{"id":34238,"date":"2024-12-02T20:56:42","date_gmt":"2024-12-02T12:56:42","guid":{"rendered":"https:\/\/17aitech.com\/?p=34238"},"modified":"2024-12-02T20:56:42","modified_gmt":"2024-12-02T12:56:42","slug":"%e6%98%86%e4%bb%91%e4%b8%87%e7%bb%b4%e6%90%ba%e6%89%8b%e5%8d%97%e6%b4%8b%e7%90%86%e5%b7%a5%e5%a4%a7%e5%ad%a6%e6%8a%a2%e5%8f%91q%e7%ae%97%e6%b3%95%ef%bc%9a%e7%99%be%e5%80%8d%e6%8f%90%e5%8d%877b","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34238","title":{"rendered":"\u6606\u4ed1\u4e07\u7ef4\u643a\u624b\u5357\u6d0b\u7406\u5de5\u5927\u5b66\u62a2\u53d1Q*\u7b97\u6cd5\uff1a\u767e\u500d\u63d0\u53477B\u6a21\u578b\u63a8\u7406\u80fd\u529b"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-06-25-3\" target=\"_blank\">\u6606\u4ed1\u4e07\u7ef4\u643a\u624b\u5357\u6d0b\u7406\u5de5\u5927\u5b66\u62a2\u53d1Q*\u7b97\u6cd5\uff1a\u767e\u500d\u63d0\u53477B\u6a21\u578b\u63a8\u7406\u80fd\u529b<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-e7b7d4904925f983ac09539b300da0bd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-e7b7d4904925f983ac09539b300da0bd.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>AIxiv\u4e13\u680f\u662f<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/section>\n<\/section>\n<\/blockquote>\n<p>\u81ea OpenAI \u7684 Q* \u9879\u76ee\u66dd\u5149\u540e\uff0c\u5f15\u53d1\u4e1a\u5185\u4f17\u591a\u8ba8\u8bba\u3002\u636e\u73b0\u6709\u4fe1\u606f\u6c47\u603b\uff0cQ* \u9879\u76ee\u88ab\u89c6\u4f5c OpenAI \u5728\u63a2\u7d22\u4eba\u5de5\u901a\u7528\u667a\u80fd\uff08Artificial General Intelligence, AGI\uff09\u9053\u8def\u4e0a\u7684\u4e00\u6b21\u91cd\u5927\u5c1d\u8bd5\uff0c\u6709\u671b\u5728\u5305\u62ec\u6570\u5b66\u95ee\u9898\u89e3\u51b3\u80fd\u529b\u3001\u81ea\u4e3b\u5b66\u4e60\u548c\u81ea\u6211\u6539\u8fdb\u7b49\u591a\u4e2a\u5c42\u9762\u5bf9<mark data-type=\"concepts\" data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\">\u4eba\u5de5\u667a\u80fd<\/mark>\u6280\u672f\u5e26\u6765\u9769\u65b0\u6027\u7a81\u7834\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-a33555b0877b5b0b8e4d9ce6795dfaa9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-a33555b0877b5b0b8e4d9ce6795dfaa9.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-be143acd904e17539aacfcb6a2212d7d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-be143acd904e17539aacfcb6a2212d7d.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u82f1\u4f1f\u8fbe\u79d1\u5b66\u5bb6 Jim Fan\u3001\u56fe\u7075\u5956\u5f97\u4e3b Yann LeCun \u7b49\u53c2\u4e0e\u8ba8\u8bba OpenAI \u7684 Q* \u5b9e\u73b0\u65b9\u5f0f<\/sup><\/em><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-4bc4ddb391d916347ff9b63ccd498fcf.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-4bc4ddb391d916347ff9b63ccd498fcf.