{"id":36575,"date":"2025-01-14T07:00:10","date_gmt":"2025-01-13T23:00:10","guid":{"rendered":"https:\/\/17aitech.com\/?p=36575"},"modified":"2025-01-14T07:00:10","modified_gmt":"2025-01-13T23:00:10","slug":"%e6%99%ba%e8%83%bd%e4%bd%93%e9%a6%96%e6%ac%a1%e8%be%be%e5%88%b0kaggle-grandmaster%e6%b0%b4%e5%b9%b3%ef%bc%8c%e5%8d%8e%e4%b8%ba%e7%94%a8%e7%bb%93%e6%9e%84%e5%8c%96%e6%8e%a8%e7%90%86%e8%a1%a5%e9%bd%90","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36575","title":{"rendered":"\u667a\u80fd\u4f53\u9996\u6b21\u8fbe\u5230Kaggle Grandmaster\u6c34\u5e73\uff0c\u534e\u4e3a\u7528\u7ed3\u6784\u5316\u63a8\u7406\u8865\u9f50\u601d\u7ef4\u94fe\u77ed\u677f"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-08-5\" target=\"_blank\">\u667a\u80fd\u4f53\u9996\u6b21\u8fbe\u5230Kaggle Grandmaster\u6c34\u5e73\uff0c\u534e\u4e3a\u7528\u7ed3\u6784\u5316\u63a8\u7406\u8865\u9f50\u601d\u7ef4\u94fe\u77ed\u677f<\/a><\/p>\n<p>\u524d\u4e9b\u65f6\u65e5\uff0cAI \u5927\u6a21\u578b\u5f00\u59cb\u638c\u63e1\u64cd\u4f5c\u8ba1\u7b97\u673a\u7684\u80fd\u529b\uff0c\u4f46\u6574\u4f53\u800c\u8a00\uff0c\u5b83\u4eec\u4e0e\u7269\u7406\u4e16\u754c\u4e92\u52a8\u7684\u80fd\u529b\u4ecd\u5904\u4e8e\u65e9\u671f\u9636\u6bb5\u3002<\/p>\n<p>\u4e3a\u4e86\u63d0\u9ad8 LLM \u5728\u590d\u6742\u7684\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u8868\u73b0\uff0c\u7814\u7a76\u8005\u4eec\u63d0\u51fa\u4e86\u5404\u79cd\u63d0\u793a\u7b56\u7565\u6765\u63d0\u5347\u5927\u6a21\u578b\u7684\u63a8\u7406\u548c\u89c4\u5212\u80fd\u529b\uff0c\u6bd4\u5982\u601d\u7ef4\u94fe\u3001\u601d\u7ef4\u6811\u548c\u601d\u7ef4\u56fe\u8c31\u3002\u8fd9\u4e9b\u8fdb\u6b65\u4e0e\u5de5\u5177\u96c6\u6210\u4e00\u8d77\uff0c\u63a8\u52a8\u7740\u901a\u7528 AI \u667a\u80fd\u4f53\u7684\u53d1\u5c55\uff0c\u8ba9\u5b83\u4eec\u73b0\u5728\u5df2\u7ecf\u80fd\u591f\u7528 LLM \u8f93\u51fa\u7684\u51b3\u7b56\u7b56\u7565\u6765\u89e3\u51b3\u5e8f\u5217\u51b3\u7b56\u95ee\u9898\uff08\u4e0d\u8fc7\u4f9d\u7136\u8fd8\u76f8\u5bf9\u7b80\u5355\uff09\u3002<\/p>\n<p>\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\uff0c\u4e00\u4e2a\u96be\u9898\u7684\u89e3\u51b3\u65b9\u6848\u5f80\u5f80\u90fd\u4e0d\u662f\u5b64\u7acb\u5b58\u5728\u7684\uff0c\u800c\u9700\u8981\u7cfb\u7edf\u6027\u7684\u65b9\u6cd5\u3002\u8fd9\u5c31\u4fc3\u4f7f\u4eba\u4eec\u5f00\u59cb\u7814\u7a76\u5982\u4f55\u8ba9 LLM \u901a\u8fc7\u987a\u5e8f\u6216\u5e76\u884c\u6a21\u5757\u5904\u7406\u667a\u80fd\u4f53\u4efb\u52a1\uff0c\u4ece\u800c\u52a8\u6001\u5730\u3001\u5206\u6b65\u9aa4\u5730\u89e3\u51b3\u95ee\u9898\u3002<\/p>\n<p>\u8fd1\u65e5\uff0c\u534e\u4e3a\u8bfa\u4e9a\u65b9\u821f\u5b9e\u9a8c\u5ba4\u3001\u4f26\u6566\u5927\u5b66\u5b66\u9662\uff08UCL\uff09\u548c\u8fbe\u59c6\u65bd\u5854\u7279\u5de5\u4e1a\u5927\u5b66\u7684\u4e00\u4e2a\u7814\u7a76\u56e2\u961f\u5728\u8fd9\u4e2a\u7814\u7a76\u65b9\u5411\u4e0a\u505a\u51fa\u4e86\u81ea\u5df1\u7684\u8d21\u732e\u3002\u4ed6\u4eec\u91c7\u7528\u7b2c\u4e00\u6027\u539f\u7406\u65b9\u6cd5\uff0c\u5c06\u6570\u636e\u7684\u5206\u6790\u3001\u5904\u7406\u548c\u9884\u6d4b\uff08\u5373\u6570\u636e\u79d1\u5b66\uff09\u4f5c\u4e3a