{"id":38132,"date":"2025-02-10T20:00:55","date_gmt":"2025-02-10T12:00:55","guid":{"rendered":"https:\/\/17aitech.com\/?p=38132"},"modified":"2025-02-10T20:00:55","modified_gmt":"2025-02-10T12:00:55","slug":"%e5%b0%86%e9%9b%86%e4%bd%93%e5%ad%a6%e4%b9%a0%e5%bc%95%e5%85%a5%e6%a0%91%e6%90%9c%e7%b4%a2%ef%bc%8c%e6%96%b0%e6%96%b9%e6%b3%95comcts%e5%ae%9e%e7%8e%b0o1-like%e7%9a%84%e6%8e%a8%e7%90%86%e4%b8%8e","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=38132","title":{"rendered":"\u5c06\u96c6\u4f53\u5b66\u4e60\u5f15\u5165\u6811\u641c\u7d22\uff0c\u65b0\u65b9\u6cd5CoMCTS\u5b9e\u73b0o1-like\u7684\u63a8\u7406\u4e0e\u53cd\u601d"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-07-6\" target=\"_blank\">\u5c06\u96c6\u4f53\u5b66\u4e60\u5f15\u5165\u6811\u641c\u7d22\uff0c\u65b0\u65b9\u6cd5CoMCTS\u5b9e\u73b0o1-like\u7684\u63a8\u7406\u4e0e\u53cd\u601d<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-088b9d2d5837fdfaa1adcfe5bed89b74.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-088b9d2d5837fdfaa1adcfe5bed89b74.png\"><\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\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<\/p>\n<\/section>\n<\/blockquote>\n<p>\u201cWhat I cannot create, I do not understand.\u201d&#8212;Richard Feynman<\/p>\n<p>\u5c3d\u7ba1\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08MLLM\uff09\u5728\u7b80\u5355\u4efb\u52a1\u4e0a\u6700\u8fd1\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\uff0c\u4f46\u5728\u590d\u6742\u63a8\u7406\u4efb\u52a1\u4e2d\u8868\u73b0\u4ecd\u7136\u4e0d\u4f73\u3002\u8d39\u66fc\u7684\u683c\u8a00\u53ef\u80fd\u662f\u8fd9\u79cd\u73b0\u8c61\u7684\u5b8c\u7f8e\u9690\u55bb\uff1a\u53ea\u6709\u638c\u63e1\u63a8\u7406\u8fc7\u7a0b\u7684\u6bcf\u4e00\u6b65\uff0c\u624d\u80fd\u771f\u6b63\u89e3\u51b3\u95ee\u9898\u3002\u7136\u800c\uff0c\u5f53\u524d\u7684 MLLM \u66f4\u64c5\u957f\u76f4\u63a5\u751f\u6210\u7b80\u77ed\u7684\u6700\u7ec8\u7b54\u6848\uff0c\u7f3a\u4e4f\u4e2d\u95f4\u63a8\u7406\u80fd\u529b\u3002\u672c\u7bc7\u6587\u7ae0\u65e8\u5728\u5f00\u53d1\u4e00\u79cd\u901a\u8fc7\u5b66\u4e60\u521b\u9020\u63a8\u7406\u8fc7\u7a0b\u4e2d\u6bcf\u4e2a\u4e2d\u95f4\u6b65\u9aa4\u76f4\u81f3\u6700\u7ec8\u7b54\u6848\u7684 MLLM\uff0c\u4ee5\u5b9e\u73b0\u95ee\u9898\u7684\u6df1\u5165\u7406\u89e3\u4e0e\u89e3\u51b3\u3002<\/p>\n<p>\u6700\u8fd1\uff0cNLP \u9886\u57df\u7684\u7a81\u7834\uff0c\u5982 OpenAI o1\uff0c\u5c55\u793a\u4e86 LLM \u7684\u63a8\u7406\u80fd\u529b\u5e76\u5e94\u5bf9\u590d\u6742\u8bed\u8a00\u4efb\u52a1\u7684\u5de8\u5927\u6f5c\u529b\u3002\u8fd9\u4e9b\u8fdb\u5c55\u7684\u6838\u5fc3\u8bbe\u8ba1\u7075\u611f\u6e90\u4e8e\u7c7b\u4f3c AlphaGo \u7684 \u201c\u6811\u641c\u7d22\u201d \u65b9\u6cd5\uff1a\u901a\u8fc7\u4f7f\u7528 MCTS \u7b49\u6811\u641c\u7d22\u65b9\u6cd5\uff0c\u81ea\u5f15\u5bfc\u5730\u6784\u5efa\u4e2d\u95f4\u601d\u7ef4\u6811\uff0c\u63a2\u7d22\u6709\u6548\u7684\u63a8\u7406\u8def\u5f84\uff0c\u5e76\u5229\u7528\u8fd9\u4e9b\u8def\u5f84\u5bf9\u6a21\u578b\u8fdb\u884c\u8bad\u7ec3\uff0c\u4ece\u800c\u5b9e\u73b0\u9010\u6b65\u63a8\u7406\u80fd\u529b\u7684\u63d0\u5347\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-5bb3da262bb92eb974508d5d5592298d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-5bb3da262bb92eb974508d5d5592298d.