{"id":36243,"date":"2025-01-08T08:00:15","date_gmt":"2025-01-08T00:00:15","guid":{"rendered":"https:\/\/17aitech.com\/?p=36243"},"modified":"2025-01-08T08:00:15","modified_gmt":"2025-01-08T00:00:15","slug":"%e8%87%aa%e5%8a%a8%e5%8c%96%e3%80%81%e5%8f%af%e5%a4%8d%e7%8e%b0%ef%bc%8c%e5%9f%ba%e4%ba%8e%e5%a4%a7%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%e7%be%a4%e4%bd%93%e6%99%ba%e8%83%bd%e7%9a%84%e5%a4%9a%e7%bb%b4","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36243","title":{"rendered":"\u81ea\u52a8\u5316\u3001\u53ef\u590d\u73b0\uff0c\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7fa4\u4f53\u667a\u80fd\u7684\u591a\u7ef4\u8bc4\u4f30\u57fa\u51c6Decentralized Arena\u6765\u4e86"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-22-2\" target=\"_blank\">\u81ea\u52a8\u5316\u3001\u53ef\u590d\u73b0\uff0c\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7fa4\u4f53\u667a\u80fd\u7684\u591a\u7ef4\u8bc4\u4f30\u57fa\u51c6Decentralized Arena\u6765\u4e86<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-bd90c83bc358429d003cd44c86163f8e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-bd90c83bc358429d003cd44c86163f8e.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<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<\/p>\n<\/section>\n<\/blockquote>\n<p><strong>Maitrix.org \u662f\u7531 UC San Diego, John Hopkins University, CMU\uff0c MBZUAI \u7b49\u5b66\u672f\u673a\u6784\u5b66\u8005\u7ec4\u6210\u7684\u5f00\u6e90\u7ec4\u7ec7\uff0c\u81f4\u529b\u4e8e\u53d1\u5c55\u5927<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark> (LLM)\u3001\u4e16\u754c\u6a21\u578b (World Model)\u3001\u667a\u80fd\u4f53\u6a21\u578b (Agent Model) \u7684\u6280\u672f\u4ee5\u6784\u5efa AI \u9a71\u52a8\u7684\u73b0\u5b9e\u3002<\/strong><strong>Maitrix.org \u6b64\u524d\u6210\u529f\u5f00\u53d1\u4e86 <a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650919048&amp;idx=2&amp;sn=78625e932632b74f8dec61aafd54bb8b&amp;chksm=84e414f6b3939de04b3fec9da45996487a7efede747e1fdcd3d942557a28dd5519cc30a19e87&amp;scene=21#wechat_redirect\" target=\"_blank\">Pandora \u89c6\u9891-\u8bed\u8a00\u4e16\u754c\u6a21\u578b<\/a>\u3001LLM Reasoners\uff0c\u4ee5\u53ca MMToM-QA \u8bc4\u6d4b\uff08<a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650933875&amp;idx=5&amp;sn=fae88183d526dbc2faa566ea8232ac18&amp;chksm=84e7ce0db390471b91ebb620a733b19330deb8b481588b9e0640512a7d6c3f120241c8c34c36&amp;scene=21#wechat_redirect\" target=\"_blank\">ACL 2024 Outstanding Paper Award<\/a>\uff09\u3002<\/strong><\/p>\n<p>\u7814\u7a76\u8005\u4eec\u5df2\u7ecf\u5e76\u9646\u7eed\u6784\u5efa\u4e86\u6210\u5343\u4e0a\u4e07\u7684\u5927\u89c4\u6a21<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff08LLM\uff09\uff0c\u8fd9\u4e9b\u6a21\u578b\u7684\u5404\u9879\u80fd\u529b\uff08\u5982\u63a8\u7406\u548c\u751f\u6210\uff09\u4e5f\u8d8a\u6765\u8d8a\u5f3a\u3002\u56e0\u6b64\uff0c\u5728\u591a\u6837\u7684\u5e94\u7528\u573a\u666f\u4e2d\u5bf9\u5176\u8fdb\u884c\u6027\u80fd<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u5df2\u6210\u4e3a\u4e86\u4e00\u9879\u91cd\u5927\u6311\u6218\u3002\u76ee\u524d\u6700\u53d7\u6b22\u8fce\u7684<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u662f Chatbot Arena\uff0c\u5b83\u901a\u8fc7\u6536\u96c6\u7528\u6237\u5bf9\u6a21\u578b\u8f93\u51fa\u7684\u504f\u597d\u6765\u5bf9 LLM \u8fdb\u884c\u7efc\u5408\u6392\u540d\u3002\u7136\u800c\uff0c\u968f\u7740 LLM \u9010\u6e10\u843d\u5730\u4e8e\u4f17\u591a\u5e94\u7528\u573a\u666f\uff0c\u65e0\u8bba\u662f\u9488\u5bf9\u5de5\u4e1a\u751f\u4ea7\u76ee\u6807\uff0c\u8fd8\u662f\u79d1\u5b66\u573a\u666f\u8f85\u52a9\u9700\u6c42\uff0c\u8bc4\u4f30 LLM \u5728\u7cbe\u7ec6\u5316\u7ef4\u5ea6\u4e0a\u7684\u80fd\u529b\u90fd\u662f\u81f3\u5173\u91cd\u8981\u7684\uff0c\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li>\n<p>\u6570\u5b66\u53ca\u5176\u4e13\u95e8\u5206\u652f\u9886\u57df\uff0c\u5982\u4ee3\u6570\u3001\u51e0\u4f55\u3001\u6982\u7387\u548c<mark data-type=\"concepts\" data-id=\"ce312ac8-9cf2-427d-8730-74d7f030e4bf\">\u5fae\u79ef\u5206<\/mark>\u3002<\/p>\n<\/li>\n<li>\n<p>\u4e0d\u540c\u7c7b\u578b\u7684\u63a8\u7406\u80fd\u529b\uff0c\u4f8b\u5982\u7b26\u53f7\u63a8\u7406\u3001<mark data-type=\"tech_methods\" data-id=\"0d0892f8-0f38-4af1-a9f7-452524c5cdb9\">\u7c7b\u6bd4\u63a8\u7406<\/mark>\u3001\u53cd\u4e8b\u5b9e\u63a8\u7406\u548c\u793e\u4f1a\u63a8\u7406\u3002<\/p>\n<\/li>\n<li>\n<p>\u4e0d\u540c\u7f16\u7a0b\u8bed\u8a00\u7684\u7f16\u7801\u80fd\u529b\uff0c\u5982 Python\u3001C++\u3001JavaScript \u548c SQL\u3002<\/p>\n<\/li>\n<li>\n<p>\u5404\u79cd\u79d1\u5b66\u9886\u57df\uff0c\u5982\u7269\u7406\u5b66\u3001\u751f\u7269\u5b66\u548c\u5316\u5b66\u3002<\/p>\n<\/li>\n<li>\n<p>\u4ee5\u53ca\u4efb\u4f55\u4e0e\u5f00\u53d1\u8005\u5b9e\u9645\u5e94\u7528\u76f8\u5173\u7684\u5177\u4f53\u95ee\u9898\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u5982\u6b64\u5927\u89c4\u6a21\u4e14\u7cbe\u7ec6\u5316\uff08\u751a\u81f3\u5b9a\u5236\u5316\uff09\u7684\u8bc4\u4f30\u5bf9\u4e8e\u4f9d\u8d56\u4e8e\u4eba\u7fa4\u4f17\u5305\u7684 Chatbot Arena \u6216\u7c7b\u4f3c\u7684<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u6765\u8bf4\u662f\u4e00\u5927\u6311\u6218 \u2014\u2014 \u5728\u6210\u767e\u4e0a\u5343\u4e2a\u7ef4\u5ea6\u4e0a\u4e3a\u6570\u5343\u5bf9\u6a21\u578b\uff08\u6216\u6570\u4e07\u5bf9\u6a21\u578b\uff09\u6536\u96c6\u8db3\u591f\u7684\u7528\u6237\u6295\u7968\u662f\u4e0d\u5207\u5b9e\u9645\u7684\u3002\u6b64\u5916\uff0c\u7531\u4e8e\u4eba\u7c7b<mark data-type=\"concepts\" data-id=\"bf740558-f0f7-41a8-87a0-e695a97563b3\">\u67e5\u8be2<\/mark>\u548c\u6295\u7968\u8fc7\u7a0b\u5b58\u5728\u566a\u58f0\u4ee5\u53ca\u4e2a\u4eba\u4e3b\u89c2\u56e0\u7d20\uff0c\u8bc4\u4f30\u7ed3\u679c\u5f80\u5f80\u96be\u4ee5\u590d\u73b0\u3002<\/p>\n<p>\u6700\u8fd1\uff0c\u7814\u7a76\u8005\u4eec\u8fd8\u63a2\u7d22\u4e86\u5176\u4ed6\u7684\u81ea\u52a8\u8bc4\u4f30\u65b9\u6848\uff0c\u901a\u8fc7\u9009\u62e9\u4e00\u4e2a\uff08\u6216\u51e0\u4e2a\uff09\u201c\u6700\u5f3a\u201d \u6a21\u578b\uff08\u901a\u5e38\u662f GPT-4\uff09\u4f5c\u4e3a\u8bc4\u59d4\u6765\u8bc4\u4f30\u6240\u6709\u5176\u4ed6\u6a21\u578b\u3002\u7136\u800c\uff0c\u8bc4\u59d4\u6a21\u578b\u53ef\u80fd\u5b58\u5728\u504f\u89c1\uff0c\u4f8b\u5982\u66f4\u503e\u5411\u4e8e\u9009\u62e9\u4e0e\u5176\u81ea\u8eab\u98ce\u683c\u76f8\u4f3c\u7684\u8f93\u51fa\u3002\u57fa\u4e8e\u8fd9\u79cd\u8bc4\u4f30\u8fdb\u884c<mark data-type=\"tech_tasks\" data-id=\"7b8ac054-c5d3-42f7-9b60-d85ace1a0481\">\u6a21\u578b\u4f18\u5316<\/mark>\u53ef\u80fd\u4f1a\u5bfc\u81f4\u6240\u6709\u6a21\u578b\u8fc7\u5ea6\u62df\u5408 GPT-4 \u7684\u504f\u89c1\u3002<\/p>\n<p>\u4e3a\u4e86\u7ed3\u5408\u8fd9\u4e24\u79cd\u65b9\u6848\u7684\u4f18\u52bf\uff0c\u901a\u8fc7\u5229\u7528 \u201c<mark data-type=\"tech_methods\" data-id=\"4b9893a0-da9b-4705-aefa-f0f737af7c7a\">\u7fa4\u4f53\u667a\u80fd<\/mark>\u201d\uff08Chatbot Arena \u4f9d\u8d56\u4e8e\u4eba\u7fa4\u667a\u6167\uff09\u6765\u5b9e\u73b0\u66f4\u7a33\u5065\u4e14\u66f4\u5c11\u504f\u89c1\u7684\u8bc4\u4f30\uff0c\u540c\u65f6\u4f7f\u8be5\u8fc7\u7a0b\u81ea\u52a8\u5316\u4e14\u53ef\u6269\u5c55\u5230\u591a\u7ef4\u5ea6\u80fd\u529b\u6bd4\u8f83\uff0cMaitrix.org \u53d1\u5e03\u4e86 Decentralized Arena\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-490a1e35309c67fd669de5728371843d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-490a1e35309c67fd669de5728371843d.