{"id":36812,"date":"2025-01-19T04:00:17","date_gmt":"2025-01-18T20:00:17","guid":{"rendered":"https:\/\/17aitech.com\/?p=36812"},"modified":"2025-01-19T04:00:17","modified_gmt":"2025-01-18T20:00:17","slug":"%e9%98%bf%e9%87%8c%e5%9b%bd%e9%99%85%e7%89%88o1%e6%9d%a5%e4%ba%86%ef%bc%8cmarco-o1%ef%bc%9a%e8%81%9a%e7%84%a6%e5%bc%80%e6%94%be%e5%bc%8f%e9%97%ae%e9%a2%98%e6%8e%a8%e7%90%86","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36812","title":{"rendered":"\u963f\u91cc\u56fd\u9645\u7248o1\u6765\u4e86\uff0cMarco-o1\uff1a\u805a\u7126\u5f00\u653e\u5f0f\u95ee\u9898\u63a8\u7406"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-23-3\" target=\"_blank\">\u963f\u91cc\u56fd\u9645\u7248o1\u6765\u4e86\uff0cMarco-o1\uff1a\u805a\u7126\u5f00\u653e\u5f0f\u95ee\u9898\u63a8\u7406<\/a><\/p>\n<section>\u81ea\u4ece OpenAI \u53d1\u5e03 o1 \u6a21\u578b\u4ee5\u6765\uff0c\u4e1a\u754c\u5bf9\u5176\u7684\u8ffd\u8d76\u4e0d\u65ad\u52a0\u901f\u3002<\/section>\n<section><\/section>\n<section>\u5927\u6a21\u578b\u63a8\u7406\u7684\u4e00\u4e2a\u5173\u952e\u6311\u6218\u5728\u4e8e\uff0c\u73b0\u5b9e\u4e16\u754c\u5e38\u5e38\u63d0\u51fa\u5f88\u591a\u5f00\u653e\u5f0f\u548c\u521b\u9020\u6027\u7684\u95ee\u9898\uff0c\u5bf9\u4e8e AI \u6765\u8bf4\uff0c\u8fd9\u662f\u4e00\u7c7b\u5f88\u96be\u8bc4\u4f30\u7684\u4efb\u52a1\uff0c\u56e0\u4e3a\u6ca1\u6709\u300c\u6807\u51c6\u7b54\u6848\u300d\u6216\u8005\u6613\u4e8e\u91cf\u5316\u7684\u5956\u52b1\u3002<\/section>\n<section><\/section>\n<section>\u6211\u4eec\u80fd\u5426\u8bad\u7ec3\u4e00\u4e2a\u6a21\u578b\uff0c\u8ba9\u5b83\u80fd\u591f\u4ece\u5bb9\u5e94\u5bf9\u65e0\u6cd5\u907f\u514d\u7684\u300c\u6a21\u7cca\u6027\u300d\uff0c\u4ecd\u7136\u751f\u6210\u53ef\u9760\u7684\u63a8\u7406\u7ed3\u679c\uff1f<\/section>\n<section><\/section>\n<section>11 \u6708 22 \u65e5\uff0c\u963f\u91cc\u5df4\u5df4\u56fd\u9645\u6570\u5b57\u5546\u4e1a\u96c6\u56e2MarcoPolo\u56e2\u961f\u53d1\u5e03\u4e86 Marco-o1\uff0c\u8fd9\u662f\u4e00\u79cd\u65e8\u5728\u63a8\u8fdb\u5f00\u653e\u5f0f\u95ee\u9898\u89e3\u51b3\u7684\u5927\u578b\u63a8\u7406\u6a21\u578b (LRM)\u3002\u5f53\u7136\u8be5\u5de5\u4f5c\u4e5f\u63d0\u5230\uff1a\u8fd9\u662f\u4e00\u9879\u6b63\u5728\u8fdb\u884c\u7684\u63a2\u7d22\u6027\u5de5\u4f5c\uff0c\u4ecd\u6709\u8fdb\u4e00\u6b65\u6539\u8fdb\u7684\u7a7a\u95f4\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u7bc7\u8bba\u6587\u7bc7\u5e45\u5e76\u4e0d\u957f\uff0c\u8ba9\u6211\u4eec\u6765\u68b3\u7406\u4e0b\u6280\u672f\u7ec6\u8282\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d8d7c4111cdd0f984e70cfa296f656cd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d8d7c4111cdd0f984e70cfa296f656cd.