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 1. \uff08a\uff09CoMCTS \u641c\u7d22\u6709\u6548\u6027\u548c\u6548\u7387\u6bd4\u8f83\u3002\uff08b\uff09\u57fa\u4e8e CoMCTS \u6570\u636e\u8bad\u7ec3\u7684 Mulberry \u6a21\u578b\u5c55\u73b0\u4e86\u5353\u8d8a\u7684\u63a8\u7406\u6027\u80fd\u3002<\/sup><\/em><\/p>\n<p>\u4e00\u4e2a\u76f4\u89c2\u7684\u60f3\u6cd5\u662f\u76f4\u63a5\u5c06\u6811\u641c\u7d22\u65b9\u6cd5\u5e94\u7528\u4e8e MLLM \u7684\u6709\u6548\u63a8\u7406\u8def\u5f84\u641c\u7d22\uff0c\u4f46\u8fd9\u79cd\u65b9\u6cd5\u6548\u679c\u5e76\u4e0d\u597d\uff0c\u5982\u56fe 1 \u6240\u793a\u3002\u4e3b\u8981\u539f\u56e0\u5728\u4e8e\uff1a<\/p>\n<p>\uff081\uff09\u641c\u7d22\u6709\u6548\u6027\uff1a\u4f20\u7edf\u7684 MCTS \u65b9\u6cd5\u4f9d\u8d56\u81ea\u6211\u5f15\u5bfc\uff0c\u800c\u5f53\u524d\u7684 MLLMs \u8bad\u7ec3\u65f6\u6ca1\u6709\u660e\u786e\u4e14\u5b9a\u4e49\u826f\u597d\u7684\u4e2d\u95f4\u63a8\u7406\u6b65\u9aa4\uff0c\u5bfc\u81f4\u641c\u7d22\u9677\u5165\u5355\u4e00 MLLM \u63a8\u7406\u7a7a\u95f4\u7684\u4f4e\u8d28\u91cf\u540c\u8d28\u8282\u70b9\uff0c\u964d\u4f4e\u641c\u7d22\u6210\u529f\u7387\u3002<\/p>\n<p>\uff082\uff09\u641c\u7d22\u6548\u7387\uff1a\u4f20\u7edf MCTS \u65b9\u6cd5\u6bcf\u6b21\u641c\u7d22\u8fed\u4ee3\u901a\u5e38\u4ec5\u6269\u5c55\u548c\u63a2\u7d22\u4e00\u4e2a\u540e\u7eed\u63a8\u7406\u8282\u70b9\uff0c\u6bcf\u6b21\u524d\u8fdb\u4e00\u6b65\uff0c\u9700\u8981\u5927\u91cf\u8fed\u4ee3\uff0c\u4f7f\u7528 MLLM \u8fdb\u884c\u63a8\u7406\u8fdb\u4e00\u6b65\u589e\u52a0\u4e86\u8ba1\u7b97\u590d\u6742\u5ea6\u3002<\/p>\n<p>\u4e3a\u89e3\u51b3\u4e0a\u8ff0\u6311\u6218\uff0c\u672c\u6587\u63d0\u51fa\u4e86<strong>\u96c6\u4f53\u8499\u7279\u5361\u7f57\u6811\u641c\u7d22\uff08Collective Monte Carlo Tree Search, CoMCTS\uff09\uff0c\u8fd9\u662f\u4e00\u79cd\u65b0\u7684\u5b66\u4e60\u63a8\u7406\u65b9\u6cd5\uff0c\u901a\u8fc7\u5c06\u96c6\u4f53\u5b66\u4e60\u5f15\u5165 \u201c\u6811\u641c\u7d22\u201d\uff0c\u5b9e\u73b0\u6709\u6548\u4e14\u9ad8\u6548\u7684\u63a8\u7406\u8def\u5f84\u641c\u7d22\u4e0e\u5b66\u4e60<\/strong>\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-378fa18e0de8f2c79f4924adfce63026.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-378fa18e0de8f2c79f4924adfce63026.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u8bba\u6587\uff1a\u300aMulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search\u300b<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2412.18319<\/section>\n<\/li>\n<li>\n<section>\u4ee3\u7801\u94fe\u63a5\uff1ahttps:\/\/github.com\/HJYao00\/Mulberry<\/section>\n<\/li>\n<\/ul>\n<p>CoMCTS \u641c\u7d22\u7684\u4f18\u52bf\u5728\u4e8e\uff1a<\/p>\n<p>\uff081\uff09\u8054\u5408\u6269\u5c55\u591a\u4e2a MLLM \u7684\u63a8\u7406\u8def\u5f84\uff0c\u652f\u6301\u8de8\u6a21\u578b\u534f\u540c\u63a8\u7406\uff0c\u907f\u514d\u5355\u4e00\u6a21\u578b\u9677\u5165\u540c\u8d28\u5316\u4f4e\u8d28\u91cf\u8282\u70b9\u3002<\/p>\n<p>\uff082\uff09\u8054\u5408\u6a21\u62df\u4e0e\u9519\u8bef\u5b9a\u4f4d\u673a\u5236\u8df3\u8fc7\u53cd\u590d\u4e2d\u95f4\u6b65\u9aa4\u751f\u6210\u3001\u96c6\u4f53\u77e5\u8bc6\u5e2e\u52a9\u66f4\u51c6\u786e\u5730\u8bc6\u522b\u9519\u8bef\uff0c\u63d0\u5347\u641c\u7d22\u6548\u7387\u4e0e\u6548\u679c\u3002<\/p>\n<p>\u6b64\u5916\uff0cCoMCTS \u4e5f\u901a\u8fc7\u7ed3\u5408\u6b63\u8d1f\u63a8\u7406\u8282\u70b9\u6784\u5efa\u53cd\u601d\u63a8\u7406\u6570\u636e\uff0c\u4f7f\u5f97 MLLM \u53ef\u5728\u957f\u94fe\u8def\u63a8\u7406\u4e2d\u8fdb\u884c\u9010\u6b65\u53cd\u601d\u3002\u6700\u7ec8\uff0c\u901a\u8fc7 CoMCTS\uff0c\u672c\u6587\u6784\u5efa\u4e86\u901a\u8fc7\u9010\u6b65\u63a8\u7406\u6570\u636e\u96c6 Mulberry-260K\uff0c\u8bad\u7ec3\u4e86\u4e00\u7cfb\u5217 Mulberry \u6a21\u578b\uff0c\u5728 8 \u4e2a benchmark \u4e0a\u53d6\u5f97\u4e86\u660e\u663e\u7684\u63d0\u5347\u3002<\/p>\n<p><strong>\u7814\u7a76\u65b9\u6cd5<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-8b2ffc20da9102b1dfb792caa0d65fa7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-8b2ffc20da9102b1dfb792caa0d65fa7.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 2. CoMCTS \u603b\u89c8\u56fe<\/sup><\/em><\/p>\n<p><strong>CoMCTS \u7684\u63a8\u7406\u8def\u5f84\u641c\u7d22<\/strong><\/p>\n<p>CoMCTSw \u5c06\u96c6\u4f53\u5b66\u4e60\u7684\u6982\u5ff5\u5f15\u5165\u5230\u6811\u641c\u7d22\u4e2d\uff0c\u6838\u5fc3\u601d\u60f3\u662f\u901a\u8fc7\u591a\u4e2a\u6a21\u578b\u7684\u96c6\u4f53\u77e5\u8bc6\u534f\u4f5c\u641c\u7d22\u6709\u6548\u7684\u63a8\u7406\u8282\u70b9\uff0c\u5e76\u901a\u8fc7\u591a\u6b21\u8fed\u4ee3\u6700\u7ec8\u627e\u5230\u6b63\u786e\u7684\u63a8\u7406\u8def\u5f84\u3002<\/p>\n<p>\u5b9a\u4e49\uff1a\u5c06\u4e00\u4e2a\u7b56\u7565 MLLM \u6a21\u578b\u5b9a\u4e49\u4e3a \u03c0\uff0cCoMCTS \u5229\u7528\u4e00\u7ec4\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-1aa57077d8327cf856d294feb02805ef.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-1aa57077d8327cf856d294feb02805ef.png\"><\/a>\u5171\u540c\u641c\u7d22\u5e76\u5b66\u4e60\u6709\u6548\u7684\u63a8\u7406\u8def\u5f84\u3002\u5bf9\u4e8e\u8f93\u5165 Q = {\u6587\u672c\uff0c\u56fe\u50cf}\uff0c\u6bcf\u6b21\u8fed\u4ee3\u4e2d\uff0c\u6bcf\u4e2a\u6a21\u578b \u03c0 \u751f\u6210\u4e00\u7cfb\u5217\u4e2d\u95f4\u63a8\u7406\u72b6\u6001<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-97c0791229e10e2696bcb6a144e39be2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-97c0791229e10e2696bcb6a144e39be2.png\"><\/a>\uff0c\u76f4\u5230\u6700\u7ec8\u7b54\u6848\u3002\u7b2c m \u6b65\u7684\u4e2d\u95f4\u63a8\u7406\u72b6\u6001\u5b9a\u4e49\u4e3a <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-f3cb97e276c90909c309d3089a31e4e2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-f3cb97e276c90909c309d3089a31e4e2.png\"><\/a>\uff0c\u6a21\u578b <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c86e36a17176f246f3586375a2fa84df.