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u539f\u6587\u5730\u5740: https:\/\/de-arena.maitrix.org<\/p>\n<\/li>\n<li>\n<p>Leaderboards: https:\/\/huggingface.co\/spaces\/LLM360\/de-arena<\/p>\n<\/li>\n<\/ul>\n<section>\u56fe 1 \u5c55\u793a\u4e86\u8fd9\u4e9b<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u8303\u5f0f\u4e4b\u95f4\u7684\u4e3b\u8981\u533a\u522b\u3002Decentralized Arena \u7684\u6838\u5fc3\u7406\u5ff5\u662f\u5229\u7528\u6240\u6709 LLM \u7684\u96c6\u4f53\u667a\u80fd\u8fdb\u884c\u76f8\u4e92\u8bc4\u4f30\u548c\u6bd4\u8f83\u3002\u8fd9\u5f62\u6210\u4e86\u4e00\u4e2a\u53bb\u4e2d\u5fc3\u5316\u3001\u6c11\u4e3b\u5316\u7684\u7cfb\u7edf\uff0c\u5728\u8be5\u7cfb\u7edf\u4e2d\uff0c\u6240\u6709\u88ab\u8bc4\u4f30\u7684 LLM \u540c\u65f6\u4e5f\u662f\u80fd\u591f\u8bc4\u4f30\u5176\u4ed6\u6a21\u578b\u7684\u8bc4\u5ba1\u8005\uff0c\u4e0e\u4f9d\u8d56\u4e8e\u4e2d\u5fc3\u5316\u7684 \u201c\u6743\u5a01\u201d \u6a21\u578b\u4f5c\u4e3a\u8bc4\u5ba1\u76f8\u6bd4\uff0cDecentralized Arena \u80fd\u591f\u5b9e\u73b0\u66f4\u516c\u5e73\u7684\u6392\u540d\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ffe0009a27db64b069d5b84cb4d764af.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ffe0009a27db64b069d5b84cb4d764af.gif\"><\/a><\/p>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 1:Open-ended \u573a\u666f\u4e0b LLM \u8bc4\u4f30\u7684\u4e0d\u540c\u8303\u5f0f\uff0cDecentralized Arena \u7ed3\u5408\u4e86\u4e24\u8005\u7684\u4f18\u70b9\uff0c\u5373\u53bb\u4e2d\u5fc3\u5316\u4e0e\u81ea\u52a8\u5316\u3002<\/sup><\/em><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ff4597fe71b3b2032675ba0b72e276ca.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ff4597fe71b3b2032675ba0b72e276ca.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 2:Decentralized Arena \u4e0e Chatbot Arena \u7684 \u201c\u6574\u4f53\u201d \u6392\u540d\u8868\u73b0\u51fa\u6700\u5f3a\u7684\u76f8\u5173\u6027\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>Decentralized Arena \u7684\u5173\u952e\u4f18\u52bf\u5305\u62ec\uff1a<\/section>\n<ul>\n<li>\n<p>\u7a33\u5065\u4e14\u65e0\u504f\uff1a\u53bb\u4e2d\u5fc3\u5316\u907f\u514d\u4e86\u5355\u4e2a\u6216\u5c11\u6570\u8bc4\u59d4\u6a21\u578b\u6240\u5e26\u6765\u7684\u504f\u89c1\uff0c\u5e76\u4e14\u4e0d\u5bb9\u6613\u901a\u8fc7<mark data-type=\"concepts\" data-id=\"af836eef-be90-4143-a022-46fae3904f0e\">\u8fc7\u62df\u5408<\/mark>\u8bc4\u59d4\u6a21\u578b\u8fdb\u884c\u64cd\u63a7\u3002\u53c2\u4e0e\u7ade\u6280\u573a\u7684 LLM \u8d8a\u591a\uff0c\u8bc4\u4f30\u8d8a\u7a33\u5065\uff08\u56fe 4\uff09\u3002\u6b64\u5916\uff0cDecentralized Arena \u5728 50 \u591a\u4e2a\u6a21\u578b\u7684 \u201c\u6574\u4f53\u201d \u7ef4\u5ea6\u4e0a\u4e0e Chatbot Arena \u8fbe\u5230\u4e86\u975e\u5e38\u9ad8\u7684\u76f8\u5173\u6027\uff0895%\uff0c\u56fe 2\uff09\u3002<\/p>\n<\/li>\n<li>\n<p>\u81ea\u52a8\u5316\u3001\u6613\u4e8e\u6269\u5c55\u4e14\u53ef\u5b9a\u5236\u5230\u4efb\u4f55\u8bc4\u4f30\u7ef4\u5ea6\uff1a\u7531\u4e8e\u7528\u6237\u6295\u7968\u7684\u6570\u91cf\u6709\u9650\uff0cChatbot Arena \u53ea\u80fd\u8bc4\u4f30\u5c11\u6570\u7ef4\u5ea6\uff0c\u800c Decentralized Arena \u7531\u4e8e\u5b8c\u5168\u81ea\u52a8\u5316\u7684\u8bbe\u8ba1\uff0c\u5176\u80fd\u591f\u6269\u5c55\u5230\u65e0\u9650\u7684\u8bc4\u4f30\u7ef4\u5ea6\uff0c\u5e76\u4e14\u8fd8\u63d0\u4f9b\u4e86\u81ea\u52a8\u9009\u62e9\u7279\u5b9a\u7ef4\u5ea6\u95ee\u9898\u4ee5\u5b9e\u73b0\u5b9a\u5236\u5316\u8bc4\u4f30\u7684\u65b9\u6848\u3002<\/p>\n<\/li>\n<li>\n<p>\u5feb\u901f\u3001\u5373\u65f6\u7684\u65b0\u6a21\u578b\u6392\u540d\uff1a\u540c\u6837\uff0c\u7531\u4e8e\u81ea\u52a8\u5316\u548c\u9ad8\u6548\u7684\u4e8c\u5206\u641c\u7d22\u6392\u540d\u7b97\u6cd5\uff0cDecentralized Arena\u00a0\u80fd\u591f\u5373\u65f6\u83b7\u5f97\u65b0\u6a21\u578b\u7684\u8bc4\u4f30\u7ed3\u679c\uff0c\u65e0\u9700\u7b49\u5f85\u6570\u5468\u4ee5\u6536\u96c6\u7528\u6237\u6295\u7968\u3002<\/p>\n<\/li>\n<li>\n<p>\u900f\u660e\u4e14\u5b8c\u5168\u53ef\u590d\u73b0\uff1a\u6240\u6709\u7b97\u6cd5\u3001\u5b9e\u73b0\u548c\u8f93\u5165 \/ \u8f93\u51fa\u90fd\u4f1a\u516c\u5f00\uff0c\u4f7f\u5f97\u7ed3\u679c\u5b8c\u5168\u53ef\u590d\u73b0\u3002<\/p>\n<\/li>\n<li>\n<p>\u503c\u5f97\u4fe1\u8d56\uff1a\u51ed\u501f\u5176\u7a33\u5065\u6027\u3001\u4e0e\u73b0\u6709\u4eba\u7c7b\u8bc4\u4f30\u7ed3\u679c\u7684\u9ad8\u5ea6\u4e00\u81f4\u6027\u3001\u7cbe\u7ec6\u7684\u7ef4\u5ea6\u5206\u6790\u4ee5\u53ca\u900f\u660e\u5ea6\uff0cDecentralized Arena \u6700\u7ec8\u65e8\u5728\u63d0\u4f9b\u4e00\u4e2a\u503c\u5f97\u793e\u533a\u4fe1\u8d56\u7684<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u3002<\/p>\n<\/li>\n<\/ul>\n<section>\u56fe 3 \u5c55\u793a\u4e86\u6700\u7ec8\u6392\u884c\u699c\u7684\u622a\u56fe\u3002\u7814\u7a76\u56e2\u961f\u6b63\u5728\u7ee7\u7eed\u6dfb\u52a0\u66f4\u591a\u7684\u6a21\u578b\u548c\u7ef4\u5ea6\uff0c\u6b22\u8fce\u6765\u81ea\u793e\u533a\u7684\u8d21\u732e\u548c\u63d0\u4ea4\uff01<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a654c7388383b7c14214c1260b18f91a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a654c7388383b7c14214c1260b18f91a.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 3:Decentralized Arena \u6392\u884c\u699c\uff0c\u5305\u62ec\u4e0d\u540c\u7ef4\u5ea6\u7684\u6392\u540d\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u65b9\u6cd5\uff1a\u901a\u8fc7\u5927<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u7684<mark data-type=\"tech_methods\" data-id=\"4b9893a0-da9b-4705-aefa-f0f737af7c7a\">\u7fa4\u4f53\u667a\u80fd<\/mark>\u8fdb\u884c<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6d4b\u8bd5<\/strong><\/section>\n<section><\/section>\n<section>\u53bb\u4e2d\u5fc3\u5316\u7684\u6982\u5ff5\u662f\u901a\u8fc7\u8ba9\u6240\u6709 LLM \u5145\u5f53\u8bc4\u5ba1\uff0c\u5bf9\u6bcf\u4e00\u5bf9\u6a21\u578b\uff08\u5373\u51b3\u5b9a\u54ea\u4e2a\u6a21\u578b\u7684\u8f93\u51fa \u201c\u83b7\u80dc\u201d\uff0c\u7c7b\u4f3c\u4e8e Chatbot Arena \u4e2d\u7684\u4eba\u7c7b\u8bc4\u5ba1\uff09\u8fdb\u884c\u6295\u7968\u3002\u4e00\u4e2a\u7b80\u5355\u7684\u505a\u6cd5\u662f\u8ba9\u6bcf\u4e2a\u6a21\u578b\u5bf9\u6240\u6709\u5176\u4ed6\u6a21\u578b\u5bf9\u8fdb\u884c\u6295\u7968\uff0c\u5176\u590d\u6742\u5ea6\u4e3a O (n^3*k)\uff0c\u5176\u4e2d n \u662f\u6a21\u578b\u6570\u91cf\uff0ck \u662f<mark data-type=\"concepts\" data-id=\"bf740558-f0f7-41a8-87a0-e695a97563b3\">\u67e5\u8be2<\/mark>\u6570\u91cf\u3002\u5f53 n \u548c k \u90fd\u5f88\u5927\u65f6\uff0c\u8fd9\u79cd\u65b9\u6cd5\u7684\u901f\u5ea6\u4f1a\u975e\u5e38\u6162\u3002\u56e0\u6b64\uff0c\u7814\u7a76\u56e2\u961f\u8bbe\u8ba1\u4e86\u4e00\u79cd\u57fa\u4e8e\u589e\u91cf\u6392\u540d\u3001\u4e8c\u5206\u641c\u7d22\u63d2\u5165\u548c\u7531\u7c97\u5230\u7cbe\u8c03\u6574\u7684\u66f4\u9ad8\u6548\u7684\u65b9\u6cd5\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u7814\u7a76\u4ece\u4e00\u5c0f\u7ec4 \u201c\u79cd\u5b50\u201d \u6a21\u578b\uff08\u4f8b\u5982 15 \u4e2a\uff09\u5f00\u59cb\uff0c\u5229\u7528\u4e0a\u8ff0\u7b80\u5355\u65b9\u6cd5\u8fc5\u901f\u5bf9\u5b83\u4eec\u8fdb\u884c\u6392\u540d\u3002\u7136\u540e\uff0c\u5176\u4ed6\u6a21\u578b\u4e00\u4e2a\u63a5\u4e00\u4e2a\u5730\u901a\u8fc7\u7c97\u7b5b\u548c\u7cbe\u6392\u7684\u6b65\u9aa4\u88ab\u589e\u91cf\u63d2\u5165\u5230\u6392\u540d\u5217\u8868\u4e2d\u3002\u6392\u540d\u5217\u8868\u4e2d\u7684\u6240\u6709\u6a21\u578b\u90fd\u5c06\u4f5c\u4e3a\u8bc4\u5ba1\u5e2e\u52a9\u65b0\u6a21\u578b\u627e\u5230\u5176\u4f4d\u7f6e\u3002\u89c6\u9891 1 \u8bf4\u660e\u4e86\u8fd9\u4e00\u8fc7\u7a0b\u3002<a href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;tempkey=MTI5Ml9ZMG5TNEhCMnFSTExVdFRWbDRCTlhZUWZ5ZnVxU2dtc1ZvaF9KcW1ySHliRVllc0xFM0s0ZUVxeEJIMkNGLXI1MlpMbE1lZnlJa2YxbmRPY3VGSEt5b3RQenNSWHVrN3YwczN0dGdtY0hkb0FMTTVQeGtDNmVwbDFSWGtXeHI1ajVUa0pxU25PSklyR3kwa3U0VUZ0MVVrUzdzei1oUXBRS2tkQjl3fn4%3D&amp;chksm=84e7e50eb3906c18e0af738cb2ca19138b27cea91c701520821e07e4c555fc97570e79f7ad87&amp;token=1079059104&amp;lang=zh_CN#rd\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-6d53ff80da7afb3aa0d5ed13e4a78571.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-6d53ff80da7afb3aa0d5ed13e4a78571.png\"><\/a><\/a><\/section>\n<section><span data-cover=\"http%3A%2F%2Fmmbiz.qpic.cn%2Fsz_mmbiz_jpg%2FKmXPKA19gW9DsIOMKaa5r0DliarWXzibKVzbWgzIh1LMZutQB7iaz5HAVENVDLWkCYibNXxyL9HEdJmmiak7dtfB9yg%2F0%3Fwx_fmt%3Djpeg\" data-mpvid=\"wxv_3683660861052354565\" data-ratio=\"1.7777777777777777\" data-src=\"https:\/\/mp.weixin.qq.com\/mp\/readtemplate?t=pages\/video_player_tmpl&amp;auto=0&amp;vid=wxv_3683660861052354565\" data-vh=\"371.8125\" data-vidtype=\"2\" data-vw=\"661\" data-w=\"1920\"><\/p>\n<div data-key=\"wxv_3683660861052354565\">\n<div data-v-fd7c1e60=\"\"><\/div>\n<\/div>\n<p><\/span><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u89c6\u9891 1: \u6f14\u793a\u5927<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u63d2\u5165\u8fc7\u7a0b\u3002<\/sup><\/em><\/section>\n<ul>\n<li>\n<p>\u6b65\u9aa4 1: \u57fa\u4e8e\u4e8c\u5206\u641c\u7d22\u63d2\u5165\u7684\u7c97\u7565\u6392\u540d\u3002\u8be5\u6b65\u9aa4\u65e8\u5728\u627e\u5230\u65b0\u6a21\u578b\u5728\u5f53\u524d\u6392\u540d\u4e2d\u7684\u5927\u81f4\u4f4d\u7f6e\uff0c\u5176\u6838\u5fc3\u601d\u60f3\u662f\u4f7f\u7528\u4e8c\u5206\u641c\u7d22\u5feb\u901f\u7f29\u5c0f\u4f4d\u7f6e\u8303\u56f4\u3002\u5728\u6bd4\u8f83\u65b0\u6a21\u578b\u4e0e\u73b0\u6709\u6a21\u578b\u65f6\uff0c\u6392\u540d\u4e2d\u7684\u5176\u4ed6\u6a21\u578b\u5c06\u4f5c\u4e3a\u8bc4\u5ba1\uff0c\u8be5\u4e8c\u5206\u641c\u7d22\u7684<mark data-type=\"concepts\" data-id=\"324e28ee-fa13-4e36-9968-ae71059f5948\">\u65f6\u95f4\u590d\u6742\u5ea6<\/mark>\u4e3a O (k*n*logn)\u3002<\/p>\n<\/li>\n<li>\n<p>\u6b65\u9aa4 2: \u7a97\u53e3\u5185\u7cbe\u7ec6\u6392\u540d\u548c\u6ed1\u52a8\u3002\u4e3a\u4e86\u8fdb\u4e00\u6b65\u7ec6\u5316\u65b0\u6a21\u578b\u7684\u6392\u540d\uff0c\u8be5\u7814\u7a76\u5c06\u5b83\u4e0e\u6392\u540d\u4e2d\u76f8\u90bb\u7684\u6a21\u578b\u8fdb\u884c\u6bd4\u8f83\uff08\u4f8b\u5982\uff0c\u6392\u540d\u4e2d\u524d\u540e\u4e24\u4e2a\u6a21\u578b\uff09\u3002\u8fd9\u4e9b\u76f8\u90bb\u7684 LLM \u5f80\u5f80\u662f\u6700\u96be\u533a\u5206\u7684\uff0c\u56e0\u6b64\u9700\u8981\u8fdb\u884c\u66f4\u7ec6\u81f4\u7684\u6bd4\u8f83\u3002\u7a97\u53e3\u5916\u7684\u6240\u6709\u5176\u4ed6\u6a21\u578b\u5c06\u4f5c\u4e3a\u8bc4\u5ba1\uff0c\u5982\u679c\u7a97\u53e3\u5185\u7684\u6bd4\u8f83\u5bfc\u81f4\u65b0\u6a21\u578b\u7684\u4f4d\u7f6e\u53d1\u751f\u53d8\u5316\uff0c\u5219\u5728\u66f4\u65b0\u540e\u7684\u7a97\u53e3\u5185\u91cd\u590d\u8be5\u8fc7\u7a0b\uff0c\u76f4\u5230\u6392\u540d\u7a33\u5b9a\u4e0b\u6765\u3002\u6b64\u8fc7\u7a0b\u7c7b\u4f3c\u4e8e\u4e00\u4e2a\u6ed1\u52a8\u7a97\u53e3\uff0c\u6307\u5bfc LLM \u7fa4\u4f53\u5173\u6ce8\u6700\u5177\u6a21\u7cca\u6027\u7684 LLM \u6bd4\u8f83\u5bf9\uff0c\u786e\u4fdd\u7cbe\u786e\u6392\u540d\u5e76\u6700\u5c0f\u5316\u8ba1\u7b97\u6210\u672c\u3002<\/p>\n<\/li>\n<\/ul>\n<section>\u5728\u4e0a\u8ff0\u6392\u540d\u8fc7\u7a0b\u4e2d\uff0c\u8be5\u7814\u7a76\u6536\u96c6\u4e86\u6a21\u578b\u7684\u6210\u5bf9\u6bd4\u8f83\u7ed3\u679c\uff0c\u7136\u540e\u4f7f\u7528 Bradley-Terry (BT) \u65b9\u6cd5\u6765\u4f30\u8ba1\u6bcf\u4e2a\u6a21\u578b\u5728\u6392\u540d\u4e2d\u7684\u5f97\u5206\u3002\u8fd9\u4e9b\u5f97\u5206\u7528\u4e8e\u5728\u6a21\u578b\u4f5c\u4e3a\u8bc4\u5ba1\u65f6\u8d4b\u4e88\u5b83\u4eec\u4e0d\u540c\u7684<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark> \u2014\u2014 \u5f97\u5206\u8f83\u9ad8\u7684\u6a21\u578b\u5728\u8bc4\u4f30\u5176\u4ed6\u6a21\u578b\u5bf9\u65f6\u5f71\u54cd\u66f4\u5927\uff08\u8be5\u7814\u7a76\u8fd8\u4f7f\u7528\u4e86\u5176\u4ed6\u7b80\u5355\u7684\u52a0\u6743\u65b9\u6cd5\uff0c\u4f8b\u5982\u57fa\u4e8e\u6a21\u578b\u6392\u540d\u7684\u7ebf\u6027\u9012\u51cf<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\uff0c\u8fd9\u5c06\u5728\u5373\u5c06\u53d1\u5e03\u7684\u6280\u672f\u62a5\u544a\u4e2d\u8fdb\u4e00\u6b65\u8ba8\u8bba\uff09\u3002\u8fd9\u4e9b\u5f97\u5206\u5728\u6574\u4e2a\u6392\u540d\u8fc7\u7a0b\u4e2d\u4f1a\u81ea\u52a8\u8c03\u6574\uff0c\u6700\u7ec8\u5f97\u5206\u5728\u6392\u540d\u5b8c\u6210\u65f6\u786e\u5b9a\u3002<\/section>\n<section><\/section>\n<section>\u53bb\u4e2d\u5fc3\u5316\u8bc4\u4f30\u7cfb\u7edf\u7684\u4e00\u4e2a\u5173\u952e\u4f18\u52bf\u662f\uff0c\u968f\u7740\u66f4\u591a\u6a21\u578b\u7684\u53c2\u4e0e\uff0c\u6392\u540d\u5c06\u53d8\u5f97\u66f4\u52a0\u7a33\u5b9a\uff0c\u5982\u56fe 4\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-16a5efd5811760d37b1e4a071ae3a576.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-16a5efd5811760d37b1e4a071ae3a576.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 4: \u968f\u7740\u6a21\u578b\u6570\u91cf\u7684\u589e\u52a0\uff0c\u6392\u540d\u4e2d\u7684\u65b9\u5dee\uff08\u9634\u5f71\u533a\u57df\uff09\u9010\u6e10\u51cf\u5c0f\uff0c\u8868\u660e\u6392\u540d\u53d8\u5f97\u8d8a\u6765\u8d8a\u7a33\u5065\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u901a\u8fc7\u5c06\u4e0a\u8ff0\u81ea\u52a8\u5316\u8bc4\u4f30\u65b9\u6cd5\u5e94\u7528\u4e8e\u591a\u4e2a\u8bc4\u4f30\u7ef4\u5ea6\uff0c\u4ee5\u83b7\u5f97\u6d41\u884c LLM \u7684\u7cbe\u7ec6\u6392\u540d (\u53c2\u89c1\u6392\u884c\u699c\u9875\u9762)\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u65b9\u6cd5\u4e0e\u4f9d\u8d56\u5927\u91cf\u4eba\u5de5\u8bc4\u5ba1\u7684 Chatbot Arena \u53d6\u5f97\u4e86\u9ad8\u5ea6\u7684\u76f8\u5173\u6027\uff08\u201c\u6574\u4f53\u201d \u7ef4\u5ea6\u7684\u76f8\u5173\u6027\u4e3a 95%\uff09\u3002\u56fe 2 \u548c\u56fe 5 \u5c55\u793a\u4e86\u8fd9\u4e9b\u76f8\u5173\u6027\uff0c\u8868\u660e Decentralized Arena \u4f18\u4e8e\u5176\u4ed6\u6d41\u884c\u7684<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6d4b\u8bd5\uff0c\u5e76\u5c55\u793a\u4e86\u4e0d\u540c\u7ef4\u5ea6\u7684\u6392\u540d\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3a2a672895ba49f839dd3d5538966ca3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3a2a672895ba49f839dd3d5538966ca3.