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aMarco-o1: Towards Open Reasoning Models for Open-Ended Solutions<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2411.14405<\/section>\n<\/li>\n<li>\n<section>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/AIDC-AI\/Marco-o1<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u867d\u7136 o1 \u6a21\u578b\u5728 AIME \u548c CodeForces \u7b49\u6d4b\u8bd5\u4e2d\u90fd\u5c55\u793a\u4e86\u5f3a\u5927\u7684\u63a8\u7406\u80fd\u529b\uff0c\u4f46 Marco-o1 \u7684\u76ee\u6807\u662f\u8d85\u8d8a\u7ed3\u6784\u5316\u6311\u6218\uff0c\u5b9e\u73b0\u8de8\u591a\u4e2a\u9886\u57df\u7684\u6cdb\u5316\uff0c\u7279\u522b\u662f\u5728\u90a3\u4e9b\u6ca1\u6709\u4e25\u683c\u8bc4\u4f30\u6307\u6807\u7684\u9886\u57df\u3002\u901a\u8fc7\u96c6\u6210\u8bf8\u5982\u601d\u7ef4\u94fe (CoT) \u5fae\u8c03\u3001\u8499\u7279\u5361\u6d1b\u6811\u641c\u7d22 (MCTS) \u548c\u63a8\u7406\u52a8\u4f5c\u7b56\u7565\u7b49\u6280\u672f\u6765\u5b9e\u73b0\u7684\uff0cMarco-o1 \u80fd\u591f\u66f4\u6709\u6548\u5730\u5904\u7406\u590d\u6742\u7684\u95ee\u9898\u89e3\u51b3\u4efb\u52a1\u3002<\/section>\n<section><\/section>\n<section>\u901a\u8fc7\u5fae\u8c03 Qwen2-7B-Instruct \u4e0e\u8fc7\u6ee4\u540e\u7684 Open-o1 CoT \u6570\u636e\u96c6 \u3001Marco-o1 CoT \u6570\u636e\u96c6\u548c Marco-o1 \u6307\u4ee4\u6570\u636e\u96c6\u7684\u7ec4\u5408\uff0cMarco-o1 \u63d0\u9ad8\u4e86\u5bf9\u590d\u6742\u4efb\u52a1\u7684\u5904\u7406\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>Open-o1 CoT \u6570\u636e\u96c6\uff08\u5df2\u8fc7\u6ee4\uff09\uff1a\u7814\u7a76\u8005\u901a\u8fc7\u5e94\u7528\u542f\u53d1\u5f0f\u548c\u8d28\u91cf\u8fc7\u6ee4\u8fc7\u7a0b\u5b8c\u5584\u4e86 Open-o1 \u9879\u76ee\u7684 CoT \u6570\u636e\u96c6\uff0c\u8fd9\u4e00\u6539\u8fdb\u4f7f\u6a21\u578b\u80fd\u591f\u6709\u6548\u5730\u91c7\u7528\u7ed3\u6784\u5316\u63a8\u7406\u6a21\u5f0f\u3002<\/section>\n<\/li>\n<li>\n<section>Marco-o1 CoT \u6570\u636e\u96c6\uff08\u5408\u6210\uff09\uff1a\u7814\u7a76\u8005\u4f7f\u7528 MCTS \u751f\u6210\u4e86 Marco-o1 CoT \u6570\u636e\u96c6\uff0c\u8fd9\u6709\u52a9\u4e8e\u5236\u5b9a\u590d\u6742\u7684\u63a8\u7406\u8def\u5f84\uff0c\u8fdb\u4e00\u6b65\u589e\u5f3a\u4e86\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u3002<\/section>\n<\/li>\n<li>\n<section>Marco \u6307\u4ee4\u6570\u636e\u96c6\uff1a\u8ba4\u8bc6\u5230\u5f3a\u5927\u7684\u6307\u4ee4\u9075\u5faa\u80fd\u529b\u5728\u6267\u884c\u590d\u6742\u4efb\u52a1\u4e2d\u7684\u5173\u952e\u4f5c\u7528\uff0c\u7814\u7a76\u8005\u6574\u5408\u4e86\u4e00\u7ec4\u6307\u4ee4\u9075\u5faa\u6570\u636e\u3002\u8fd9\u79cd\u6574\u5408\u786e\u4fdd\u4e86\u6a21\u578b\u80fd\u591f\u80dc\u4efb\u5404\u79cd\u4efb\u52a1\uff0c\u5728\u4fdd\u6301\u5176\u666e\u904d\u6709\u6548\u6027\u7684\u540c\u65f6\u663e\u8457\u589e\u5f3a\u5176\u63a8\u7406\u80fd\u529b\u3002<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c811edeea59fb32afafe40476707df65.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c811edeea59fb32afafe40476707df65.png\"><\/a><\/section>\n<section>\u7ed3\u679c\u663e\u793a\uff0cMarco-o1 \u5728 MGSM\uff08\u82f1\u6587\uff09\u6570\u636e\u96c6\u4e0a\u7684\u51c6\u786e\u7387\u63d0\u9ad8\u4e86 6.17%\uff0c\u5728 MGSM\uff08\u4e2d\u6587\uff09\u6570\u636e\u96c6\u4e0a\u7684\u51c6\u786e\u7387\u63d0\u9ad8\u4e86 5.60%\uff0c\u5c55\u793a\u4e86\u66f4\u5f3a\u7684\u63a8\u7406\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section>\u5728\u7ffb\u8bd1\u4efb\u52a1\u4e2d\uff0c\u5b9e\u9a8c\u8fd8\u8bc1\u660e Marco-o1 \u5728\u7ffb\u8bd1\u4fda\u8bed\u8868\u8fbe\u65b9\u9762\u8868\u73b0\u51fa\u8272\u3002\u4f8b\u5982\uff0c\u8be5\u6a21\u578b\u6b63\u786e\u5730\u5c06\u4e2d\u6587\u4e2d\u5b57\u9762\u610f\u601d\u4e3a\u300c\u8fd9\u53ea\u978b\u7ed9\u4eba\u4e00\u79cd\u8e29\u5c4e\u611f\u300d\u7684\u4fd7\u8bed\u7ffb\u8bd1\u6210\u4e86\u82f1\u6587\u300cThis shoe has a comfortable sole\u300d\uff08\u8fd9\u53ea\u978b\u7684\u978b\u5e95\u5f88\u8212\u670d\uff09\uff0c\u8bc1\u660e\u4e86\u5b83\u5bf9\u4fd7\u8bed\u7ec6\u5fae\u5dee\u522b\u7684\u7cbe\u51c6\u628a\u63e1\u3002<\/section>\n<section><\/section>\n<section><strong>\u57fa\u4e8e MCTS \u7684\u89e3\u7a7a\u95f4\u6269\u5c55<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e833217d4553a44e214353c26b51176a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e833217d4553a44e214353c26b51176a.png\"><\/a><\/section>\n<section>\u8be5\u7814\u7a76\u5c06 LLM \u4e0e MCTS \u96c6\u6210\u5728\u4e00\u8d77\uff0c\u4ee5\u589e\u5f3a Marco-o1 \u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u8282\u70b9\u662f\u63a8\u7406\u72b6\u6001\uff1a\u5728 MCTS \u6846\u67b6\u4e2d\uff0c\u6bcf\u4e2a\u8282\u70b9\u4ee3\u8868\u89e3\u51b3\u95ee\u9898\u8fc7\u7a0b\u7684\u63a8\u7406\u72b6\u6001\uff1b<\/section>\n<\/li>\n<li>\n<section>\u52a8\u4f5c\u4f5c\u4e3a LLM \u8f93\u51fa\uff1a\u8282\u70b9\u53ef\u80fd\u6267\u884c\u7684\u52a8\u4f5c\u662f LLM \u751f\u6210\u7684\u8f93\u51fa\u3002\u8fd9\u4e9b\u8f93\u51fa\u4ee3\u8868\u63a8\u7406\u94fe\u4e2d\u7684\u6f5c\u5728 step \u6216 