{"id":36767,"date":"2025-01-18T06:00:46","date_gmt":"2025-01-17T22:00:46","guid":{"rendered":"https:\/\/17aitech.com\/?p=36767"},"modified":"2025-01-18T06:00:46","modified_gmt":"2025-01-17T22:00:46","slug":"%e5%aa%b2%e7%be%8eopenai%e4%ba%8b%e5%ae%9e%e6%80%a7%e5%9f%ba%e5%87%86%ef%bc%8c%e8%bf%99%e4%b8%aa%e4%b8%ad%e6%96%87%e8%af%84%e6%b5%8b%e9%9b%86%e8%ae%a9o1-preview%e5%88%9a%e5%88%9a%e5%8f%8a%e6%a0%bc","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36767","title":{"rendered":"\u5ab2\u7f8eOpenAI\u4e8b\u5b9e\u6027\u57fa\u51c6\uff0c\u8fd9\u4e2a\u4e2d\u6587\u8bc4\u6d4b\u96c6\u8ba9o1-preview\u521a\u521a\u53ca\u683c"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-20-2\" target=\"_blank\">\u5ab2\u7f8eOpenAI\u4e8b\u5b9e\u6027\u57fa\u51c6\uff0c\u8fd9\u4e2a\u4e2d\u6587\u8bc4\u6d4b\u96c6\u8ba9o1-preview\u521a\u521a\u53ca\u683c<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-b501281dff85c244bb1bc4e46b9e9668.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-b501281dff85c244bb1bc4e46b9e9668.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><strong>\u6838\u5fc3\u4f5c\u8005\u5305\u62ec\u8d3a\u5f66\u7a0b\uff0c\u674e\u4e16\u9f99\uff0c\u5218\u4f73\u6052\uff0c\u82cf\u6587\u535a\u3002\u4f5c\u8005\u56e2\u961f\u6765\u81ea<\/strong><strong>\u6dd8\u5929\u96c6\u56e2\u7b97\u6cd5\u6280\u672f &#8211; \u672a\u6765\u751f\u6d3b\u5b9e\u9a8c\u5ba4\u56e2\u961f\u3002\u4e3a\u4e86\u5efa\u8bbe\u9762\u5411\u672a\u6765\u7684\u751f\u6d3b\u548c\u6d88\u8d39\u65b9\u5f0f\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u7528\u6237\u4f53\u9a8c\u548c\u5546\u5bb6\u7ecf\u8425\u6548\u679c\uff0c\u6dd8\u5929\u96c6\u56e2\u96c6\u4e2d\u7b97\u529b\u3001\u6570\u636e\u548c\u9876\u5c16\u7684\u6280\u672f\u4eba\u624d\uff0c\u6210\u7acb\u672a\u6765\u751f\u6d3b\u5b9e\u9a8c\u5ba4\u3002\u5b9e\u9a8c\u5ba4\u805a\u7126\u5927\u6a21\u578b\u3001\u591a\u6a21\u6001\u7b49 AI \u6280\u672f\u65b9\u5411\uff0c\u81f4\u529b\u4e8e\u6253\u9020\u5927\u6a21\u578b\u76f8\u5173\u57fa\u7840\u7b97\u6cd5\u3001\u6a21\u578b\u80fd\u529b\u548c\u5404\u7c7b AI Native \u5e94\u7528\uff0c\u5f15\u9886 AI \u5728\u751f\u6d3b\u6d88\u8d39\u9886\u57df\u7684\u6280\u672f\u521b\u65b0\u3002<\/strong><\/p>\n<p>\u5982\u4f55\u89e3\u51b3\u6a21\u578b\u751f\u6210\u5e7b\u89c9\u4e00\u76f4\u662f\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u9886\u57df\u7684\u4e00\u4e2a\u60ac\u800c\u672a\u89e3\u7684\u95ee\u9898\u3002\u4e3a\u4e86\u6d4b\u91cf\u8bed\u8a00\u6a21\u578b\u7684\u4e8b\u5b9e\u6b63\u786e\u6027\uff0c\u8fd1\u671f OpenAI \u53d1\u5e03\u5e76\u5f00\u6e90\u4e86\u4e00\u4e2a\u540d\u4e3a SimpleQA \u7684\u8bc4\u6d4b\u96c6\u3002\u800c\u6211\u4eec\u4e5f\u540c\u6837\u4e00\u76f4\u5728\u5173\u6ce8\u6a21\u578b\u4e8b\u5b9e\u6b63\u786e\u6027\u8fd9\u4e00\u9886\u57df\uff0c\u76ee\u524d\u8be5\u9886\u57df\u5b58\u5728\u6570\u636e\u8fc7\u65f6\u3001\u8bc4\u6d4b\u4e0d\u51c6\u548c\u8986\u76d6\u4e0d\u5168\u7b49\u95ee\u9898\u3002\u4f8b\u5982\u73b0\u5728\u5927\u5bb6\u5e7f\u6cdb\u4f7f\u7528\u7684\u77e5\u8bc6\u8bc4\u6d4b\u96c6\u8fd8\u662f CommonSenseQA\u3001CMMLU \u548c C-Eval \u7b49\u9009\u62e9\u9898\u5f62\u5f0f\u7684\u8bc4\u6d4b\u96c6\u3002<\/p>\n<p>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u540c\u6b65\u63a8\u8fdb\u4e2d\u6587\u793e\u533a\u5bf9\u6a21\u578b\u4e8b\u5b9e\u6b63\u786e\u6027\u7684\u7814\u7a76\uff0c\u6dd8\u5929\u96c6\u56e2\u7b97\u6cd5\u6280\u672f &#8211; \u672a\u6765\u751f\u6d3b\u5b9e\u9a8c\u5ba4\u56e2\u961f\u63d0\u51fa\u4e86<strong>\u00a0Chinese SimpleQA<\/strong><strong>\uff0c<\/strong><strong>\u8fd9\u662f\u7b2c\u4e00\u4e2a\u7cfb\u7edf\u6027\u5730\u5168\u9762\u8bc4\u4f30\u6a21\u578b\u56de\u7b54\u7b80\u77ed\u4e8b\u5b9e\u6027\u95ee\u9898\u80fd\u529b\u7684\u4e2d\u6587\u8bc4\u6d4b\u96c6\uff0c\u53ef\u4ee5\u5168\u9762\u63a2\u6d4b\u6a21\u578b\u5728\u5404\u4e2a\u9886\u57df\u7684\u77e5\u8bc6\u6c34\u5e73<\/strong>\u3002\u5177\u4f53\u6765\u8bf4\uff0cChinese SimpleQA \u4e3b\u8981\u6709\u516d\u4e2a\u7279\u70b9\uff1a<\/p>\n<ol>\n<li>\n<section>\u4e2d\u6587\uff1a\u4e13\u6ce8\u4e8e\u4e2d\u6587\u8bed\u8a00\uff0c\u5e76\u7279\u5730\u5305\u542b\u4e2d\u56fd\u6587\u5316\u7b49\u7279\u8272\u77e5\u8bc6\u76f8\u5173\u7684\u95ee\u9898<\/section>\n<\/li>\n<li>\n<section>\u5168\u9762\u6027\uff1a\u6db5\u76d6 6 \u4e2a\u5927\u7c7b\u4e3b\u9898\uff08\u4e2d\u534e\u6587\u5316\u3001\u4eba\u6587\u4e0e\u793e\u4f1a\u79d1\u5b66\u3001\u81ea\u7136\u79d1\u5b66\u3001\u751f\u6d3b\u827a\u672f\u4e0e\u6587\u5316\u3001\u5de5\u7a0b\u6280\u672f\u4e0e\u5e94\u7528\u79d1\u5b66\u3001\u793e\u4f1a\uff09\u548c 99 \u4e2a\u5b50\u7c7b\u4e3b\u9898<\/section>\n<\/li>\n<li>\n<section>\u9ad8\u8d28\u91cf\uff1a\u6211\u4eec\u8fdb\u884c\u4e86\u5168\u9762\u4e14\u4e25\u683c\u7684\u8d28\u91cf\u63a7\u5236\uff0c\u6709\u5305\u62ec 52 \u4f4d\u5916\u5305\u548c 6 \u4f4d\u7b97\u6cd5\u5de5\u7a0b\u5e08\u7684\u53c2\u4e0e<\/section>\n<\/li>\n<li>\n<section>\u9759\u6001\uff1a\u53c2\u8003\u7b54\u6848\u90fd\u662f\u5728\u65f6\u95f4\u4e0a\u4fdd\u6301\u4e0d\u53d8\u7684\uff0c\u4fdd\u8bc1\u4e86\u8bc4\u6d4b\u96c6\u7684\u957f\u671f\u6709\u6548\u6027\uff0c\u53ef\u4ee5\u957f\u671f\u4f5c\u4e3a\u6a21\u578b\u77e5\u8bc6\u80fd\u529b\u7684\u8bc4\u4f30\u57fa\u51c6<\/section>\n<\/li>\n<li>\n<section>\u6613\u4e8e\u8bc4\u4f30\uff1a\u8bc4\u6d4b\u6570\u636e\u7684\u95ee\u9898\u548c\u7b54\u6848\u975e\u5e38\u7b80\u77ed\uff0c\u8bc4\u6d4b\u53ef\u4ee5\u57fa\u4e8e\u4efb\u610f\u7684\u6a21\u578b\uff0c\u80fd\u591f\u4ee5\u8f83\u4f4e\u6210\u672c\u548c\u8f83\u5feb\u901f\u5ea6\u8fdb\u884c\u9ad8\u4e00\u81f4\u6027\u7684\u8bc4\u6d4b\u3002<\/section>\n<\/li>\n<li>\n<section>\u6709\u96be\u5ea6\u548c\u533a\u5206\u5ea6\uff1a\u6211\u4eec\u8bc4\u4f30\u4e86 40 + \u56fd\u5185\u5916\u5f00\u6e90\u548c\u95ed\u6e90\u5927\u6a21\u578b\u3002\u76ee\u524d\u5728\u8bc4\u6d4b\u96c6\u4e0a o1-preview \u90fd\u4ec5\u521a\u8fc7\u53ca\u683c\u7ebf (\u6b63\u786e\u7387 63.8)\uff0c \u5176\u4ed6\u5927\u90e8\u5206\u6a21\u578b\u90fd\u5904\u4e8e\u4f4e\u5206\u72b6\u6001\uff0c\u5176\u4e2d GPT-4o mini \u4ec5 37.6 \u5206\uff0cChatGLM3-6B \u548c Qwen2.5-1.5B \u4ec5 11.2 \u548c 11.1 \u7684\u51c6\u786e\u7387\u3002<\/section>\n<\/li>\n<\/ol>\n<p>\u57fa\u4e8e\u4e2d\u6587 SimpleQA\uff0c\u6211\u4eec\u5bf9\u73b0\u6709 LLM \u7684\u4e8b\u5b9e\u6027\u80fd\u529b\u8fdb\u884c\u4e86\u5168\u9762\u7684\u8bc4\u4f30\u3002\u5e76\u7ef4\u62a4\u4e00\u4e2a\u5168\u9762\u7684 leaderboard \u699c\u5355\u3002\u540c\u65f6\u6211\u4eec\u4e5f\u5728\u8bc4\u6d4b\u96c6\u4e0a\u5b9e\u9a8c\u5206\u6790\u4e86\u63a8\u7406 scaling law\u3001\u6a21\u578b\u6821\u51c6\u3001RAG\u3001\u5bf9\u9f50\u7a0e\u7b49\u7814\u7a76\u95ee\u9898\uff0c\u540e\u7eed\u672c\u8bc4\u6d4b\u96c6\u90fd\u53ef\u4ee5\u4f5c\u4e3a\u8fd9\u4e9b\u65b9\u5411\u7684\u91cd\u8981\u53c2\u8003\u4e4b\u4e00\u3002<\/p>\n<p>\u603b\u4e4b\uff0c\u6211\u4eec\u5e0c\u671b Chinese SimpleQA \u80fd\u5e2e\u52a9\u5f00\u53d1\u8005\u6df1\u5165\u4e86\u89e3\u5176\u6a21\u578b\u5728\u4e2d\u6587\u9886\u57df\u7684\u4e8b\u5b9e\u6b63\u786e\u6027\uff0c\u540c\u65f6\u4e5f\u80fd\u4e3a\u4ed6\u4eec\u7684\u7b97\u6cd5\u7814\u7a76\u63d0\u4f9b\u91cd\u8981\u57fa\u77f3\uff0c\u5171\u540c\u4fc3\u8fdb\u4e2d\u6587\u57fa\u7840\u6a21\u578b\u7684\u6210\u957f\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3daa99dd54ad8cc0345b14435e1d2d86.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3daa99dd54ad8cc0345b14435e1d2d86.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-187f56778bca6fadf2ce6cb91f5b382a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-187f56778bca6fadf2ce6cb91f5b382a.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2411.07140<\/section>\n<\/li>\n<li>\n<section>\u9879\u76ee\u4e3b\u9875\uff1ahttps:\/\/openstellarteam.github.io\/ChineseSimpleQA<\/section>\n<\/li>\n<li>\n<section>\u6570\u636e\u96c6\u4e0b\u8f7d\uff1ahttps:\/\/huggingface.co\/datasets\/OpenStellarTeam\/Chinese-SimpleQA<\/section>\n<\/li>\n<li>\n<section>\u4ee3\u7801\u4ed3\u5e93\uff1ahttps:\/\/github.com\/OpenStellarTeam\/ChineseSimpleQA<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u4e00\u3001\u6570\u636e\u96c6\u6784\u5efa<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-6f2f816f36eac978dd7b7c580bb711c7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-6f2f816f36eac978dd7b7c580bb711c7.png\"><\/a><\/section>\n<section>\u5728\u6784\u5efa Chinese SimpleQA \u6570\u636e\u96c6\u7684\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u91c7\u7528\u4e86\u4e25\u683c\u4e14\u5468\u5bc6\u7684\u6d41\u7a0b\uff0c\u786e\u4fdd\u6570\u636e\u8d28\u91cf\u8fbe\u5230\u9ad8\u6807\u51c6\u3002\u4e3b\u8981\u5206\u4e3a\u81ea\u52a8\u5316\u6784\u5efa\u548c\u8d28\u91cf\u63a7\u5236\u4e24\u4e2a\u9636\u6bb5\uff1a<\/section>\n<section><\/section>\n<section><strong>1. \u81ea\u52a8\u5316\u6784\u5efa\u9636\u6bb5\uff0c\u4e3b\u8981\u5305\u62ec\u4e94\u4e2a\u6b65\u9aa4\uff1a<\/strong><\/section>\n<section><\/section>\n<section>\uff081\uff09\u77e5\u8bc6\u5185\u5bb9\u63d0\u53d6\u4e0e\u8fc7\u6ee4\uff1a\u6211\u4eec\u4ece\u7ef4\u57fa\u767e\u79d1\u7b49\u591a\u79cd\u77e5\u8bc6\u9886\u57df\u4e2d\u6536\u96c6\u5927\u91cf\u5bcc\u542b\u77e5\u8bc6\u7684\u6587\u672c\u5185\u5bb9\uff0c\u5e76\u5229\u7528\u89c4\u5219\u548c\u8d28\u91cf\u8bc4\u4f30\u6a21\u578b\u7b5b\u9664\u4f4e\u8d28\u91cf\u6570\u636e\u3002<\/section>\n<section>\uff082\uff09\u81ea\u52a8\u751f\u6210\u95ee\u7b54\u5bf9\uff1a\u5236\u5b9a\u95ee\u9898\u6807\u51c6\uff0c\u57fa\u4e8e\u9ad8\u8d28\u91cf\u7684\u77e5\u8bc6\u5185\u5bb9\uff0c\u5229\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u57fa\u4e8e\u6807\u51c6\u6761\u4f8b\u81ea\u52a8\u751f\u6210\u95ee\u9898\u4e0e\u7b54\u6848\u5bf9\u3002\u5176\u4e2d\u5927\u6982\u5236\u5b9a\u4e86 