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c86e36a17176f246f3586375a2fa84df.png\"><\/a>\u5728\u7b2c m \u6b65\u751f\u6210\u72b6\u6001\u4e3a <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-9c253acf29f2015c6f4919366946c2c9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-9c253acf29f2015c6f4919366946c2c9.png\"><\/a>\uff0c\u6bcf\u6b65\u7531\u4e00\u4e2a\u6216\u591a\u4e2a\u53e5\u5b50\u7ec4\u6210\u3002<\/p>\n<p>CoMCTS \u7b97\u6cd5\u4ece\u6839\u8282\u70b9\u5f00\u59cb\uff0c\u901a\u8fc7\u4e00\u5b9a\u6b21\u6570\u7684\u8fed\u4ee3\u8fdb\u884c\u63a8\u7406\u8def\u5f84\u641c\u7d22\uff0c\u6bcf\u6b21\u8fed\u4ee3\u5305\u62ec\u56db\u4e2a\u5173\u952e\u64cd\u4f5c\uff1a\uff08a\uff09\u6269\u5c55 Expansion\uff0c\uff08b\uff09\u6a21\u62df\u4e0e\u9519\u8bef\u5b9a\u4f4d Simulation and Error Position\uff0c\uff08c\uff09\u53cd\u5411\u4f20\u64ad Backpropagation\uff0c\u4ee5\u53ca\uff08d\uff09\u9009\u62e9 Selection\uff0c\u5177\u4f53\u8bf4\u660e\u5982\u4e0b\uff1a<\/p>\n<p><strong>\uff08a\uff09\u6269\u5c55\u3002<\/strong>\u6269\u5c55\u5f53\u524d\u53f6\u5b50\u63a8\u7406\u8282\u70b9\uff0c\u6574\u5408\u65b0\u7684\u5019\u9009\u63a8\u7406\u8282\u70b9\u3002\u7ed9\u5b9a\u5f53\u524d\u53f6\u5b50\u8282\u70b9\u00a0<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-cf35dab4cd1a331cab3de9fc0fc66599.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-cf35dab4cd1a331cab3de9fc0fc66599.png\"><\/a>\uff08\u7531\u64cd\u4f5c\uff08d\uff09\u9009\u62e9\u6216\u6839\u8282\u70b9\uff09\uff0cCoMCTS \u5229\u7528\u4e00\u7ec4 MLLM \u7684\u96c6\u4f53\u77e5\u8bc6\uff0c\u534f\u540c\u6269\u5c55\u4e00\u7ec4\u591a\u6837\u4e14\u4e92\u8865\u7684\u5019\u9009\u63a8\u7406\u8def\u5f84 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-84a532cb0fdc5219f6d1d5802f584011.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-84a532cb0fdc5219f6d1d5802f584011.png\"><\/a>\uff0c\u76f4\u5230\u7ec8\u6b62\u8282\u70b9\uff1a<\/p>\n<section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-f65151025e96db7d0020351d987bcf23.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-f65151025e96db7d0020351d987bcf23.png\"><\/a><\/p>\n<\/section>\n<section>\u5176\u4e2d\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-4f5e6aa1bab9de7daef7d6c35f0d8d4d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-4f5e6aa1bab9de7daef7d6c35f0d8d4d.png\"><\/a>\u00a0\u8fd4\u56de\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-07e70d8fafcba63f317190fbabf2d405.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-07e70d8fafcba63f317190fbabf2d405.png\"><\/a> \u7684\u6240\u6709\u7236\u8282\u70b9\uff0c\u800c\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-baa2458410a2a382d0593e23f1eb6258.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-baa2458410a2a382d0593e23f1eb6258.png\"><\/a>\u00a0\u8868\u793a\u4ece\u6839\u8282\u70b9\u5230\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-44fdb920e0b65f17448a2e43ac418c0d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-44fdb920e0b65f17448a2e43ac418c0d.png\"><\/a>\u00a0\u7684\u5f53\u524d\u63a8\u7406\u8def\u5f84\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-198ec237e153852554aa3fb23eb4c506.