mini-step\uff1b<\/section>\n<\/li>\n<li>\n<section>Rollout \u548c\u5956\u52b1\u8ba1\u7b97\uff1a\u5728 rollout \u9636\u6bb5\uff0cLLM \u7ee7\u7eed\u63a8\u7406\u8fc7\u7a0b\u76f4\u81f3\u7ec8\u6b62\u72b6\u6001\uff1b<\/section>\n<\/li>\n<li>\n<section>\u6307\u5bfc MCTS\uff1a\u5956\u52b1\u5206\u6570 R \u7528\u4e8e\u8bc4\u4f30\u548c\u9009\u62e9 MCTS \u4e2d\u7684\u6709\u5e0c\u671b\u7684\u8def\u5f84\uff0c\u4ece\u800c\u6709\u6548\u5730\u5f15\u5bfc\u641c\u7d22\u8d70\u5411\u66f4\u7f6e\u4fe1\u3001\u66f4\u53ef\u9760\u7684\u63a8\u7406\u94fe\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u6b64\u5916\uff0c\u8be5\u7814\u7a76\u901a\u8fc7\u8ba1\u7b97\u7f6e\u4fe1\u5ea6\u5f97\u5206\u6765\u83b7\u5f97\u6bcf\u4e2a\u72b6\u6001\u7684\u503c\u3002\u5bf9\u4e8e\u6700\u7ec8\u7ed3\u679c\u7684\u6bcf\u4e2a token t_i\uff0c\u4f5c\u8005\u901a\u8fc7\u5c06 softmax \u51fd\u6570\u5e94\u7528\u4e8e\u5176\u5bf9\u6570\u6982\u7387\u548c\u524d 5 \u4e2a\u66ff\u4ee3 token \u7684\u5bf9\u6570\u6982\u7387\u6765\u8ba1\u7b97\u5176\u7f6e\u4fe1\u5ea6\u5f97\u5206\u3002\u8fd9\u7531\u4ee5\u4e0b\u516c\u5f0f\u7ed9\u51fa\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-51a06e68b27401bb50c5cafeede2bdd3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-51a06e68b27401bb50c5cafeede2bdd3.png\"><\/a><\/section>\n<section>\u5728\u83b7\u5f97\u6700\u7ec8\u7ed3\u679c\u7684\u6240\u6709 token \u7684\u7f6e\u4fe1\u5ea6\u5f97\u5206\u540e\uff0c\u7136\u540e\u8ba1\u7b97\u6240\u6709 token \u7684\u5e73\u5747\u7f6e\u4fe1\u5ea6\u5f97\u5206\uff0c\u4ece\u800c\u5f97\u51fa\u603b\u5956\u52b1\u5f97\u5206\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e348aa93ccbed008b587b2b8c8c855e5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e348aa93ccbed008b587b2b8c8c855e5.png\"><\/a><\/section>\n<section>\u6b64\u5e73\u5747\u503c\u4f5c\u4e3a\u5956\u52b1\u4fe1\u53f7\uff0c\u7528\u4e8e\u8bc4\u4f30\u63a8\u7406\u8def\u5f84\u7684\u8d28\u91cf\u3002\u8f83\u9ad8\u7684 v \u8868\u793a\u66f4\u7f6e\u4fe1\u4e14\u66f4\u51c6\u786e\u7684\u63a8\u7406\u8def\u5f84\u3002<\/section>\n<section><\/section>\n<section>\u901a\u8fc7\u91c7\u7528\u8fd9\u79cd\u65b9\u6cd5\uff0c\u8be5\u7814\u7a76\u6709\u6548\u5730\u6269\u5c55\u4e86\u89e3\u7a7a\u95f4\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u63a2\u7d22\u5927\u91cf\u63a8\u7406\u8def\u5f84\u5e76\u6839\u636e\u8ba1\u7b97\u51fa\u7684\u7f6e\u4fe1\u5ea6\u5206\u6570\u9009\u62e9\u6700\u53ef\u80fd\u7684\u8def\u5f84\u3002<\/section>\n<section><\/section>\n<section><strong>\u63a8\u7406\u52a8\u4f5c\u7b56\u7565<\/strong><\/section>\n<section><\/section>\n<section><strong>\u52a8\u4f5c\u9009\u62e9<\/strong><\/section>\n<section><\/section>\n<section>\u8be5\u7814\u7a76\u89c2\u5bdf\u5230\u4f7f\u7528\u52a8\u4f5c\u4f5c\u4e3a