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 Meta \u79d1\u5b66\u5bb6<mark data-type=\"experts\" data-id=\"3d1d35c6-8b46-4f6e-8da2-81b8c9af6222\">\u7530\u6e0a\u680b<\/mark>\u5219\u8ba4\u4e3a Q* \u662f Q-learning \u548c A* \u7684\u7ed3\u5408\uff0c\u4e14\u5929\u7136\u5730\u9002\u5408\u63a8\u7406\u4efb\u52a1\uff0c\u5c24\u5176\u5728\u6570\u5b66\u63a8\u7406\u65b9\u9762<\/sup><\/em><\/p>\n<p>\u4e0d\u8fc7\u8fc4\u4eca\u4e3a\u6b62 OpenAI \u6ca1\u6709\u516c\u5f00\u5173\u4e8e Q* \u7b97\u6cd5\u7684\u5177\u4f53\u7ec6\u8282\uff0c\u5176\u6548\u679c\u7a76\u7adf\u5982\u4f55\u6211\u4eec\u5e76\u4e0d\u5f97\u800c\u77e5\u3002<\/p>\n<p>\u6606\u4ed1\u4e07\u7ef4\u81ea Q* \u9879\u76ee\u66dd\u5149\u4ee5\u6765\uff0c\u4e00\u76f4\u5bc6\u5207\u5173\u6ce8 Q* \u7684\u52a8\u5411\uff0c\u4e14\u5728\u7b2c\u4e00\u65f6\u95f4\u5c31\u6210\u7acb\u7814\u7a76\u5c0f\u7ec4\u5c1d\u8bd5\u5f00\u53d1\u81ea\u5df1\u7684 Q* \u7b97\u6cd5\uff0c\u5e0c\u671b\u6253\u7834 OpenAI \u7684\u5c01\u9501\uff0c\u63d0\u5347\u73b0\u6709\u5f00\u6e90\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u3002<\/p>\n<p>\u7ecf\u8fc7\u6570\u6708\u7684\u5c1d\u8bd5\uff0c\u6606\u4ed1\u4e07\u7ef4\u643a\u624b\u65b0\u52a0\u5761\u5357\u6d0b\u7406\u5de5\u5927\u5b66\u6210\u529f\u5f00\u53d1\u4e86\u4e00\u4e2a\u540d\u4e3a Q* \u7684\u7b97\u6cd5\uff0c\u80fd\u591f\u663e\u8457\u63d0\u5347\u73b0\u6709\u5927\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u3002\u5728 GSM8K \u6570\u636e\u96c6\u4e0a\uff0cQ* \u5e2e\u52a9 Llama-2-7b \u63d0\u5347\u81f3 80.8% \u7684<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\uff0c\u8d85\u8d8a\u4e86 ChatGPT\uff1b\u5728 MATH \u6570\u636e\u96c6\u4e0a\uff0cQ* \u5e2e\u52a9 DeepSeek-Math-7b \u63d0\u5347\u81f3 55.4% \u7684<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\uff0c\u8d85\u8d8a\u4e86 Gemini Ultra\uff1b\u5728 MBPP \u6570\u636e\u96c6\u4e0a\uff0cQ* \u5e2e\u52a9 CodeQwen1.5-7b-Chat \u63d0\u5347\u81f3 77.0% \u7684<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\uff0c\u7f29\u5c0f\u4e86\u4e0e GPT-4 \u7684\u7f16\u7a0b\u6c34\u5e73\u5dee\u8ddd\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-9dcd338ae2c0d574d1f86349b45f9a9a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-9dcd338ae2c0d574d1f86349b45f9a9a.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u8bba\u6587\uff1aQ*: Improving Multi-step Reasoning for LLMs with Deliberative Planning<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2406.14283<\/p>\n<\/li>\n<\/ul>\n<p>Q* \u80fd\u591f\u5e2e\u52a9\u5c0f\u6a21\u578b\u8fbe\u5230<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u91cf\u6bd4\u5176\u5927\u6570\u5341\u500d\u3001\u751a\u81f3\u4e0a\u767e\u500d\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\uff0c\u8fd9\u4e00\u7b97\u6cd5\u4e0d\u4ec5\u5927\u5e45\u63d0\u5347\u4e86\u5c0f\u6a21\u578b\u7684\u6027\u80fd\uff0c\u8fd8\u663e\u8457\u964d\u4f4e\u4e86\u8ba1\u7b97\u8d44\u6e90\u7684\u9700\u6c42\uff0c\u4e3a<mark