9 \u6761\u4e25\u683c\u7684\u7ec6\u5219\uff0c\u5305\u62ec\uff1a\u7b54\u6848\u5fc5\u987b\u552f\u4e00\u4e14\u786e\u5b9a\u3001\u7b54\u6848\u4e0d\u5e94\u968f\u65f6\u95f4\u53d8\u5316\u7b49\u3002<\/section>\n<section>\uff083\uff09\u81ea\u52a8\u8d28\u91cf\u9a8c\u8bc1\uff1a\u901a\u8fc7 LLM \u6839\u636e\u9884\u5148\u8bbe\u5b9a\u7684\u6807\u51c6\u5bf9\u751f\u6210\u7684\u95ee\u7b54\u5bf9\u8fdb\u884c\u521d\u6b65\u7b5b\u9009\uff0c\u5254\u9664\u4e0d\u7b26\u5408\u8981\u6c42\u7684\u6837\u672c\u3002<\/section>\n<section>\uff084\uff09\u7ed3\u5408\u5de5\u5177\u9a8c\u8bc1\uff1a\u5f15\u5165 RAG \u548c Agent \u7684\u65b9\u5f0f\uff0c\u7ed3\u5408\u5916\u90e8\u68c0\u7d22\u5de5\u5177\u6536\u96c6\u9a8c\u8bc1\u4fe1\u606f\uff0c\u6307\u5bfc LLM \u8fdb\u4e00\u6b65\u51c6\u786e\u8bc4\u4f30\u7b54\u6848\u7684\u4e8b\u5b9e\u6b63\u786e\u6027\u3002<\/section>\n<section>\uff085\uff09\u96be\u5ea6\u7ea7\u522b\u8fc7\u6ee4\uff1a\u8fc7\u6ee4\u6389\u8fc7\u4e8e\u7b80\u5355\u7684\u6837\u672c\uff0c\u63d0\u5347\u6570\u636e\u96c6\u7684\u96be\u5ea6\uff0c\u4ee5\u53d1\u73b0 LLM \u7684\u666e\u904d\u5b58\u5728\u7684\u77e5\u8bc6\u8fb9\u754c\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5982\u679c\u4e00\u4e2a\u95ee\u9898\u56db\u4e2a\u6a21\u578b\u90fd\u80fd\u6b63\u786e\u56de\u7b54\uff0c\u5219\u8ba4\u4e3a\u8be5\u95ee\u9898\u8fc7\u4e8e\u7b80\u5355\u5e76\u4e88\u4ee5\u820d\u5f03\u3002<\/section>\n<section><\/section>\n<section><strong>2. \u8d28\u91cf\u63a7\u5236\u9636\u6bb5\uff0c\u6211\u4eec\u5f15\u5165\u4e86\u4e25\u683c\u7684\u4eba\u5de5\u9a8c\u8bc1\u6d41\u7a0b\uff1a<\/strong><\/section>\n<section><\/section>\n<section>\uff081\uff09\u6bcf\u6761\u6570\u636e\u5728\u9690\u85cf\u7b54\u6848\u540e\u4ea4\u7531\u4e24\u4f4d\u72ec\u7acb\u7684\u6807\u6ce8\u5458\u8fdb\u884c\u6807\u6ce8\uff0c\u9996\u5148\u5224\u65ad\u95ee\u9898\u662f\u5426\u7b26\u5408\u9884\u5b9a\u6807\u51c6\u3002\u4e0d\u7b26\u5408\u7684\u95ee\u9898\u5c06\u88ab\u6dd8\u6c70\u3002\u7136\u540e\u8981\u6c42\u6bcf\u4f4d\u6807\u6ce8\u5458\u7ed3\u5408\u6743\u5a01\u6765\u6e90\uff08\u5982\u7ef4\u57fa\u767e\u79d1\u3001\u767e\u5ea6\u767e\u79d1\uff09\u7684\u76f8\u5173\u4fe1\u606f\u586b\u5199\u7b54\u6848\uff0c\u540c\u65f6\u9700\u8981\u63d0\u4f9b\u81f3\u5c11\u4e24\u4e2a\u53c2\u8003\u94fe\u63a5\uff0c\u786e\u4fdd\u7b54\u6848\u53ef\u6eaf\u6e90\u3002<\/section>\n<section>\uff082\uff09\u82e5\u4e24\u4f4d\u6807\u6ce8\u5458\u7684\u7b54\u6848\u4e0d\u4e00\u81f4\uff0c\u7531\u7b2c\u4e09\u4f4d\u6807\u6ce8\u5458\u8fdb\u884c\u590d\u5ba1\uff0c\u6700\u7ec8\u786e\u5b9a\u7b54\u6848\u3002<\/section>\n<section>\uff083\uff09\u5b89\u6392\u591a\u540d\u7b97\u6cd5\u5de5\u7a0b\u5e08\u8fdb\u884c\u591a\u8f6e\u62bd\u68c0\u4e0e\u53cd\u9988\uff0c\u540c\u65f6\u4e0d\u65ad\u7ec6\u5316\u6807\u51c6<\/section>\n<section><\/section>\n<section>\u6574\u4e2a\u6784\u5efa\u548c\u6807\u6ce8\u8fc7\u7a0b\u4e2d\uff0c\u521d\u6b65\u751f\u6210\u4e86 