MCTS \u641c\u7d22\u7684\u7c92\u5ea6\u76f8\u5bf9\u7c97\u7cd9\uff0c\u5bfc\u81f4\u6a21\u578b\u7ecf\u5e38\u5ffd\u7565\u5bf9\u89e3\u51b3\u590d\u6742\u95ee\u9898\u81f3\u5173\u91cd\u8981\u7684\u7ec6\u5fae\u63a8\u7406\u8def\u5f84\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u8be5\u7814\u7a76\u63a2\u7d22\u4e86 MCTS \u641c\u7d22\u4e2d\u7684\u4e0d\u540c\u7c92\u5ea6\u7ea7\u522b\u3002<\/section>\n<section><\/section>\n<section>\u6700\u521d\uff0c\u4ed6\u4eec\u4f7f\u7528 step \u4f5c\u4e3a\u641c\u7d22\u5355\u4f4d\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u6269\u5c55\u6a21\u578b\u7684\u641c\u7d22\u7a7a\u95f4\u5e76\u589e\u5f3a\u5176\u89e3\u51b3\u95ee\u9898\u7684\u80fd\u529b\uff0c\u4f5c\u8005\u5c1d\u8bd5\u5c06\u8fd9\u4e9b step \u5206\u6210\u5305\u542b 64 \u6216 32 \u4e2a token \u8f83\u5c0f\u7684\u5355\u5143\uff0c\u79f0\u4e3a mini-step\u3002\u8fd9\u79cd\u66f4\u52a0\u7cbe\u7ec6\u7684\u7c92\u5ea6\u5141\u8bb8\u6a21\u578b\u66f4\u8be6\u7ec6\u5730\u63a2\u7d22\u63a8\u7406\u8def\u5f84\u3002<\/section>\n<section><\/section>\n<section>\u7136\u800c\uff0c\u867d\u7136 token \u7ea7\u641c\u7d22\u5728\u7406\u8bba\u4e0a\u63d0\u4f9b\u4e86\u6700\u5927\u7684\u7075\u6d3b\u6027\u548c\u7c92\u5ea6\uff0c\u4f46\u7531\u4e8e\u9700\u8981\u5927\u91cf\u7684\u8ba1\u7b97\u8d44\u6e90\uff0c\u4ee5\u53ca\u8bbe\u8ba1\u8fd9\u4e00\u7ea7\u522b\u7684\u6709\u6548\u5956\u52b1\u6a21\u578b\u6311\u6218\u5de8\u5927\uff0c\u56e0\u6b64\u76ee\u524d\u5b83\u662f\u4e0d\u5207\u5b9e\u9645\u7684\u3002<\/section>\n<section><\/section>\n<section>\u5b9e\u9a8c\u4e2d\uff0c\u8be5\u7814\u7a76\u5728 MCTS \u6846\u67b6\u5185\u5b9e\u65bd\u4e86\u4ee5\u4e0b\u7b56\u7565\uff1a<\/section>\n<section><\/section>\n<section>Step \u4f5c\u4e3a\u52a8\u4f5c\uff1a\u5141\u8bb8\u6a21\u578b\u751f\u6210\u5b8c\u6574\u7684\u63a8\u7406 step \u4f5c\u4e3a\u52a8\u4f5c\u3002\u6bcf\u4e2a MCTS \u8282\u70b9\u4ee3\u8868\u4e00\u4e2a\u5b8c\u6574\u7684\u601d\u7ef4\u6216\u52a8\u4f5c\u6807\u7b7e\u3002\u8fd9\u79cd\u65b9\u6cd5\u53ef\u4ee5\u5b9e\u73b0\u6709\u6548\u7684\u63a2\u7d22\uff0c\u4f46\u53ef\u80fd\u4f1a\u9519\u8fc7\u89e3\u51b3\u590d\u6742\u95ee\u9898\u6240\u5fc5\u9700\u7684\u66f4\u7ec6\u7c92\u5ea6\u7684\u63a8\u7406\u8def\u5f84\u3002<\/section>\n<section><\/section>\n<section>Mini-step \u4f5c\u4e3a\u52a8\u4f5c\uff1a\u4f7f\u7528 mini-step\uff0832 \u6216 64 \u4e2a