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 5: \u4e0d\u540c\u7ef4\u5ea6\u6392\u540d\u4e4b\u95f4\u7684\u76f8\u5173\u6027 (\u5e95\u90e8)\u3002<\/sup><\/em><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section><strong>\u6784\u5efa\u81ea\u5b9a\u4e49\u7ef4\u5ea6\uff1a\u9009\u62e9\u9ad8\u4ef7\u503c\u95ee\u9898\u96c6<\/strong><\/section>\n<section><\/section>\n<section>Decentralized Arena \u7684\u53e6\u4e00\u4e2a\u5173\u952e\u4f18\u52bf\u662f\u5176\u53ef\u6269\u5c55\u6027\uff0c\u4ee5\u4fbf\u4e8e\u589e\u52a0\u4efb\u610f\u65b0\u8bc4\u4f30\u7ef4\u5ea6\u5bf9 LLM \u8fdb\u884c<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u3002\u7528\u6237\u53ef\u4ee5\u8f7b\u677e\u5730\u4e3a\u81ea\u5df1\u5173\u5fc3\u7684\u65b0\u7ef4\u5ea6\u521b\u5efa\u6392\u540d\u3002\u4f5c\u4e3a\u6f14\u793a\uff0c\u8be5\u7814\u7a76\u4e3a\u6570\u5b66\u3001\u63a8\u7406\u3001\u79d1\u5b66\u548c\u7f16\u7a0b\u7b49\u591a\u4e2a\u7ef4\u5ea6\u521b\u5efa\u4e86\u7ef4\u5ea6\u6392\u540d (\u6392\u884c\u699c)\u3002<\/section>\n<section><\/section>\n<section>\u8981\u4e3a\u65b0\u7ef4\u5ea6\u5efa\u7acb\u6392\u540d\uff0c\u9700\u8981\u4e3a\u8be5\u7ef4\u5ea6\u51c6\u5907\u4e00\u7ec4\u95ee\u9898\u96c6\uff0c\u7136\u540e\u5728\u6b64\u95ee\u9898\u96c6\u4e0a\u5bf9 LLM \u8fdb\u884c\u6bd4\u8f83\u3002\u5bf9\u4e8e\u67d0\u4e00\u65b0\u7ef4\u5ea6\uff08\u4f8b\u5982\u6570\u5b66 &#8211; \u4ee3\u6570\uff09\uff0c\u9700\u8981\u5148\u4ece\u5404\u79cd\u76f8\u5173\u7684\u5f00\u6e90\u6570\u636e\u96c6\u4e2d\u63d0\u53d6\u5e76\u5408\u5e76\u4e86\u4e00\u4e2a\u5927\u578b\u521d\u59cb\u95ee\u9898\u96c6\uff0c\u7136\u540e\u8fdb\u4e00\u6b65\u4ece\u4e2d\u62bd\u53d6\u5c11\u91cf\u6838\u5fc3\u95ee\u9898\u4ee5\u5b9e\u73b0\u9ad8\u6548\u6392\u540d\u3002\u6700\u7b80\u5355\u7684\u65b9\u6cd5\u662f\u4ece\u521d\u59cb\u95ee\u9898\u96c6\u4e2d\u968f\u673a\u62bd\u53d6\u95ee\u9898\uff0c\u5176\u62bd\u53d6\u7684\u95ee\u9898\u8d8a\u591a\uff0c\u6700\u7ec8\u6392\u540d\u5c31\u8d8a\u7a33\u5b9a\u3002\u00a0<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u5728\u8f83\u5c11\u7684\u95ee\u9898\u96c6\u4e0b\u83b7\u5f97\u7a33\u5b9a\u7684\u6392\u540d\uff08\u4ece\u800c\u63d0\u9ad8\u6392\u540d\u6548\u7387\uff09\uff0c\u8be5\u7814\u7a76\u8fd8\u8bbe\u8ba1\u4e86\u4e00\u79cd\u65b0\u7684\u81ea\u52a8\u95ee\u9898\u96c6\u9009\u62e9\u7684\u65b9\u6cd5\uff0c\u5982\u56fe 6 \u6240\u793a\u3002\u5176\u6838\u5fc3\u601d\u8def\u662f\u5229\u7528 LLM \u7684<mark data-type=\"tech_methods\" data-id=\"4b9893a0-da9b-4705-aefa-f0f737af7c7a\">\u7fa4\u4f53\u667a\u80fd<\/mark>\u9009\u62e9\u51fa\u80fd\u591f\u5728\u4e00\u5c0f\u7ec4 LLM \u4e0a\u4ea7\u751f\u4e00\u81f4\u6392\u540d\u7684\u95ee\u9898\u96c6\uff0c\u7814\u7a76\u56e2\u961f\u5c06\u5728\u5373\u5c06\u53d1\u5e03\u7684\u6280\u672f\u62a5\u544a\u4e2d\u4ecb\u7ecd\u66f4\u591a\u7ec6\u8282\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-771bd7bc5935425cf0aaffbdcb62a1be.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-771bd7bc5935425cf0aaffbdcb62a1be.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 6: \u65b0\u7ef4\u5ea6\u7684\u81ea\u52a8<mark data-type=\"concepts\" data-id=\"bf740558-f0f7-41a8-87a0-e695a97563b3\">\u67e5\u8be2<\/mark>\u9009\u62e9\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u56fe 7 \u663e\u793a\uff0c\u5176<mark data-type=\"concepts\" data-id=\"bf740558-f0f7-41a8-87a0-e695a97563b3\">\u67e5\u8be2<\/mark>\u9009\u62e9\u65b9\u6cd5\u6bd4\u968f\u673a<mark data-type=\"concepts\" data-id=\"bf740558-f0f7-41a8-87a0-e695a97563b3\">\u67e5\u8be2<\/mark>\u62bd\u6837\u4ea7\u751f\u4e86\u66f4\u597d\u4e14\u66f4\u4e00\u81f4\u7684\u6392\u540d\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b5f10de58ed0954a5a95d5dd770bc8dc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b5f10de58ed0954a5a95d5dd770bc8dc.