10,000 \u5bf9\u95ee\u7b54\u5bf9\uff0c\u7ecf\u8fc7\u96be\u5ea6\u8bc4\u4f30\u548c\u591a\u8f6e\u9a8c\u8bc1\uff0c\u6700\u7ec8\u53ea\u4fdd\u7559\u4e86\u7ea6 3,000 \u5bf9\u9ad8\u8d28\u91cf\u7684\u95ee\u7b54\u5bf9\uff0c\u786e\u4fdd\u4e86\u6570\u636e\u96c6\u7684\u9ad8\u8d28\u91cf\u548c\u4e25\u8c28\u6027\uff0c\u5e0c\u671b\u4e3a\u8bc4\u4f30 LLM \u7684\u4e8b\u5b9e\u6b63\u786e\u6027\u63d0\u4f9b\u6b63\u786e\u7684\u5f15\u5bfc\u3002<\/section>\n<section><\/section>\n<section><strong>\u4e8c\u3001\u8bc4\u6d4b\u6307\u6807<\/strong><\/section>\n<section><\/section>\n<section>\u8bc4\u6d4b\u65b9\u5f0f\u548c\u6307\u6807\u76f4\u63a5\u9075\u5faa OpenAI \u7684\u65b9\u5f0f\uff0c\u4e3b\u8981\u6709\u4ee5\u4e0b\u56db\u4e2a\u6307\u6807\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-639399fc66e74a08ba75dde2ca3a5a65.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-639399fc66e74a08ba75dde2ca3a5a65.png\"><\/a><\/section>\n<section><strong>\u4e09\u3001\u8bc4\u6d4b\u699c\u5355<\/strong><\/section>\n<section><\/section>\n<section>\u6211\u4eec\u8bc4\u4f30\u4e86 17 \u4e2a\u95ed\u6e90\u6a21\u578b\u548c 24 \u4e2a\u5f00\u6e90\u6a21\u578b\uff0c\u6392\u540d\u699c\u5982\u4e0b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a59146679265d1292de2f2c2d2468464.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a59146679265d1292de2f2c2d2468464.png\"><\/a><\/section>\n<section><em><sup>\u4e0d\u540c\u6a21\u578b\u5728 Chinese SimpleQA \u4e0a\u7684\u7ed3\u679c\u3002\u5173\u4e8e\u6307\u6807\uff0cCorrect\uff08CO\uff09\u3001Not attempted\uff08NA\uff09\u3001Incorrect\uff08IN\uff09 \u548c Correct given attempted\uff08CGA\uff09 \u5206\u522b\u8868\u793a \u201c\u56de\u7b54\u6b63\u786e\u7387\u201d\u3001\u201c\u672a\u56de\u7b54\u7387\u201d\u3001\u201c\u56de\u7b54\u9519\u8bef\u7387\u201d \u548c \u201c\u56de\u7b54\u7cbe\u786e\u7387\u201d\u3002\u5173\u4e8e\u4e3b\u9898\uff0cChinese Culture\uff08CC\uff09\u3001Humanities\uff08HU\uff09\u3001Engineering, Technology\u3001Applied Sciences\uff08ETAS\uff09\u3001Life, Art, and Culture\uff08LAC\uff09\u3001Society\uff08SO\uff09 \u548c Natural Science\uff08NS\uff09 \u5206\u522b\u8868\u793a \u201c\u4e2d\u534e\u6587\u5316\u201d\u3001\u201c\u4eba\u6587\u4e0e\u793e\u4f1a\u79d1\u5b66\u201d\u3001\u201c\u5de5\u7a0b\u3001\u6280\u672f\u4e0e\u5e94\u7528\u79d1\u5b66\u201d\u3001\u201c\u751f\u6d3b\u3001\u827a\u672f\u4e0e\u6587\u5316\u201d\u3001\u201c\u793e\u4f1a\u201d \u4ee5\u53ca \u201c\u81ea\u7136\u79d1\u5b66\u201d\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u603b\u7684\u6765\u770b\uff0co1-preview \u8868\u73b0\u6700\u4f73\uff0c\u540c\u65f6\u6709\u51e0\u4e2a\u8fd1\u671f\u4e13\u6ce8\u4e8e\u4e2d\u6587\u7684\u95ed\u6e90\u5927\u6a21\u578b\uff08\u5982 Doubao-pro-32k \u548c GLM-4-Plus\uff09\u7684\u8868\u73b0\u4e0e o1-preview \u76f8\u8fd1\u3002\u4ece\u699c\u5355\u8868\u73b0\u6765\u770b\uff0c\u9996\u5148\uff0c\u201cmini\u201d \u7cfb\u5217\u6a21\u578b\uff08\u5982 o1-mini, GPT-4o-mini\uff09\u7684\u8868\u73b0\u660e\u663e\u4e0d\u5982\u5176\u5bf9\u5e94\u7684\u5927\u6a21\u578b\uff08\u5982 