LLM \u4e0e\u73b0\u5b9e\u4e16\u754c\u73af\u5883\u548c\u5916\u90e8\u7cfb\u7edf\u4ea4\u4e92\u7684\u6838\u5fc3\u548c\u53ef\u8fc1\u79fb\u6280\u80fd\uff0c\u5f97\u5230\u4e86\u4e00\u79cd\u5229\u7528 LLM \u89e3\u51b3\u7cfb\u7edf\u6570\u636e\u79d1\u5b66\u4efb\u52a1\u590d\u6742\u6027\u7684\u65b0\u65b9\u6cd5\u3002\u7136\u540e\u4ed6\u4eec\u57fa\u4e8e\u6b64\u5f00\u53d1\u4e86\u667a\u80fd\u4f53 Agent K v1.0\uff0c\u5e76\u8ba9\u5176\u53c2\u52a0\u4e86\u591a\u6a21\u6001 Kaggle \u7ade\u8d5b\u3002<strong>\u6700\u7ec8 Agent K v1.0 \u83b7\u5f97\u4e86\u76f8\u5f53\u4e8e 6 \u91d1 3 \u94f6 7 \u94dc\u7684\u6210\u7ee9\uff0c\u6210\u4e3a\u9996\u4e2a\u8fbe\u5230 Kaggle Grandmaster level 1 \u7684 AI \u667a\u80fd\u4f53\u3002<\/strong><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-1850b2294de2cc39ee3f4da8e659f013.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-1850b2294de2cc39ee3f4da8e659f013.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aLarge Language Models Orchestrating Structured Reasoning Achieve Kaggle Grandmaster Level<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2411.03562<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u7814\u7a76\u52a8\u673a<\/strong><\/section>\n<section><\/section>\n<section>\u8fd9\u9879\u7814\u7a76\u6709\u4e09\u4e2a\u7814\u7a76\u52a8\u673a\u3002<\/section>\n<section><\/section>\n<section>\u7b2c\u4e00\uff0c<strong>\u6570\u636e\u79d1\u5b66\u7684\u76ee\u7684\u662f\u4ece\u7ed3\u6784\u5316\u548c\u975e\u7ed3\u6784\u5316\u6570\u636e\u4e2d\u63d0\u53d6\u89c1\u89e3\u548c\u77e5\u8bc6<\/strong>\uff0c\u4ece\u800c\u89e3\u51b3\u5404\u79cd\u590d\u6742\u95ee\u9898\u3002\u8fd9\u9700\u8981\u7cfb\u7edf\u7ea7\u7684\u65b9\u6cd5\uff0c\u9700\u8981\u81ea\u52a8\u5316\u548c\u4f18\u5316\u6765\u9002\u5e94\u5177\u4f53\u7684\u4efb\u52a1\u76ee\u6807\u3002<\/section>\n<section><\/section>\n<section>\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u5728 Kaggle \u6570\u636e\u79d1\u5b66\u7ade\u8d5b\u4e2d\uff08\u5982\u56fe 1 \u6240\u793a\uff09\uff0c\u6570\u636e\u79d1\u5b66\u5bb6\u9700\u8981\u9075\u5faa\u4e00\u4e2a\u7ed3\u6784\u5316\u7684\u5de5\u4f5c\u6d41\u7a0b\uff1a\u6536\u96c6\u3001\u6e05\u7406\u3001\u9884\u5904\u7406\u548c\u6807\u51c6\u5316\u6570\u636e\uff0c\u521b\u5efa\u6570\u636e\u52a0\u8f7d\u5668\u4ee5\u5b9e\u73b0\u9ad8\u6548\u7ba1\u7406\uff0c\u751f\u6210\u5173\u952e\u8bc4\u4f30\u6307\u6807\uff0c\u4ee5\u53ca\u5f00\u53d1\u81ea\u5b9a\u4e49\u6a21\u578b\u3002\u7136\u540e\uff0c\u8fd9\u4e9b\u89c1\u89e3\u548c\u9884\u6d4b\u53ef\u4ee5\u4e3a\u51b3\u7b56\u548c\u4f18\u5316\u63d0\u4f9b\u4fe1\u606f\u3002\u56e0\u6b64\uff0c\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u5de5\u4f5c\u6d41\u7a0b\uff0c\u9700\u8981\u6570\u636e\u79d1\u5b66\u667a\u80fd\u4f53\u5c06\u4efb\u52a1\u5206\u89e3\u4e3a\u5b50\u95ee\u9898\u5e76\u4e0e\u5404\u79cd\u5b50\u7cfb\u7edf\u4ea4\u4e92\u4ee5\u5b9e\u73b0\u6307\u5b9a\u76ee\u6807\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-bcd5c162faea57638c6628c313a5d334.