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 7: \u4f7f\u7528\u5176\u65b9\u6cd5\u9009\u62e9\u7684\u95ee\u9898\u96c6\u6bd4\u968f\u673a\u62bd\u6837\u7684\u95ee\u9898\u96c6\u5b9e\u73b0\u4e86\u66f4\u9ad8\u7684\u76f8\u5173\u6027\u548c\u66f4\u4f4e\u7684\u65b9\u5dee\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u66f4\u591a\u7684\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section>\u8be5\u7814\u7a76\u505a\u4e86\u66f4\u591a\u7684\u5206\u6790\u6765\u4ee5\u6df1\u5165\u7406\u89e3 Decentralized Arena \u7684\u7ed3\u679c\u3002<\/section>\n<section><\/section>\n<section>\u56fe 8 \u5c55\u793a\u4e86\u6392\u540d\u4e2d LLM \u7684\u5f97\u5206\u53ca\u5176<mark data-type=\"concepts\" data-id=\"8bcd1925-3281-4990-a46f-2205f9a2509a\">\u7f6e\u4fe1\u533a\u95f4<\/mark>\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-18464d10c9f735d32f83ae2373aefcf5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-18464d10c9f735d32f83ae2373aefcf5.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 8: LLM \u7684\u5f97\u5206\u548c<mark data-type=\"concepts\" data-id=\"8bcd1925-3281-4990-a46f-2205f9a2509a\">\u7f6e\u4fe1\u533a\u95f4<\/mark>\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u8be5\u7814\u7a76\u5bf9\u6392\u540d\u8fc7\u7a0b\u4e2d\u6bcf\u4e00\u5bf9 LLM \u7684\u80dc\u7387\u548c\u6bd4\u8f83\u6b21\u6570\u5206\u5e03\u8fdb\u884c\u4e86\u53ef\u89c6\u5316\u5904\u7406\uff08\u201cOverall\u201d \u7ef4\u5ea6\uff09\u3002<\/section>\n<section><\/section>\n<section>\u5982\u56fe 9 \u548c\u56fe 10 \u6240\u793a\uff0cLLM \u7684<mark data-type=\"tech_methods\" data-id=\"4b9893a0-da9b-4705-aefa-f0f737af7c7a\">\u7fa4\u4f53\u667a\u80fd<\/mark>\u81ea\u52a8\u96c6\u4e2d\u5728\u96be\u4ee5\u533a\u5206\u7684\u90bb\u8fd1 LLM \u5bf9\u4e0a\uff08\u5728\u56fe 10 \u4e2d\u9760\u8fd1\u5bf9\u89d2\u7ebf\u7684\u6a21\u578b\uff0c\u6216\u5728\u56fe 9 \u4e2d\u80dc\u7387\u63a5\u8fd1 50% \u7684\u6a21\u578b\uff09\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u6027\u80fd\u5dee\u8ddd\u8f83\u5927\u7684 LLM \u4e4b\u95f4\u7684\u6bd4\u8f83\u8f83\u4e3a\u7a00\u5c11\uff08\u751a\u81f3\u88ab\u7701\u7565\uff09\uff0c\u4ece\u800c\u964d\u4f4e\u4e86\u6574\u4f53\u8ba1\u7b97\u6210\u672c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e969995d687b452782fa5d52a0e203b2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e969995d687b452782fa5d52a0e203b2.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 9: \u80dc\u7387\u5206\u5e03\u56fe\u3002<\/sup><\/em><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5c8155d43eaa4194074c59f2f32b9df2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5c8155d43eaa4194074c59f2f32b9df2.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 10: \u5bf9\u6bd4\u6b21\u6570\u5206\u5e03\u56fe\u3002<\/sup><\/em><\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-22-2\" target=\"_blank\">\u81ea\u52a8\u5316\u3001\u53ef\u590d\u73b0\uff0c\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7fa4\u4f53\u667a\u80fd\u7684\u591a\u7ef4\u8bc4\u4f30\u57fa\u51c6Decentralized Arena\u6765\u4e86<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u81ea\u52a8\u5316\u3001\u53ef\u590d\u73b0\uff0c\u57fa\u4e8e\u5927 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