o1-preview, GPT-4o\uff09\uff0c\u8fd9\u8868\u660e \u201cmini\u201d \u7cfb\u5217\u5728\u8bb0\u5fc6\u4e8b\u5b9e\u77e5\u8bc6\u65b9\u9762\u6709\u660e\u663e\u7684\u4e0b\u964d\u3002\u5176\u6b21\u901a\u5e38\u8d8a\u5927\u7684\u6a21\u578b\u8868\u73b0\u66f4\u597d\uff0c\u4f8b\u5982 GPT\u3001Qwen2.5\u3001InternLM2.5 \u7b49\u7cfb\u5217\u3002\u800c\u5c0f\u6a21\u578b\u901a\u5e38\u5728 \u201c\u672a\u5c1d\u8bd5\uff08NA\uff09\u201d \u9879\u4e0a\u5f97\u5206\u8f83\u9ad8\uff0c\u6bd4\u5982 o1-mini \u548c InternLM2.5-1.8B\uff0c\u5176 NA \u5206\u6570\u5206\u522b\u4e3a 20.5 \u548c 31.2\uff0c\u8fdc\u9ad8\u4e8e\u5bf9\u5e94\u5927\u6a21\u578b\u7684\u5f97\u5206\uff08\u5982 o1-preview \u7684 12.2 \u548c InternLM2.5-20B \u7684 7.7\uff09\u3002\u53e6\u5916\uff0c\u5404\u6a21\u578b\u5728\u4e0d\u540c\u4e3b\u9898\u4e0a\u7684\u8868\u73b0\u5dee\u5f02\u663e\u8457\uff0c\u7279\u522b\u662f\u4e2d\u6587\u793e\u533a\u7684\u5927\u6a21\u578b\uff08\u5982 Doubao-pro-32k, GLM-4-Plus, Qwen-Max, Deepseek\uff09\u5728 \u201c\u4e2d\u56fd\u6587\u5316\uff08CC\uff09\u201d \u4e3b\u9898\u4e0a\u660e\u663e\u4f18\u4e8e GPT \u6216 o1 \u6a21\u578b\uff0c\u800c\u5728\u79d1\u5b66\u76f8\u5173\u4e3b\u9898\uff08\u5982 ETAS \u548c NS\uff09\u4e0a\uff0co1 \u5219\u5177\u6709\u663e\u8457\u4f18\u52bf\u3002<\/section>\n<section><\/section>\n<section><strong>\u56db\u3001\u5b9e\u9a8c\u53d1\u73b0<\/strong><\/section>\n<section><\/section>\n<section>\u6211\u4eec\u8fd8\u5728 Chinese SimpleQA \u4e0a\u63a2\u7d22\u4e86 inference scaling law\u3001\u6a21\u578b\u6821\u51c6\u3001RAG\u3001\u5bf9\u9f50\u7a0e\u7b49\u70ed\u95e8\u7814\u7a76\u8bfe\u9898\uff08\u5177\u4f53\u8be6\u89c1\u8bba\u6587\uff09\u3002\u5f97\u51fa\u4e86\u4ee5\u4e0b\u51e0\u4e2a\u6709\u89c1\u5730\u7684\u53d1\u73b0\uff1a<\/section>\n<section><\/section>\n<section><strong>1. \u66f4\u5927\u89c4\u6a21\u7684\u6a21\u578b\u6709\u66f4\u597d\u7684\u6821\u51c6\u6027\u80fd<\/strong><\/section>\n<section><\/section>\n<section>\u6211\u4eec\u8981\u6c42\u6a21\u578b\u5728\u56de\u7b54\u95ee\u9898\u65f6\u63d0\u4f9b 0 \u5230 100 \u7684\u4fe1\u5fc3\u6307\u6570\uff0c\u4ee5\u8861\u91cf\u6a21\u578b\u7684\u6821\u51c6\u7a0b\u5ea6\uff0c\u5373\u6a21\u578b\u5bf9\u5176\u7b54\u6848\u7684\u81ea\u4fe1\u7a0b\u5ea6\u3002\u7406\u60f3\u7684\u6821\u51c6\u6a21\u578b\u5e94\u8be5\u662f\u4fe1\u5fc3\u6307\u6570\u4e0e\u7b54\u6848\u7684\u5b9e\u9645\u51c6\u786e\u7387\u76f8\u5339\u914d\u3002\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0cGPT-4o \u7684\u6821\u51c6\u4f18\u4e8e GPT-4o-mini\uff0c\u800c o1-preview \u4f18\u4e8e o1-mini\u3002\u5728 Qwen2.5 \u7cfb\u5217\u4e2d\uff0c\u6821\u51c6\u6548\u679c\u4f9d\u6b21\u4e3a Qwen2.5-72B &gt; Qwen2.5-32B &gt; Qwen2.5-7B &gt; Qwen2.5-3B\uff0c\u8bf4\u660e\u66f4\u5927\u89c4\u6a21\u7684\u6a21\u578b\u5177\u6709\u66f4\u597d\u7684\u6821\u51c6\u6027\u80fd\u3002\u6b64\u5916\uff0c\u5bf9\u4e8e\u6240\u6709\u8bc4\u4f30\u7684\u6a21\u578b\uff0c\u5f53\u4fe1\u5fc3\u6307\u6570\u5927\u4e8e 50 \u65f6\uff0c\u5b83\u4eec\u7684\u4fe1\u5fc3\u6c34\u5e73\u90fd\u4f4e\u4e8e\u4e86\u5b8c\u7f8e\u6821\u51c6\u7ebf\uff0c\u8868\u660e\u5b83\u4eec\u666e\u904d\u5bf9\u81ea\u8eab\u56de\u7b54\u7684\u51c6\u786e\u6027\u8fc7\u4e8e\u81ea\u4fe1\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-602ed85f4a45fe5fdd851eb396e651ff.