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-bcd5c162faea57638c6628c313a5d334.png\"><\/a><\/section>\n<section>\u7b2c\u4e8c\uff0c<strong>\u6570\u636e\u80fd\u8ba9 LLM \u611f\u77e5\u548c\u7406\u89e3\u5916\u90e8\u73af\u5883<\/strong>\uff08\u7269\u7406\u548c\u865a\u62df\u7686\u53ef\uff09\u3002LLM \u667a\u80fd\u4f53\u53ef\u901a\u8fc7\u6536\u96c6\u3001\u6e05\u7406\u548c\u5206\u6790\u8fd9\u4e9b\u6570\u636e\u6765\u83b7\u5f97\u6709\u610f\u4e49\u7684\u89c1\u89e3\u5e76\u505a\u51fa\u660e\u667a\u7684\u51b3\u7b56\u3002\u6570\u636e\u548c\u52a8\u4f5c\u4e4b\u95f4\u7684\u8fd9\u79cd\u57fa\u672c\u8054\u7cfb\u53ef\u5c06\u8ba1\u7b97\u63a8\u7406\u4e0e\u6709\u5f62\u7684\u73b0\u5b9e\u4e16\u754c\u540e\u679c\u8054\u7cfb\u8d77\u6765\u3002<\/section>\n<section><\/section>\n<section>\u7b2c\u4e09\uff0c<strong>\u6570\u636e\u79d1\u5b66\u5bf9\u4f01\u4e1a\u800c\u8a00\u81f3\u5173\u91cd\u8981\u3002<\/strong>\u6570\u636e\u79d1\u5b66\u53ef\u5c06\u539f\u59cb\u6570\u636e\u8f6c\u6362\u6210\u53ef\u884c\u52a8\u7684\u89c1\u89e3\uff0c\u5e76\u7531\u6b64\u63d0\u5347\u6548\u7387\u548c\u7ade\u4e89\u529b\uff0c\u8fdb\u800c\u63a8\u52a8\u521b\u65b0\u3002\u56e0\u6b64\uff0c\u636e Grand View Research \u9884\u8ba1\uff0c\u5230 2031 \u5e74\uff0c\u5168\u7403\u5bf9\u6570\u636e\u79d1\u5b66\u7684\u6295\u8d44\u5c06\u8fbe\u5230\u7ea6 7400 \u4ebf\u7f8e\u5143\u3002\u6570\u636e\u79d1\u5b66\u667a\u80fd\u4f53\u53ef\u901a\u8fc7\u751f\u6210\u4ee3\u7801\u6765\u81ea\u52a8\u6267\u884c\u6570\u636e\u6e05\u7406\u3001\u5efa\u6a21\u548c\u9884\u6d4b\u7b49\u4efb\u52a1\uff0c\u4ece\u800c\u6269\u5927\u8fd9\u79cd\u5f71\u54cd\uff0c\u4f7f\u7ec4\u7ec7\u80fd\u591f\u6269\u5c55\u5176\u6570\u636e\u9a71\u52a8\u7684\u51b3\u7b56\uff0c\u4ee5\u6700\u5927\u5316\u56de\u62a5\u548c\u5229\u6da6\u3002<\/section>\n<section><\/section>\n<section><strong>\u7ed3\u6784\u5316\u63a8\u7406\u9020\u5c31\u5f3a\u5927\u6570\u636e\u79d1\u5b66\u667a\u80fd\u4f53<\/strong><\/section>\n<section><\/section>\n<section>\u534e\u4e3a\u8bfa\u4e9a\u65b9\u821f\u5b9e\u9a8c\u5ba4\u9996\u5148\u786e\u5b9a\u4e86 LLM \u667a\u80fd\u4f53\u9762\u4e34\u7684\u4e24\u5927\u96be\u9898\uff0c\u5373\u81ea\u52a8\u5316\u548c\u4f18\u5316\u3002\u8fd9\u4e9b\u96be\u9898\u6e90\u81ea\u6570\u636e\u79d1\u5b66\u5de5\u4f5c\u6d41\u7a0b\u7684\u590d\u6742\u6027\u548c\u591a\u9762\u6027\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u6b64\uff0c\u8be5\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd\u5229\u7528 