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-198ec237e153852554aa3fb23eb4c506.png\"><\/a>\u8868\u793a\u7531\u6a21\u578b\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-69a9e7037e044ad4614a8223769319e8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-69a9e7037e044ad4614a8223769319e8.png\"><\/a>\u00a0\u4ece\u00a0\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-965a1ffcd11ee43761ad8b86bd602601.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-965a1ffcd11ee43761ad8b86bd602601.png\"><\/a>\u00a0\u5f00\u59cb\u751f\u6210\u7684\u5019\u9009\u63a8\u7406\u8def\u5f84\u3002<\/section>\n<section><\/section>\n<section><strong>\uff08b\uff09\u6a21\u62df\u4e0e\u9519\u8bef\u5b9a\u4f4d\u3002<\/strong>CoMCTS \u5229\u7528\u591a\u4e2a\u6a21\u578b\u7684\u96c6\u4f53\u77e5\u8bc6\uff0c\u5171\u540c\u6a21\u62df\u5019\u9009\u5b50\u8282\u70b9 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-2bc996943dd2549f51be92b636fa8a56.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-2bc996943dd2549f51be92b636fa8a56.png\"><\/a>\uff08\u5728\u64cd\u4f5c\uff08a\uff09\u4e2d\u6dfb\u52a0\u7684\u8282\u70b9\uff09\u7684\u5019\u9009\u503c\uff0c\u5c06\u4f4e\u5206\u8282\u70b9\u89c6\u4e3a\u9519\u8bef\u63a8\u7406\u8282\u70b9\uff0c\u8fc7\u6ee4\u6389\u7b2c\u4e00\u4e2a\u5c0f\u4e8e\u9608\u503c t \u7684\u8282\u70b9\u53ca\u5176\u4e4b\u540e\u7684\u6240\u6709\u8282\u70b9\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-166e4428c0c5d079f57266165e44e13d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-166e4428c0c5d079f57266165e44e13d.png\"><\/a><\/section>\n<section><strong>\uff08c\uff09\u53cd\u5411\u4f20\u64ad\u3002<\/strong>CoMCTS \u4ece\u53f6\u5b50\u8282\u70b9\u5411\u6839\u8282\u70b9\u8fdb\u884c\u81ea\u5e95\u5411\u4e0a\u7684\u66f4\u65b0\u3002\u63a8\u7406\u6811\u4e2d\u65b0\u6269\u5c55\u8def\u5f84\u4e0a\u7684\u6bcf\u4e2a\u8282\u70b9 s \u90fd\u4f1a\u66f4\u65b0\u5176\u7edf\u8ba1\u4fe1\u606f\uff0c\u5305\u62ec\u8bbf\u95ee\u6b21\u6570 N \u548c\u8282\u70b9\u503c V\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-f094797fa64b7a989d8551453355819e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-f094797fa64b7a989d8551453355819e.png\"><\/a><\/section>\n<section>\u5176\u4e2d\uff0cChild (s) \u8868\u793a\u8282\u70b9 s \u7684\u6240\u6709\u5b50\u8282\u70b9\uff0cCountChild \u8868\u793a\u7528\u4e8e\u8ba1\u7b97\u8282\u70b9 s \u5728\u5019\u9009\u96c6\u4e2d\u7684\u5b50\u8282\u70b9\u6570\u91cf\u7684\u8ba1\u6570\u51fd\u6570\u3002<\/section>\n<section><\/section>\n<section><strong>\uff08d\uff09\u9009\u62e9\u8282\u70b9\u3002<\/strong>CoMCTS \u6839\u636e\u4e0a\u7f6e\u4fe1\u754c\u9650\uff08UCB\uff09\u503c\u904d\u5386\u66f4\u65b0\u540e\u7684\u63a8\u7406\u6811\uff0c\u9009\u62e9 UCB \u503c\u6700\u9ad8\u7684\u5019\u9009\u8282\u70b9 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-2a97afc49bb476831016567c8ac7c5b9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-2a97afc49bb476831016567c8ac7c5b9.png\"><\/a>\u00a0\u4f5c\u4e3a\u4e0b\u4e00\u4e2a\u641c\u7d22\u8fed\u4ee3\u7684\u8d77\u59cb\u8282\u70b9\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-4c4e5238b7f0090e31b5d8e6382123be.