token\uff09\u4f5c\u4e3a\u52a8\u4f5c\u3002\u8fd9\u79cd\u66f4\u7ec6\u7684\u7c92\u5ea6\u6269\u5c55\u4e86\u89e3\u7a7a\u95f4\uff0c\u5e76\u901a\u8fc7\u5728\u641c\u7d22\u8fc7\u7a0b\u4e2d\u8003\u8651\u66f4\u7ec6\u5fae\u7684 step \u6765\u63d0\u9ad8\u6a21\u578b\u5904\u7406\u590d\u6742\u63a8\u7406\u4efb\u52a1\u7684\u80fd\u529b\u3002\u901a\u8fc7\u5728\u8fd9\u4e2a\u7ea7\u522b\u63a2\u7d22\u89e3\u7a7a\u95f4\uff0c\u6a21\u578b\u53ef\u4ee5\u66f4\u597d\u5730\u627e\u5230\u53ef\u80fd\u88ab\u66f4\u5927\u7684\u52a8\u4f5c\u5355\u5143\u5ffd\u7565\u7684\u6b63\u786e\u7b54\u6848\u3002<\/section>\n<section><\/section>\n<section><strong>\u601d\u8003\u540e\u8fdb\u884c\u53cd\u601d<\/strong><\/section>\n<section><\/section>\n<section>\u4f5c\u8005\u8fd8\u5f15\u5165\u4e86\u53cd\u601d\u673a\u5236\uff0c\u901a\u8fc7\u5728\u6bcf\u4e2a\u601d\u8003\u8fc7\u7a0b\u7684\u672b\u5c3e\u6dfb\u52a0\u77ed\u8bed\u300cWait! Maybe I made some mistakes! I need to rethink from scratch\u3002\u300d \u8fd9\u63d0\u793a\u6a21\u578b\u81ea\u6211\u53cd\u601d\u5e76\u91cd\u65b0\u8bc4\u4f30\u5176\u63a8\u7406\u6b65\u9aa4\u3002\u5b9e\u65bd\u8fd9\u79cd\u53cd\u601d\u673a\u5236\u5df2\u7ecf\u5e26\u6765\u4e86\u663e\u8457\u7684\u6539\u8fdb\uff0c\u7279\u522b\u662f\u5728\u539f\u59cb\u6a21\u578b\u6700\u521d\u65e0\u6cd5\u6b63\u786e\u89e3\u51b3\u7684\u56f0\u96be\u95ee\u9898\u4e0a\u3002\u52a0\u4e0a\u53cd\u601d\uff0c\u8fd9\u4e9b\u5177\u6709\u6311\u6218\u6027\u7684\u95ee\u9898\u5927\u7ea6\u6709\u4e00\u534a\u5f97\u5230\u4e86\u6b63\u786e\u7684\u56de\u7b54\u3002<\/section>\n<section><\/section>\n<section>\u4ece\u81ea\u6211\u6279\u8bc4\u7684\u89d2\u5ea6\u6765\u770b\uff0c\u8fd9\u79cd\u65b9\u6cd5\u4f7f\u6a21\u578b\u80fd\u591f\u5145\u5f53\u81ea\u5df1\u7684\u6279\u8bc4\u8005\uff0c\u8bc6\u522b\u5176\u63a8\u7406\u4e2d\u7684\u6f5c\u5728\u9519\u8bef\u3002\u901a\u8fc7\u660e\u786e\u5730\u63d0\u793a\u6a21\u578b\u8d28\u7591\u5176\u521d\u6b65\u7ed3\u8bba\uff0c\u5956\u52b1\u6a21\u578b\u91cd\u65b0\u8868\u8fbe\u548c\u5b8c\u5584\u5176\u601d\u7ef4\u8fc7\u7a0b\u3002\u8fd9\u79cd\u81ea\u6211\u6279\u8bc4\u673a\u5236\u5229\u7528\u4e86\u6a21\u578b\u68c0\u6d4b\u81ea\u8eab\u8f93\u51fa\u4e2d\u7684\u4e0d\u4e00\u81f4\u6027\u6216\u9519\u8bef\u7684\u80fd\u529b\uff0c\u4ece\u800c\u5f97\u5230\u66f4\u51c6\u786e\u3001\u66f4\u53ef\u9760\u7684\u89e3\u51b3\u65b9\u6848\u3002\u53cd\u601d\u6b65\u9aa4\u5145\u5f53\u4e86\u4e00\u4e2a\u5185\u90e8\u53cd\u9988\u5faa\u73af\uff0c\u589e\u5f3a\u4e86\u6a21\u578b\u5728\u6ca1\u6709\u5916\u90e8\u5e72\u9884\u7684\u60c5\u51b5\u4e0b\u81ea\u6211\u7ea0\u6b63\u7684\u80fd\u529b\u3002\u00a0<\/section>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c\u53ca\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section>\u4f5c\u8005\u57fa\u4e8e