LLM \u89e3\u51b3\u7cfb\u7edf\u6570\u636e\u79d1\u5b66\u4efb\u52a1\u590d\u6742\u6027\u7684\u65b0\u65b9\u6cd5\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u6765\u8bf4\uff0c\u4ed6\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u7075\u6d3b\u7684\u300c\u5b66\u4e60\u5230\u63a8\u7406\u300d\u8303\u5f0f\uff0c\u4ece\u800c\u65e0\u9700\u53cd\u5411\u4f20\u64ad\u548c\u5fae\u8c03\u5c31\u80fd\u5b9e\u73b0\u5b66\u4e60\u548c\u9002\u5e94\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u56e2\u961f\u5047\u8bbe LLM \u5177\u6709\u56fa\u6709\u7684\u57fa\u4e8e\u6848\u4f8b\u7684\u63a8\u7406\u80fd\u529b\uff0c\u8fd9\u8ba9\u5b83\u4eec\u53ef\u4f7f\u7528\u8fc7\u53bb\u7684\u6b63\u4f8b\u6216\u8d1f\u4f8b\u7ecf\u9a8c\uff0c\u5e76\u5c06\u5176\u6cdb\u5316\u5230\u65b0\u4efb\u52a1\u3002\u901a\u8fc7\u4f18\u5316\u8fd9\u4e9b\u7ecf\u9a8c\uff0c\u5b66\u4e60\u548c\u9002\u5e94\u53ef\u4ee5\u81ea\u7136\u5730\u53d1\u751f\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u5c06\u8fd9\u4e00\u89c2\u5bdf\u5229\u7528\u8d77\u6765\uff0c\u8be5\u56e2\u961f\u63d0\u51fa\u4e86<strong>\u7ed3\u6784\u5316\u63a8\u7406\uff08structured reasoning\uff09<\/strong>\uff0c\u5176\u4e2d\u96c6\u6210\u4e86\u4e00\u4e2a\u8bb0\u5fc6\u6a21\u5757\uff0c\u4ece\u800c\u53ef\u4ee5\u52a8\u6001\u5730\u5229\u7528\u8fc7\u53bb\u7684\u6210\u529f\u548c\u5931\u8d25\u7ecf\u9a8c\u6765\u5b9e\u73b0\u66f4\u636e\u9002\u5e94\u6027\u7684\u5b66\u4e60\u3002\u8fd9\u80fd\u514b\u670d\u601d\u7ef4\u94fe\u7b49\u65b9\u6cd5\u7684\u5c40\u9650\u6027\u3002\u5982\u56fe 2 \u6240\u793a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-260d82b221325e2a071d5f192d9b077c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-260d82b221325e2a071d5f192d9b077c.png\"><\/a><\/section>\n<section>\u5de6\u4fa7\u662f\u57fa\u672c\u601d\u7ef4\u94fe\u63a8\u7406\uff0c\u5176\u6309\u987a\u5e8f\u751f\u6210\u4e2d\u95f4\u6b65\u9aa4\uff0c\u5176\u4e2d\u6bcf\u4e2a\u6b65\u9aa4\u90fd\u662f\u4e0b\u4e00\u6b65\u9aa4\u7684\u76f4\u63a5\u6761\u4ef6\uff0c\u76f4\u5230\u5f97\u5230\u6700\u7ec8\u7b54\u6848\u3002<\/section>\n<section><\/section>\n<section>\u53f3\u4fa7\u662f\u65b0\u63d0\u51fa\u7684\u7ed3\u6784\u5316\u63a8\u7406\u65b9\u6cd5\uff0c\u5b83\u5f15\u5165\u4e86\u4e00\u4e2a\u8bb0\u5fc6\u6a21\u5757\uff08\u4f5c\u4e3a RAG \u6216\u957f\u4e0a\u4e0b\u6587\u7684\u4e00\u79cd\u5f62\u5f0f\uff09\uff0c\u53ef\u4ee5\u6839\u636e\u5916\u90e8\u5956\u52b1\u548c\u53cd\u9988\u8fdb\u884c\u4f18\u5316\u3002\u8be5\u6a21\u5757\u53ef\u6839\u636e\u73af\u5883\u53cd\u9988\u52a8\u6001\u5730\u4fee\u6539\u5b58\u50a8\u7684\u5185\u5bb9\uff0c\u8ba9\u667a\u80fd\u4f53\u53ef\u5728\u4e0d\u6539\u53d8\u5e95\u5c42 LLM \u53c2\u6570\u7684\u60c5\u51b5\u4e0b\u5b66\u4e60\u548c\u9002\u5e94\uff0c\u8fdb\u800c\u6839\u636e\u5177\u4f53\u76ee\u6807\u6700\u5927\u9650\u5ea6\u5730\u63d0\u9ad8\u6027\u80fd\uff08\u6709\u6548\u6027\u548c\u81ea\u52a8\u5316\uff09\u3002<\/section>\n<section><\/section>\n<section>\u6709\u4e86\u7ed3\u6784\u5316\u63a8\u7406\u4e4b\u540e\uff0cLLM \u667a\u80fd\u4f53\u53ef\u5728\u5185\u90e8\u91cd\u6784\u81ea\u8eab\uff0c\u901a\u8fc7\u7075\u6d3b\u548c\u5185\u5728\u7684\uff08\u667a\u80fd\u4f53\u5185\u90e8\u7684\uff09\u81ea\u6211\u53cd\u601d\u529f\u80fd\u5b9e\u73b0\u4e3b\u52a8\u63a8\u7406\uff0c\u5e76\u5728\u91c7\u53d6\u5916\u90e8\u884c\u52a8\u4e4b\u524d\u4e3b\u52a8\u9002\u5e94\u3002<\/section>\n<section><\/section>\n<section>\u4ed6\u4eec\u5c06\u8fd9\u4e2a\u667a\u80fd\u4f53\u79f0\u4e3a\u00a0<strong>Agent K v1.0<\/strong>\uff0c\u8fd9\u662f\u4ed6\u4eec\u7684\u7ed3\u6784\u5316\u63a8\u7406\u6846\u67b6 Pangu-Agent \u7684\u4e00\u4e2a\u6269\u5c55\uff0c\u4f46\u5b83\u4e5f\u662f\u4e13\u95e8\u4e3a\u5e94\u5bf9\u6570\u636e\u79d1\u5b66\u6311\u6218\u8bbe\u8ba1\u7684\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u56e2\u961f\u4e3a Agent K v1.0 \u5f15\u5165\u4e86\u65b0\u7684\u5185\u90e8\u51fd\u6570\u7c7b\u522b\uff0c\u4ee5\u4fbf\u5728\u81ea\u52a8\u89e3\u51b3\u6570\u636e\u79d1\u5b66\u4efb\u52a1\u4e4b\u524d\u81ea\u52a8\u8bbe\u7f6e\u5b83\u4eec\u3002\u4ed6\u4eec\u8fd8\u5f15\u5165\u4e86\u53e6\u4e00\u7ec4\u53ef\u4e0e\u5916\u90e8\u5de5\u5177\uff08\u5982\u8d85\u53c2\u6570\u4f18\u5316\u7b97\u6cd5\u3001\u96c6\u6210\u65b9\u6cd5\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u5e93\uff09\u534f\u4f5c\u7684\u5185\u90e8\u51fd\u6570\uff0c\u4ece\u800c\u53ef\u4ee5\u6700\u4f73\u65b9\u5f0f\u6784\u5efa\u89e3\u7b54\u3002<\/section>\n<section><\/section>\n<section>\u4e0b\u56fe\u5c55\u793a\u4e86 Agent K v1.0 \u5b9e\u73b0\u81ea\u52a8\u8bbe\u8ba1\u3001\u7f16\u7a0b\u548c\u6267\u884c\u6240\u9700\u7684\u6574\u4f53\u6570\u636e\u79d1\u5b66\u5de5\u4f5c\u6d41\u7a0b\uff1a\u9996\u5148\u4ece\u4e00\u4e2a Kaggle URL \u5f00\u59cb\uff0c\u518d\u751f\u6210\u6267\u884c\u4ee3\u7801\u6e05\u7406\u3001\u7279\u5f81\u5de5\u7a0b\u3001\u6a21\u578b\u521b\u5efa\u548c\u4f18\u5316\u8bad\u7ec3\u7684\u590d\u6742\u4ee3\u7801\uff0c\u4e4b\u540e\u518d\u81ea\u52a8\u751f\u6210\u4e00\u4e2a\u63d0\u4ea4\u6587\u4ef6\uff0c\u5e76\u5c06\u5176\u63d0\u4ea4\u7ed9 Kaggle \u4ee5\u83b7\u5f97\u5206\u6570\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-eea79dc10722c4e07536e56f70581289.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-eea79dc10722c4e07536e56f70581289.png\"><\/a><\/section>\n<section><strong>\u7b2c\u4e00\u9636\u6bb5\uff08\u81ea\u52a8\u5316\uff09\uff1a\u8bbe\u7f6e\u6570\u636e\u79d1\u5b66\u4efb\u52a1<\/strong><\/section>\n<section><\/section>\n<section>\u7531\u4e8e\u6570\u636e\u79d1\u5b66\u4efb\u52a1\u7684\u6570\u636e\u7c7b\u578b\u548c\u683c\u5f0f\u7e41\u591a\uff0c\u56e0\u6b64\u8bbe\u7f6e\u9636\u6bb5\u5e76\u4e0d\u8f7b\u677e\u3002\u56fe 4 \u5c55\u793a\u4e86\u8fd9\u4e2a\u81ea\u52a8\u8bbe\u7f6e\u9636\u6bb5\u7684\u4e3b\u8981\u6b65\u9aa4\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-6a45c387f7ee5f289c64885bb85edcd6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-6a45c387f7ee5f289c64885bb85edcd6.png\"><\/a><\/section>\n<section>\u5728\u6293\u53d6\u5230\u4efb\u52a1\u540e\uff0c\u8be5\u7b56\u7565\u53c8\u5206\u4e3a\u4e24\u4e2a\u9636\u6bb5\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u9996\u5148\uff0c\u7f16\u5199\u4e00\u7cfb\u5217\u6709\u6548\u4ee3\u7801\uff0c\u4ee5\u81ea\u52a8\u8bbe\u7f6e\u6bcf\u4e2a\u6a21\u6001\u7684\u8bad\u7ec3\u548c\u6d4b\u8bd5\u6570\u636e\u52a0\u8f7d\u5668\u3002\u6bcf\u4e2a\u9636\u6bb5\u6b65\u9aa4\u90fd\u7531\u5355\u5143\u6d4b\u8bd5\u5f15\u5bfc\uff0cLLM \u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e9b\u5355\u5143\u6d4b\u8bd5\u6765\u53cd\u601d\u548c\u751f\u6210\u66f4\u597d\u7684\u4ee3\u7801\u3002\u4e4b\u540e\uff0c\u5f15\u5165\u4e86\u4e00\u7ec4\u8054\u5408\u5355\u5143\u6d4b\u8bd5\uff0c\u8ba9\u667a\u80fd\u4f53\u6267\u884c\u8de8\u6b65\u9aa4\u53cd\u601d\u4ee5\u8fdb\u884c credit \u5206\u914d\u3002<\/section>\n<\/li>\n<li>\n<section>\u5b8c\u6210\u8fd9\u4e9b\u540e\uff0cAgent K v1.0 \u6267\u884c\u683c\u5f0f\u5316\u6570\u636e\u751f\u6210\u7684\u7b2c\u4e8c\u9636\u6bb5\uff0c\u5176\u4e2d\u4f1a\u751f\u6210\u63d0\u4ea4\u683c\u5f0f\u548c\u5ea6\u91cf\u51fd\u6570\u4ee3\u7801\u3002\u5230\u8fd9\u4e2a\u9636\u6bb5\u7ed3\u675f\u65f6\uff0c\u4efb\u52a1 t \u5df2\u88ab\u8bbe\u7f6e\u597d\uff0c\u53ef\u4ee5\u89e3\u51b3\u4e86 \u2014\u2014 \u8fd9\u91cc\u8fd8\u4f1a\u7528\u4e00\u4e2a\u6700\u7ec8\u5355\u5143\u6d4b\u8bd5\u6765\u68c0\u67e5\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u7b2c\u4e8c\u9636\u6bb5\uff08\u4f18\u5316\uff09\uff1a\u89e3\u51b3\u6570\u636e\u79d1\u5b66\u4efb\u52a1<\/strong><\/section>\n<section><\/section>\n<section>\u6570\u636e\u79d1\u5b66\u5de5\u4f5c\u6d41\u7a0b\u7684\u8fd9\u4e00\u90e8\u5206\u901a\u5e38\u6d89\u53ca\u8bb8\u591a\u6b65\u9aa4\uff0c\u5305\u62ec\u751f\u6210\u811a\u672c\u4ee5\u9884\u5904\u7406\u8f93\u5165\u3001\u521b\u5efa\u5404\u79cd\u6a21\u578b\u6216\u4f18\u5316\u8d85\u53c2\u6570\u3002<\/section>\n<section><\/section>\n<section>\u7531\u4e8e\u53ef\u4ee5\u8fdb\u884c\u591a\u6b21\u5c1d\u8bd5\uff0c\u5e76\u4e14\u6bcf\u4e2a\u89e3\u51b3\u65b9\u6848\u90fd\u662f\u590d\u5408\u5de5\u4f5c\u6d41\u7a0b\u7684\u7ed3\u679c\uff0c\u56e0\u6b64\u8981\u5b9e\u73b0\u975e\u5e38\u6709\u7ade\u4e89\u529b\u7684\u6027\u80fd\uff0c\u9700\u8981\u80fd\u591f\u63a8\u65ad\u6bcf\u4e2a\u89e3\u51b3\u65b9\u6848\u7ec4\u4ef6\u7684\u4f18\u52bf\u548c\u52a3\u52bf\uff0c\u5e76\u51b3\u5b9a\u4fee\u6539\u54ea\u4e2a\u90e8\u5206\u6216\u4e0b\u4e00\u6b65\u5c1d\u8bd5\u4ec0\u4e48\u3002<\/section>\n<section><\/section>\n<section>\u5728\u8fd9\u91cc\uff0c\u8be5\u901a\u8fc7\u667a\u80fd\u4f53\u7684\u5916\u90e8\