data-type=\"concepts\" data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\">\u4eba\u5de5\u667a\u80fd<\/mark>\u7684\u5e7f\u6cdb\u5e94\u7528\u5e26\u6765\u4e86\u5168\u65b0\u53ef\u80fd\uff0c\u5f00\u521b\u4e86\u9ad8\u6548\u667a\u80fd\u7684\u65b0\u7eaa\u5143\u3002<\/p>\n<p><strong>\u590d\u6742\u63a8\u7406\u4efb\u52a1\u5168\u76d8<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark><\/strong><\/p>\n<p>\u5728\u300aQ*: Improving Multi-step Reasoning for LLMs with Deliberative Planning\u300b\u8bba\u6587\u4e2d\uff0c\u7814\u7a76\u4eba\u5458\u9996\u5148\u5c06\u5927<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\u7684\u63a8\u7406\u8f68\u8ff9\u5206\u89e3\u4e3a\u82e5\u5e72\u4e2a\u72b6\u6001\uff0c\u5bf9\u4e8e\u6bcf\u4e00\u4e2a\u72b6\u6001\uff0c\u53c2\u8003 DeepCubeA \u4e2d\u7684\u8bbe\u8ba1\uff0c\u901a\u8fc7\u5c06\u5b9a\u4e49 Path Cost \u7684 g (s_t) \u51fd\u6570\u548c\u5b9a\u4e49 Accumulated Reward \u7684 Q*(s_t, a_t) \u96c6\u6210\u5230\u540c\u4e00\u4e2a f (s_t) \u51fd\u6570\u5185\uff0c\u5b9e\u73b0\u4e86\u5bf9\u5386\u53f2\u72b6\u6001\u6536\u76ca\u548c\u672a\u6765\u671f\u671b\u6536\u76ca\u7684\u7efc\u5408\u8003\u8651\u3002\u6700\u540e\u5229\u7528 A* \u641c\u7d22\u7b97\u6cd5\u5bf9\u72b6\u6001\u8fdb\u884c<mark data-type=\"tech_methods\" data-id=\"c4440df0-5dfc-4e37-857c-1da032ecf50a\">\u6700\u4f73\u4f18\u5148\u641c\u7d22<\/mark>\uff0c\u5b9e\u73b0\u4e86\u5bf9\u590d\u6742\u63a8\u7406\u4efb\u52a1\u7684\u5168\u76d8<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\uff0c\u4ece\u800c\u63d0\u5347\u5f00\u6e90\u6a21\u578b\u5728\u63a8\u7406\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-002f40d6bd71cbd46468602e8ee7a27e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-002f40d6bd71cbd46468602e8ee7a27e.png\"><\/a><\/p>\n<p>\u5176\u4e2d g (s_t) \u8868\u793a\u5f53\u524d\u8f68\u8ff9\u4e2d\u7684\u591a\u4e2a\u5386\u53f2\u72b6\u6001\uff0c\u65e2 {s1,&#8230;,s_t}\uff0c\u7684\u805a\u5408\u6536\u76ca\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-d68cfcfe65ab53c696199467df3b408c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-d68cfcfe65ab53c696199467df3b408c.png\"><\/a><\/p>\n<p>\u5177\u4f53 g (s_t) \u7684\u51fd\u6570\u5f62\u5f0f\u53ef\u4ee5\u901a\u8fc7\u4eba\u4e3a\u5b9a\u4e49\uff0c\u4f8b\u5982\u5224\u65ad\u5f53\u524d\u4ee3\u7801\u662f\u5426\u7b26\u5408\u8bed\u6cd5\u89c4\u5219\u7b49\uff0c\u6216\u8005\u901a\u8fc7\u6784\u5efa Process Reward Model (PRM) \u8fdb\u884c<mark data-type=\"tech_methods\" data-id=\"94fdbfed-9ebb-491b-b54e-9c2aae512f70\">\u76d1\u7763\u5b66\u4e60<\/mark>\u5f97\u5230\uff1bg (s_t) \u4e2d\u7684\u805a\u5408\u65b9\u5f0f\u53ef\u4ee5\u4e3a\u6c42\u548c\uff0c\u6700\u5927\u503c\uff0c\u6700\u5c0f\u503c\u7b49\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-3ffc07acc73859f4a480a0789e0ad12b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" 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