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-602ed85f4a45fe5fdd851eb396e651ff.png\"><\/a><\/section>\n<section><strong>2.O1 \u63d0\u51fa\u7684\u63a8\u7406 scaling law \u5728\u4e8b\u5b9e\u7c7b QA \u4e0a\u4e5f\u6210\u7acb<\/strong><\/section>\n<section><\/section>\n<section>\u6211\u4eec\u7814\u7a76\u4e86\u4e0d\u540c\u6a21\u578b\u5728\u589e\u52a0\u63a8\u7406\u8ba1\u7b97\u8d44\u6e90\u548c\u56de\u7b54\u51c6\u786e\u6027\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u5177\u4f53\u65b9\u5f0f\u662f\u4ece Chinese SimpleQA \u4e2d\u968f\u673a\u62bd\u53d6 50 \u4e2a\u6837\u672c\uff0c\u6bcf\u4e2a\u6837\u672c\u8981\u6c42\u6a21\u578b\u72ec\u7acb\u56de\u7b54 100 \u6b21\u3002\u901a\u8fc7 Best-of-N \u65b9\u6cd5\u968f\u7740\u63a8\u7406\u6b21\u6570\u7684\u589e\u52a0\u6765\u8ba1\u7b97\u6a21\u578b\u7684\u56de\u7b54\u51c6\u786e\u6027\u3002\u7ed3\u679c\u8868\u660e\uff0c\u968f\u7740\u63a8\u7406\u6b21\u6570\u7684\u589e\u52a0\uff0c\u6240\u6709\u6a21\u578b\u7684\u54cd\u5e94\u51c6\u786e\u6027\u90fd\u63d0\u9ad8\uff0c\u5e76\u6700\u7ec8\u8fbe\u5230\u4e0a\u9650\u3002\u8fd9\u4e00\u73b0\u8c61\u4e0e OpenAI o1 \u53d1\u5e03\u65f6\u63d0\u51fa\u7684\u7ed3\u8bba\u8868\u73b0\u4e00\u81f4\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-011a1b62e2c076cad2f345c2cce7b64e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-011a1b62e2c076cad2f345c2cce7b64e.png\"><\/a><\/section>\n<section><strong>3.RAG \u4ecd\u662f\u5feb\u901f\u63d0\u5347\u6a21\u578b\u80fd\u529b\u7684\u6377\u5f84<\/strong><\/section>\n<section><\/section>\n<section>\u6211\u4eec\u540c\u65f6\u5728 Chinese SimpleQA \u4e0a\u63a2\u8ba8\u4e86\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u7b56\u7565\u5728\u63d0\u5347 LLMs \u4e8b\u5b9e\u6b63\u786e\u6027\u65b9\u9762\u7684\u6548\u679c\u3002\u6211\u4eec\u57fa\u4e8e LlamaIndex \u548c\u8c37\u6b4c\u641c\u7d22 API \u642d\u5efa\u4e86 RAG \u7cfb\u7edf\u3002\u7ed3\u679c\u8868\u660e\uff0c\u6240\u6709\u6a21\u578b\u5728\u914d\u7f6e RAG \u540e\u51c6\u786e\u6027\u90fd\u663e\u8457\u63d0\u9ad8\uff0c\u4f8b\u5982\uff0cQwen2.5-3B \u7684\u6027\u80fd\u63d0\u5347\u4e86\u4e09\u500d\u591a\u3002\u540c\u65f6\uff0c\u5728\u914d\u7f6e RAG \u540e\u5404\u6a21\u578b\u4e4b\u95f4\u7684\u6027\u80fd\u5dee\u5f02\u4e5f\u663e\u8457\u51cf\u5c11\uff0c\u4f8b\u5982\uff0c\u5e26\u6709 RAG \u7684 Qwen2.5-3B \u4e0e Qwen2.5-72B \u7684 F-score \u76f8\u5dee\u4ec5 6.9%\u3002\u8fd9\u8868\u660e RAG \u53ef\u663e\u8457\u7f29\u5c0f\u6a21\u578b\u6027\u80fd\u5dee\u8ddd\uff0c\u4f7f\u5f97\u8f83\u5c0f\u6a21\u578b\u5728 RAG \u652f\u6301\u4e0b\u4e5f\u80fd\u83b7\u5f97\u9ad8\u6027\u80fd\u3002\u56e0\u6b64\uff0cRAG \u4ecd\u662f\u589e\u5f3a LLMs \u4e8b\u5b9e\u6027\u7684\u4e00\u6761\u5f3a\u6709\u6548\u7684\u6377\u5f84\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-fa5d1ea39c142c7f2ef0c63746962439.