u52a8\u4f5c\u5c06\u8fd9\u4e9b\u51b3\u5b9a\u7559\u7ed9\u4e86\u667a\u80fd\u4f53\uff0c\u5e76\u4f7f\u7528\u9488\u5bf9\u6570\u636e\u9a71\u52a8\u7684\u9884\u6d4b\u8bbe\u8ba1\u91cf\u8eab\u5b9a\u5236\u7684\u51e0\u79cd\u5de5\u5177\u4e3a\u5176\u63d0\u4f9b\u652f\u6301\u3002<\/section>\n<section><\/section>\n<section><strong>\u7b2c\u4e09\u9636\u6bb5\uff08\u6cdb\u5316\uff09\uff1a\u591a\u4efb\u52a1\u548c\u4e3b\u52a8\u4efb\u52a1\u9009\u62e9<\/strong><\/section>\n<section><\/section>\n<section>\u6709\u6548\u7684\u667a\u80fd\u4f53\u5e94\u8be5\u6709\u80fd\u529b\u89e3\u51b3\u4e0d\u540c\u9886\u57df\u7684\u591a\u79cd\u4efb\u52a1\u3002\u8be5\u56e2\u961f\u8fd8\u4e3a Agent K v1.0 \u914d\u5907\u4e86\u8de8\u9886\u57df\u7684\u4efb\u52a1\u6c42\u89e3\u80fd\u529b\uff0c\u5176\u505a\u6cd5\u662f\u5c06\u4e4b\u524d\u7684\u8bbe\u7f6e\u6cdb\u5316\u5230\u591a\u4efb\u52a1\u8bbe\u7f6e\u3002\u5e76\u4e14\uff0c\u4ed6\u4eec\u6ce8\u610f\u5230\u4e86\u591a\u4efb\u52a1\u89e3\u51b3\u65b9\u6848\u7684\u4e0d\u53ef\u884c\u6027\uff0c\u4e8e\u662f\u8fd8\u63d0\u51fa\u4e86\u4e00\u79cd\u5728\u7ebf\u6301\u7eed\u5b66\u4e60\u6269\u5c55\u3002<\/section>\n<section><\/section>\n<section>\u4e0b\u56fe\u5c55\u793a\u4e86 Agent K v1.0 \u667a\u80fd\u4f53\u7684\u603b\u4f53\u8bbe\u8ba1\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-95c704a1ca5c1fe7f25843240a78663d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-95c704a1ca5c1fe7f25843240a78663d.png\"><\/a><\/section>\n<section>\u6309\u7167 Kaggle \u7684\u8bbe\u7f6e\uff0cAgent K v1.0 \u53ea\u9700\u8981\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u548c\u975e\u6807\u51c6\u5316\u539f\u59cb\u6570\u636e\u5373\u53ef\u6210\u529f\u5b8c\u6210\u4efb\u52a1\u3002\u5728\u6bcf\u4e00\u8f6e j \u4e2d\uff0c\u5b83\u4f1a\u6839\u636e\u4e4b\u524d\u5c1d\u8bd5\u8fc7\u7684\u4efb\u52a1\u7684\u5386\u53f2\u8bb0\u5f55\u4e3b\u52a8\u9009\u62e9\u8981\u89e3\u51b3\u7684\u6570\u636e\u79d1\u5b66\u4efb\u52a1\uff0c\u5e76\u5c06\u5176\u586b\u5145\u5230\u968f\u65f6\u95f4\u53d8\u5316\u7684\u5411\u91cf\u6570\u636e\u5e93 RAG_j \u4e2d\u3002\u8fd9\u79cd\u9009\u62e9\u662f\u7b56\u7565 \u03c0_1 (\u30fb) \u57fa\u4e8e RAG_j \u548c\u4e00\u4e2a\u5269\u4f59\u4efb\u52a1\u6c60\u6267\u884c\u7684\u3002<\/section>\n<section><\/section>\n<section>\u9009\u62e9\u4e86\u4efb\u52a1\u4e4b\u540e\uff0cAgent K v1.0 \u4f1a\u4f7f\u7528 \u03c0_setup (\u30fb) \u81ea\u52a8\u6267\u884c\u6807\u51c6\u5316\u3001\u6e05\u7406\u4efb\u52a1\u6570\u636e\u3001 \u51c6\u5907\u8bad\u7ec3\u548c\u6d4b\u8bd5\u6307\u6807\u7b49\u64cd\u4f5c\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u540c\u6837\u57fa\u4e8e RAG_j\u3002<\/section>\n<section><\/section>\n<section>\u8bbe\u7f6e\u5b8c\u6210\u540e\uff0cAgent K v1.0 \u5c31\u4f1a\u5c1d\u8bd5\u89e3\u51b3\u4efb\u52a1\uff0c\u8fd9\u4e2a\u8fc7\u7a0b\u4f1a\u8bbf\u95ee\u5de5\u5177\u5e76\u6839\u636e\u5206\u6570\u53cd\u9988\u8fdb\u884c\u6539\u8fdb\u3002\u8fd9\u4e9b