Qwen2-7B-Instruct\uff0c\u5e76\u5728\u8bad\u7ec3\u6570\u636e\u4e0a\u8fdb\u884c\u4e86 SFT\uff0c\u5f97\u5230 Marco-o1-CoT\u3002\u6b64\u5916\uff0c\u4f5c\u8005\u5728 MCTS\uff08\u8499\u7279\u5361\u7f57\u6811\u641c\u7d22\uff09\u6846\u67b6\u4e2d\u4f7f\u7528\u4e86 Marco-o1-CoT\uff0c\u901a\u8fc7\u52a8\u4f5c\u6765\u533a\u5206\uff1a\u00a0<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>Marco-o1-MCTS (step)\uff1a\u4f7f\u7528\u6bcf\u4e2a\u63a8\u7406 step \u4f5c\u4e3a\u4e00\u4e2a\u52a8\u4f5c\uff08step\uff09\uff1b<\/section>\n<\/li>\n<li>\n<section>Marco-o1-MCTS (mini-step of 64 tokens)\uff1a\u4f7f\u7528 64 \u4e2a token \u7684 mini-step \u4f5c\u4e3a\u4e00\u4e2a\u52a8\u4f5c\uff0864 \u4e2a token\uff09\uff1b<\/section>\n<\/li>\n<li>\n<section>Marco-o1-MCTS (mini-step of 32 tokens)\uff1a\u4f7f\u7528 32 \u4e2a token \u7684 mini-step \u4f5c\u4e3a\u4e00\u4e2a\u52a8\u4f5c\uff0832 \u4e2a token\uff09\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u6d4b\u8bd5\u8fc7\u7a0b\u4e2d\uff0c\u6bcf\u4e2a\u6a21\u578b\u90fd\u4f7f\u7528\u4e86 CoT \u63d0\u793a\u6765\u786e\u4fdd\u63a8\u7406\u8fc7\u7a0b\u7684\u4e00\u81f4\u6027\u3002<\/section>\n<section><\/section>\n<section>\u7ed3\u679c\u8868\u660e\uff1a\u5728 MGSM-en \u6570\u636e\u96c6\u4e2d\uff0cMarco-o1-CoT \u6bd4 Qwen2-7B-Instruct \u8868\u73b0\u4f18\u5f02\uff0c\u5982\u56fe 4 \u6240\u793a\uff0c\u8fd9\u662f\u7531\u4e8e\u4f7f\u7528\u4e86\u82f1\u6587 CoT \u6570\u636e\u8fdb\u884c\u4e86\u5fae\u8c03\u3002\u7136\u800c\uff0c\u5728 MGSM-zh \u6570\u636e\u96c6\u4e2d\uff0cMarco-o1-CoT \u7684\u8868\u73b0\u4e0e Qwen2-7B-Instruct \u76f8\u6bd4\u6709\u6240\u4e0b\u964d\u3002\u8fd9\u79cd\u4e0b\u964d\u5f52\u56e0\u4e8e\u7528\u4e8e\u5fae\u8c03\u7684 CoT \u6570\u636e\u662f\u82f1\u6587\u7684\uff0c\u8fd9\u53ef\u80fd\u65e0\u6cd5\u6709\u6548\u5730\u8fc1\u79fb\u5230\u4e2d\u6587\u6570\u636e\u4e2d\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-6bc358f0b119b756095b9bd989e9c250.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-6bc358f0b119b756095b9bd989e9c250.png\"><\/a><\/section>\n<section>\u8fd9\u4e09\u4e2a\u7ecf\u8fc7 MCTS \u589e\u5f3a\u7684\u6a21\u578b\u8868\u73b0\u51fa\u6bd4 Marco-o1-CoT \u66f4\u597d\u7684\u6539\u8fdb\uff0c\u8868\u660e\u878d\u5165 MCTS \u6709\u52a9\u4e8e\u6269\u5c55\u6a21\u578b\u7684\u89e3\u7a7a\u95f4\uff0c\u5e76\u589e\u52a0\u83b7\u5f97\u6b63\u786e\u7b54\u6848\u7684\u6982\u7387\u3002\u7136\u800c\uff0c\u7531\u4e8e\u672c\u6587\u4f7f\u7528\u7f6e\u4fe1\u5ea6\u5f97\u5206\u4f5c\u4e3a\u5956\u52b1\uff0c\u6811\u641c\u7d22\u7ed3\u679c\u663e\u793a\u51fa\u663e\u8457\u7684\u968f\u673a\u6027\u3002<\/section>\n<section><\/section>\n<section>\u5728 MGSM-en \u4e2d\uff0cstep \u4f5c\u4e3a\u52a8\u4f5c\u7b56\u7565\u8868\u73b0\u6700\u597d\uff0c\u800c\u5728 MGSM-zh \u4e2d\uff0cmini-step \u4f5c\u4e3a\u52a8\u4f5c\uff0832\uff09\u7b56\u7565\u4ea7\u751f\u4e86\u6700\u9ad8\u7684\u51c6\u786e\u6027\u3002\u76ee\u524d\uff0c\u5982\u56fe 4\u30015 \u548c 6 \u6240\u793a\uff0c\u4f5c\u8005\u8fd8\u65e0\u6cd5\u5f97\u51fa\u54ea\u79cd\u52a8\u4f5c\u7b56\u7565\u66f4\u4f18\u7684\u660e\u786e\u7ed3\u8bba\u3002\u4f46\u7814\u7a76\u8005\u76f8\u4fe1\uff0c\u968f\u7740\u5956\u52b1\u53d8\u5f97\u66f4\u51c6\u786e\uff0cMCTS \u63d0\u4f9b\u7684\u66f4\u5927\u89e3\u7a7a\u95f4\u5c06\u5c55\u73b0\u51fa\u66f4\u5927\u7684\u6f5c\u529b\u3002\u00a0<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-b070d57eced98df6d07e1c83e8149a20.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-b070d57eced98df6d07e1c83e8149a20.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-af17e63bbb9293a84feeeda307563208.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-af17e63bbb9293a84feeeda307563208.png\"><\/a><\/section>\n<section>\u5982\u56fe 7\u30018 \u548c 9 \u6240\u793a\uff0cMarco-o1 \u5728\u5904\u7406\u590d\u6742\u7ffb\u8bd1\u4efb\u52a1\uff08\u5c24\u5176\u662f\u53e3\u8bed\u548c\u4fda\u8bed\uff09\u4e0a\u5177\u6709\u9ad8\u7ea7\u7406\u89e3\u548c\u63a8\u7406\u80fd\u529b\uff0c\u4f18\u4e8e Google \u7ffb\u8bd1\u7b49\u6807\u51c6\u7ffb\u8bd1\u5de5\u5177\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-364f4955928509ebb07a7d4c8c57efbb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-364f4955928509ebb07a7d4c8c57efbb.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e62a96133f17e5f9ad412a4f5e2ac2c0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e62a96133f17e5f9ad412a4f5e2ac2c0.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-de2314d70f6bdd84a70348763419b072.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-de2314d70f6bdd84a70348763419b072.png\"><\/a><\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-23-3\" target=\"_blank\">\u963f\u91cc\u56fd\u9645\u7248o1\u6765\u4e86\uff0cMarco-o1\uff1a\u805a\u7126\u5f00\u653e\u5f0f\u95ee\u9898\u63a8\u7406<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u963f\u91cc\u56fd\u9645\u7248o1\u6765\u4e86\uff0cM 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