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-fa5d1ea39c142c7f2ef0c63746962439.png\"><\/a><\/section>\n<section><strong>4. \u5927\u90e8\u5206\u6a21\u578b\u90fd\u6709\u660e\u663e\u7684 \u201c\u5bf9\u9f50\u7a0e\u201d \u95ee\u9898<\/strong><\/section>\n<section><\/section>\n<section>\u6211\u4eec\u5bf9\u6bd4\u5206\u6790\u4e86\u9884\u8bad\u7ec3\u6a21\u578b\u4e0e\u5bf9\u9f50\u540e\u7684\u6a21\u578b\u5728\u8bc4\u6d4b\u96c6\u4e0a\u7684\u8868\u73b0\u3002\u7ed3\u679c\u663e\u793a\uff0c\u5c3d\u7ba1\u4e0d\u540c\u6a21\u578b\u5728\u540e\u671f\u8bad\u7ec3\u540e\u8868\u73b0\u5404\u5f02\uff0c\u4f46\u5927\u591a\u6570\u6a21\u578b\u7684\u8868\u73b0\u90fd\u663e\u8457\u4e0b\u964d\u3002\u5176\u4e2d\uff0cBaichuan2 \u7cfb\u5217\u6a21\u578b\u4e0b\u964d\u6700\u4e3a\u660e\u663e\uff0cBaichuan2-7B \u548c Baichuan2-13B \u7684 F-score \u5206\u522b\u4e0b\u964d\u4e86 47% \u548c 28%\u3002\u8fd9\u53cd\u6620\u51fa\u5f53\u524d\u5927\u591a\u6570\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5bf9\u9f50\u8bad\u7ec3\u5728\u5e7b\u89c9\u7f13\u89e3\u65b9\u9762\u4ecd\u6709\u660e\u663e\u4e0d\u8db3\uff0c\u4e5f\u7a81\u663e\u4e86\u8bc4\u6d4b\u96c6\u7684\u4ef7\u503c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c7edb4c911e5debca35c92358e6b026d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c7edb4c911e5debca35c92358e6b026d.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-72819fe6969952b70eda20d2f6e91f29.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-72819fe6969952b70eda20d2f6e91f29.png\"><\/a><\/section>\n<section>\u8bc4\u6d4b\u96c6\u6db5\u76d6 99 \u4e2a\u4e3b\u9898\u548c\u9886\u57df\uff0c\u80fd\u591f\u5168\u9762\u68c0\u6d4b\u6a21\u578b\u5728\u5404\u4e2a\u9886\u57df\u7684\u77e5\u8bc6\u6c34\u5e73\uff0c\u53ef\u4ee5\u5e2e\u52a9\u5404\u4e2a\u9886\u57df\u7684\u7814\u7a76\u8005\u8bc6\u522b\u6700\u9002\u5408\u5176\u7279\u5b9a\u9700\u6c42\u7684\u6a21\u578b\u3002\u76ee\u524d o1-preview \u6a21\u578b\u8868\u73b0\u6700\u4e3a\u5168\u9762\uff0c\u4f46\u662f\u8bc4\u6d4b\u7ed3\u679c\u5c55\u793a\u4e86\u8bb8\u591a\u5176\u4ed6\u6a21\u578b\u5728\u7279\u5b9a\u5782\u76f4\u9886\u57df\u7684\u5f3a\u6709\u529b\u7684\u8868\u73b0\uff08\u5177\u4f53\u8be6\u89c1\u8bba\u6587\u548c\u699c\u5355\uff09\u3002<\/section>\n<section><\/section>\n<section>\u6700\u540e\uff0c\u6b22\u8fce\u5e7f\u5927\u7814\u7a76\u8005\u4f7f\u7528\u6211\u4eec\u7684\u8bc4\u6d4b\u96c6\u8fdb\u884c\u5b9e\u9a8c\u548c\u7814\u7a76\u3002\u6dd8\u5929\u96c6\u56e2\u7b97\u6cd5\u6280\u672f &#8211; \u672a\u6765\u751f\u6d3b\u5b9e\u9a8c\u5ba4\u56e2\u961f\u5c06\u6301\u7eed\u66f4\u65b0\u548c\u7ef4\u62a4\u6570\u636e\u96c6\u53ca\u8bc4\u6d4b\u699c\u5355\uff0c\u4e3a\u4e2d\u6587\u793e\u533a\u7684\u53d1\u5c55\u8d21\u732e\u529b\u91cf\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-20-2\" target=\"_blank\">\u5ab2\u7f8eOpenAI\u4e8b\u5b9e\u6027\u57fa\u51c6\uff0c\u8fd9\u4e2a\u4e2d\u6587\u8bc4\u6d4b\u96c6\u8ba9o1-preview\u521a\u521a\u53ca\u683c<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u5ab2\u7f8eOpenAI\u4e8b\u5b9e\u6027 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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