Python \u65e5\u5fd7\u4f1a\u5bf9 RAG_j \u8fdb\u884c\u66f4\u65b0\uff0c\u5e76\u91cd\u590d\u6b64\u8fc7\u7a0b\u3002<\/section>\n<section><\/section>\n<section><strong>\u7ade\u4e89\u6027\u6570\u636e\u79d1\u5b66\u57fa\u51c6<\/strong><\/section>\n<section><\/section>\n<section>\u5f53\u524d\u7684\u6570\u636e\u79d1\u5b66\u667a\u80fd\u4f53\u7f3a\u4e4f\u7ade\u4e89\u6027\u57fa\u51c6\u6d4b\u8bd5\uff0c\u8fd9\u9650\u5236\u4e86\u5b83\u4eec\u5728\u4e13\u4e1a\u9886\u57df\u7684\u8868\u73b0\u3002\u4e3a\u6b64\uff0c\u8be5\u56e2\u961f\u4e5f\u505a\u51fa\u4e86\u81ea\u5df1\u7684\u8d21\u732e\uff1a\u57fa\u4e8e Kaggle \u7ade\u8d5b\u6784\u5efa\u4e86\u4e00\u4e2a\u591a\u6837\u5316\u4e14\u7ade\u4e89\u6027\u7684\u6570\u636e\u79d1\u5b66\u57fa\u51c6\uff0c\u800c Kaggle \u63d0\u4f9b\u4e86 27K \u4e2a\u591a\u6837\u5316\u6570\u636e\u96c6\u3001110 \u4e07\u4e2a\u7b14\u8bb0\u672c\u3001\u8d85\u8fc7 7.7K \u4e2a\u9884\u8bad\u7ec3\u673a\u5668\u5b66\u4e60\u6a21\u578b\u548c\u5927\u7ea6 27K 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href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f7a73cf744854b095c70600835784ce7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f7a73cf744854b095c70600835784ce7.png\"><\/a><\/section>\n<section>\u4e0b\u8868\u5219\u662f\u57fa\u4e8e Kaggle \u7684\u6307\u5357\u548c\u98ce\u683c\u6784\u5efa\u7684 Kaggle \u8fdb\u5c55\u7cfb\u7edf\u3002\u22c6 (Top 10 + 0.2 %) \u00a0\u662f\u6307\u7ade\u8d5b\u6bcf\u589e\u52a0 500 \u4e2a\u53c2\u8d5b\u961f\u4f0d\uff0c\u5c31\u4f1a\u989d\u5916\u7ed9\u51fa\u4e00\u679a\u91d1\u724c\u3002\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u5982\u679c\u4e00\u4e2a\u7ade\u8d5b\u6709 500 \u4e2a\u53c2\u8d5b\u961f\u4f0d\uff0c\u5219\u4f1a\u7ed9 11 \u56e2\u961f\u6388\u4e88\u91d1\u724c\u3002\u800c\u5982\u679c\u7ade\u8d5b\u961f\u4f0d\u6709 5000 \u4e2a\uff0c\u5219\u91d1\u724c\u6570\u4f1a\u8fbe\u5230 20\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-96f942453ceb7c38fc0581d184d0817e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-96f942453ceb7c38fc0581d184d0817e.png\"><\/a><\/section>\n<section><strong>\u5b9e\u9a8c\u548c\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section>Agent K \u8868\u73b0\u5982\u4f55\uff1f\u7ec8\u7a76\u8fd8\u9700\u770b\u5b9e\u9a8c\u7ed3\u679c\u3002\u8be5\u56e2\u961f\u4e25\u683c\u6d4b\u8bd5\u4e86 Agent K v1.0\uff08\u57fa\u7840\u6a21\u578b\u4f7f\u7528\u4e86 Qwen-2.5 72B\uff09\u5b9e\u73b0\u5b8c\u5168\u81ea\u52a8\u5316\u7684\u80fd\u529b\u4ee5\u53ca\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section>\u5728\u81ea\u52a8\u5316\u65b9\u9762\uff0c\u4ed6\u4eec\u8bc4\u4f30\u4e86\u65b0\u7cfb\u7edf\u80fd\u5426\u6709\u6548\u5730\u76f4\u63a5\u6839\u636e Kaggle URL 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