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-4c4e5238b7f0090e31b5d8e6382123be.png\"><\/a><\/section>\n<section>\u9488\u5bf9\u6bcf\u4e2a\u95ee\u9898\uff0c\u91cd\u590d\u8fed\u4ee3\u4e0a\u8ff0\u56db\u4e2a\u64cd\u4f5c\uff0c\u76f4\u81f3\u8fbe\u5230\u9884\u5b9a\u6b21\u6570\u6216\u627e\u5230\u6b63\u786e\u7684\u63a8\u7406\u8def\u5f84\u3002CoMCTS \u4e3a\u6bcf\u4e2a\u95ee\u9898\u6784\u5efa\u660e\u786e\u7684\u96c6\u4f53\u63a8\u7406\u6811\uff0c\u5e2e\u52a9 MLLM \u5b66\u4e60\u9010\u6b65\u63a8\u7406\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section><strong>CoMCTS \u4e2d\u7684\u53cd\u601d\u5b66\u4e60<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>CoMCTS \u6784\u5efa\u7684\u63a8\u7406\u6811\u5305\u542b\u4e86\u6b63\u5411\u548c\u8d1f\u5411\u7684\u63a8\u7406\u8282\u70b9\uff0c\u901a\u8fc7\u5c06\u8d1f\u5411\u7684\u5144\u5f1f\u8282\u70b9\u6574\u5408\u8fdb\u6709\u6548\u7684\u63a8\u7406\u8def\u5f84\u4e2d\uff0c\u4ee5\u6784\u5efa\u5305\u542b\u4ece\u8d1f\u5411\u63a8\u7406\u8282\u70b9\u8fc7\u5ea6\u7684\u53cd\u601d\u6027\u63a8\u7406\u8def\u5f84\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u901a\u8fc7\u8bc6\u522b UCB \u5dee\u503c\u6700\u5927\u7684\u5144\u5f1f\u8282\u70b9\u6765\u6784\u5efa\u53cd\u601d\u8def\u5f84\uff0c\u5982\u56fe 2 \u548c\u56fe 3 \u6240\u793a\u3002<\/section>\n<section><em><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-88dcd896d986ac183080c355eca16d29.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-88dcd896d986ac183080c355eca16d29.png\"><\/a><\/p>\n<p><\/em><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 3. CoMCTS \u641c\u7d22\u63a8\u7406\u6811\u793a\u4f8b\u3002<\/sup><\/em><\/section>\n<section><em><br \/><\/em><\/section>\n<section><strong>\u4f7f\u7528\u96c6\u4f53\u8499\u7279\u5361\u7f57\u6811\u641c\u7d22\u8fdb\u884c\u8bad\u7ec3<\/strong><\/section>\n<section><\/section>\n<section>\u901a\u8fc7 CoMCTS \u6784\u5efa\u6709\u6548\u63a8\u7406\u548c\u53cd\u601d\u6027\u63a8\u7406\u6570\u636e\u96c6\uff0c\u5e76\u4f7f\u7528\u96c6\u4f53 SFT \u5bf9\u6a21\u578b\u8fdb\u884c\u8bad\u7ec3\uff0c\u4f7f\u6a21\u578b\u5177\u5907\u9010\u6b65\u63a8\u7406\u4e0e\u53cd\u601d\u80fd\u529b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-0356e0ddaf359919ddc62be52a3ecb22.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-0356e0ddaf359919ddc62be52a3ecb22.png\"><\/a><\/section>\n<section><strong>\u5b9e\u9a8c\u6570\u636e<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section><strong>\u63a8\u7406\u6570\u636e\u7ec4\u6210\uff1a<\/strong>\u4e3a\u4e86\u6784\u5efa\u4e00\u4e2a\u901a\u7528\u7684\u63a8\u7406\u6570\u636e\u96c6\uff0c\u672c\u6587\u4ece\u591a\u4e2a\u9886\u57df\u641c\u96c6\u4e86\u539f\u59cb\u591a\u6a21\u6001\u8f93\u5165\u95ee\u9898\u3002\u5c06\u8fd9\u4e9b\u539f\u59cb\u6570\u636e\u7528 CoMCTS \u65b9\u6cd5\u641c\u7d22\u63a8\u7406\u548c\u53cd\u601d\u8def\u5f84\uff0c\u6700\u7ec8\u5f97\u5230 Mulberry-260K SFT \u6570\u636e\u96c6\u3002<\/section>\n<section><\/section>\n<section><strong>\u63a8\u7406\u6570\u636e\u5206\u5e03\uff1a<\/strong>CoMCTS \u751f\u6210\u7684\u63a8\u7406\u6b65\u9aa4\u5927\u591a\u96c6\u4e2d\u5728 6 \u5230 8 \u6b65\u4e4b\u95f4\uff0c\u7b80\u5355\u4efb\u52a1\u5728 6 \u5230 7 \u6b65\uff0c\u590d\u6742\u4efb\u52a1\u5728 7 \u5230 10 \u6b65\u3002\u7ed3\u679c\u8868\u660e\uff0cCoMCTS \u80fd\u751f\u6210\u7075\u6d3b\u7684\u63a8\u7406\u8def\u5f84\uff0c\u5e2e\u52a9 MLLM \u6839\u636e\u4efb\u52a1\u590d\u6742\u6027\u8c03\u6574\u63a8\u7406\u6df1\u5ea6\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-80d6230e64a9f6084977da4190244112.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-80d6230e64a9f6084977da4190244112.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 4. \u63a8\u7406\u6570\u636e\u7684\u6b65\u9aa4\u957f\u5ea6\u5206\u5e03<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section><strong>\u6027\u80fd\u6bd4\u8f83<\/strong><\/section>\n<section><\/section>\n<section>\uff081\uff09<strong>\u4e0e\u57fa\u51c6\u6a21\u578b\u6bd4\u8f83\u3002<\/strong>\u5b9e\u9a8c\u8868\u660e\uff0cMulberry-260K \u8bad\u7ec3\u7684 Mulberry-7B \u548c Mulberry-11B \u76f8\u6bd4 Qwen2-VL-7B \u548c LLaMA-3.2-11B-Vision-Instruct \u5206\u522b\u63d0\u9ad8\u4e86 + 4.2% \u548c + 7.5%\uff0c\u9a8c\u8bc1\u4e86 CoMCTS \u7684\u6709\u6548\u6027\u3002\u6b64\u5916\uff0cMulberry-260K \u8bad\u7ec3\u7684\u6a21\u578b\u4e5f\u4f7f Qwen2-VL-2B \u548c LLaVA-NeXT-8B \u5206\u522b\u63d0\u5347\u4e86 + 5.4% \u548c + 11.0%\uff0c\u8bc1\u660e\u4e86\u5176\u6cdb\u5316\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section>\uff082\uff09<strong>\u4e0e\u63a8\u7406\u6a21\u578b\u6bd4\u8f83\u3002<\/strong>\u4f7f\u7528 LLaVA-NeXT-8B \u57fa\u51c6\u6a21\u578b\u65f6\uff0cMulberry \u5728 MathVista \u4e0a\u5206\u522b\u6bd4 LLaVA-Reasoner \u548c Insight-V \u63d0\u9ad8\u4e86 + 5.7% \u548c + 6.5%\uff0c\u5728 MMMU \u4e0a\u63d0\u9ad8\u4e86 + 3.0% \u548c + 1.0%\u3002\u5728\u76f8\u540c\u57fa\u51c6 LLaMA-3.2-11B-Vision-Instruct \u4e0b\uff0cMulberry \u5728 MathVista \u4e0a\u6bd4 LLaVA-COT \u63d0\u9ad8\u4e86 + 6.3%\u3002\u5176\u4f18\u52bf\u6765\u81ea CoMCTS \u7684\u6811\u641c\u7d22\u548c\u7075\u6d3b\u7684\u63a8\u7406\u6b65\u9aa4\u8bbe\u8ba1\u3002<\/section>\n<section><\/section>\n<section>\uff083\uff09<strong>\u4e0e SOTA \u6a21\u578b\u6bd4\u8f83\u3002<\/strong>Mulberry \u5728\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u4f18\u4e8e\u5927\u591a\u6570\u5f00\u6e90 MLLM\uff0c\u5e76\u5728\u4e0e\u95ed\u6e90\u6a21\u578b\u7684\u6bd4\u8f83\u4e2d\u5c55\u73b0\u51fa\u7ade\u4e89\u529b\uff0c\u5f97\u76ca\u4e8e CoMCTS \u641c\u7d22\u6570\u636e\u7684\u8bad\u7ec3\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c0c83eb3abc9845e387972a01464e05e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c0c83eb3abc9845e387972a01464e05e.