a\u666e\u6797\u65af\u987f\u5927\u5b66 AI Lab \u535a\u58eb\u540e\u7814\u7a76\u5458\u3002SPPO \u7b2c\u4e00\u4f5c\u8005\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-877e33d93e8d173f6841eb56c9d0648e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-877e33d93e8d173f6841eb56c9d0648e.png\"><\/a><\/section>\n<p><strong>\u9879\u76ee\u94fe\u63a5<\/strong><\/p>\n<ul>\n<li>\n<section>SPIN \u4e3b\u9875\uff1ahttps:\/\/uclaml.github.io\/SPIN\/<\/section>\n<\/li>\n<li>\n<section>SPPO \u4e3b\u9875\uff1ahttps:\/\/uclaml.github.io\/SPPO\/<\/section>\n<\/li>\n<\/ul>\n<p><strong>\u8bba\u6587\u94fe\u63a5<\/strong><\/p>\n<ul>\n<li>\n<section>SPIN\uff1ahttps:\/\/arxiv.org\/abs\/2401.01335<\/section>\n<\/li>\n<li>\n<section>SPPO\uff1ahttps:\/\/arxiv.org\/abs\/2405.00675<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u76f4\u64ad\u95f4\uff1a<\/strong>\u5173\u6ce8\u673a\u5668\u4e4b\u5fc3\u673a\u52a8\u7ec4\u89c6\u9891\u53f7\uff0c\u7acb\u5373\u9884\u7ea6\u76f4\u64ad\uff01<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-fc6f9dcaf019491fbc798d2ad9a41cfa.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-fc6f9dcaf019491fbc798d2ad9a41cfa.png\"><\/a><\/section>\n<section>\u672c\u6b21\u76f4\u64ad\u8bbe\u6709 QA \u73af\u8282\uff0c\u6b22\u8fce\u52a0\u5165\u672c\u6b21\u76f4\u64ad\u4ea4\u6d41\u7fa4\u63a2\u8ba8\u4ea4\u6d41\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-f5a14441e3fbc867769f14fd8c0e9d5d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-f5a14441e3fbc867769f14fd8c0e9d5d.png\"><\/a><\/p>\n<section><strong>\u673a\u5668\u4e4b\u5fc3 \u00b7 \u673a\u52a8\u7ec4<\/strong><\/section>\n<section>\u673a\u52a8\u7ec4\u805a\u7126\u4e8e\u5b66\u672f\u7814\u7a76\u3001\u5de5\u7a0b\u5b9e\u8df5\u4e0e\u4ea7\u4e1a\u5e94\u7528\uff0c\u7b5b\u9009\u524d\u6cbf\u3001\u4e13\u4e1a\u3001\u5b9e\u7528\u5185\u5bb9\uff0c\u4e0d\u5b9a\u671f\u7ec4\u7ec7\u5b66\u672f\u7814\u8ba8\u3001\u6280\u672f\u4ea4\u6d41\u4e0e\u5b9e\u6218\u5206\u4eab\u7b49\u3002\u6b22\u8fce\u6240\u6709 AI \u9886\u57df\u6280\u672f\u4ece\u4e1a\u8005\u5173\u6ce8\u3002<\/section>\n<section><\/section>\n<section><a href=\"https:\/\/mp.weixin.qq.com\/s\/EyLjCKg4OPfa4rq5MZ42Gw\"><strong>\u70b9\u51fb\u9605\u8bfb\u539f\u6587\uff0c\u76f4\u8fbe\u673a\u52a8\u7ec4\u5b98\u7f51\uff0c\u67e5\u770b\u5f80\u671f\u56de\u987e\u3002<\/strong><\/a><\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-09-18-7\" target=\"_blank\">\u5f3a\u5316\u5b66\u4e60\u6210\u4e3aOpenAI o1\u7075\u9b42\uff0c\u901f\u6765\u5b66\u4e60\u4e0bSelf-play\u589e\u5f3a\u5927\u6a21\u578b<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u5f3a\u5316\u5b66\u4e60\u6210\u4e3aOpenA 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