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u8868 1. \u4e3b\u8981\u5b9e\u9a8c\u7ed3\u679c\u6bd4\u8f83<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u6d88\u878d\u5b9e\u9a8c<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\uff081\uff09CoMCTS \u7684\u6d88\u878d\u7814\u7a76\u3002\u8868 2 \u4e3a\u4f7f\u7528 GPT-4o \u4f5c\u4e3a\u57fa\u7ebf\u8fdb\u884c\u7684\u5173\u4e8e CoMCTS \u6d88\u878d\u5b9e\u9a8c\u3002\u4ec5\u4f7f\u7528 GPT-4o \u7684 CoMCTS \u5c06\u6210\u529f\u7387\u63d0\u5347\u81f3 63.8%\uff0c\u9a8c\u8bc1\u4e86 CoMCTS \u8bbe\u8ba1\u7684\u6709\u6548\u6027\u3002\u9010\u6b65\u5f15\u5165\u66f4\u591a\u6a21\u578b\u8fdb\u4e00\u6b65\u63d0\u5347\u6210\u529f\u7387\uff0c\u5373\u4f7f\u8f83\u5c0f\u7684 Qwen2-VL-7B \u4e5f\u63d0\u9ad8\u4e86\u6027\u80fd\uff08+2.4%\uff09\uff0c\u5c55\u73b0\u4e86 CoMCTS \u5728\u96c6\u4f53\u77e5\u8bc6\u4e0a\u7684\u4f18\u52bf\u3002\u4f7f\u7528\u56db\u4e2a\u6a21\u578b\u65f6\uff0c\u641c\u7d22\u6210\u529f\u7387\u8fbe\u5230\u4e86 80.2%\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-bd5c5eeb5c13d7e47f5efaf46a8c1636.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-bd5c5eeb5c13d7e47f5efaf46a8c1636.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u8868 2. CoMCTS \u7684\u6d88\u878d\u5b9e\u9a8c<\/sup><\/em><\/section>\n<section><\/section>\n<section>\uff082\uff09\u6709\u6548\u548c\u53cd\u601d\u63a8\u7406\u7684\u6d88\u878d\u5b9e\u9a8c\u3002\u8868 3 \u663e\u793a\uff0c\u52a0\u5165\u53cd\u601d\u6027\u6570\u636e\u540e\uff0cMathVista \u4e0a\u7684\u6027\u80fd\u63d0\u9ad8\u4e86 0.8%\uff0c\u9a8c\u8bc1\u4e86 CoMCTS \u641c\u7d22\u7684\u63a8\u7406\u6570\u636e\u4e0e\u53cd\u601d\u6027\u6570\u636e\u7684\u4e92\u8865\u6027\u3002<\/section>\n<section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-42869f6c09178442fcb9688cc50e4cc5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-42869f6c09178442fcb9688cc50e4cc5.png\"><\/a><\/p>\n<\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u8868 3. CoMCTS \u63a8\u7406\u6570\u636e\u548c\u53cd\u601d\u6570\u636e\u7684\u6d88\u878d\u5b9e\u9a8c<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u8ba8\u8bba<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\uff081\uff09\u4e0e\u5176\u5b83\u6811\u641c\u7d22\u65b9\u6cd5\u7684\u6bd4\u8f83\u3002\u5c06 CoMCTS \u4e0e\u5176\u4ed6\u6811\u641c\u7d22\u65b9\u6cd5\u6bd4\u8f83\uff0c\u8868 4 \u663e\u793a\uff0c\u73b0\u6709\u65b9\u6cd5\u5bf9\u641c\u7d22\u6027\u80fd\u63d0\u5347\u6709\u9650\uff0c\u4e3b\u8981\u56e0\u4f20\u7edf MCTS \u6613\u9677\u5165\u5355\u4e00 MLLM \u7684\u4f4e\u8d28\u91cf\u8282\u70b9\u3002CoMCTS \u5728\u641c\u7d22\u6548\u679c\u548c\u6548\u7387\u4e0a\u5177\u6709\u663e\u8457\u4f18\u52bf\uff0c\u5f97\u76ca\u4e8e\u96c6\u4f53\u6269\u5c55\u673a\u5236\uff0c\u4f7f\u63a8\u7406\u8def\u5f84\u641c\u7d22\u4e0d\u4ec5\u9650\u4e8e\u5355\u4e00 MLLM \u63a8\u7406\u7a7a\u95f4\uff0c\u8fd8\u80fd\u8de8\u591a\u4e2a MLLM \u63a8\u7406\u7a7a\u95f4\uff0c\u907f\u514d\u4e86\u9677\u5165\u5355\u4e00\u63a8\u7406\u7a7a\u95f4\u7684\u56f0\u5883\u3002<\/section>\n<section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6224711d162a23bc23e3894ce74a35fc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6224711d162a23bc23e3894ce74a35fc.png\"><\/a><\/p>\n<\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u8868 4. 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