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LLM-SRBench\u7684LSR-Transform\u5b50\u96c6\u7ed9\u51fa\u7684\u662f\u4e00\u5f20\u7eaf\u6570\u5b57\u8868\uff1a4000\u884c\u91c7\u6837\u70b9\u3001\u4e00\u5217\u76ee\u6807\u503c\u3002\u6811\u4e0a\u7684\u6bcf\u4e2a\u8282\u70b9\u662f\u4e00\u6bb5\u5b8c\u6574\u7684Python\u7a0b\u5e8f\uff0c\u8fd4\u56de\u4e00\u4e2a\u89e3\u6790\u8868\u8fbe\u5f0f\u3002<\/p>\n

\u901a\u8fc7\u6811\u641c\u7d22\uff0c111\u9053\u9898\u91cc\u670941.4%\u5199\u51fa\u4e86\u6b63\u786e\u7684\u65b9\u7a0b\uff0c\u5176\u4e2d\u5305\u62ec\u73bb\u5c14\u80fd\u7ea7\u53cd\u89e3\u4e3b\u91cf\u5b50\u6570\u3001\u666e\u6717\u514b\u5206\u5e03\u53cd\u89e3\u6e29\u5ea6\u3001\u76f8\u5bf9\u8bba\u591a\u666e\u52d2\uff0c\u6bcf\u9898\u5e73\u5747\u53ea\u670916.5\u6b21\u6a21\u578b\u8c03\u7528\uff0c\u91c7\u7528deepseek-v4-flash\u8d39\u7528\u5f00\u9500\u4e0d\u8db33\u5143\u3002<\/p>\n

\u4e09\u4e2a\u6848\u4f8b\u7528\u7684\u90fd\u662f\u73b0\u6210\u6a21\u578b\uff0cdeepseek-v4-flash\u548cglm-5.2\uff0c\u6743\u91cd\u672a\u4f5c\u8c03\u6574\uff0c\u63d0\u793a\u8bcd\u91cc\u4e5f\u4e0d\u70b9\u540d\u4efb\u4f55\u6280\u672f\u8def\u7ebf\u3002<\/p>\n

\u540c\u4e00\u6279\u5bf9\u7167\u91cc\uff0cMetaEvolve\u8981\u5148\u7528\u5f3a\u5316\u5b66\u4e60\u4e13\u95e8\u8bad\u4e00\u4e2a\u6a21\u578b\uff0c\u7b26\u53f7\u56de\u5f52\u91cc\u6570\u503c\u6700\u51c6\u7684LaSR\u9760\u7684\u662f\u6570\u767e\u4e07\u6b21\u9057\u4f20\u53d8\u5f02\u3002<\/p>\n

\u8c03\u7528\u6b21\u6570\u7684\u5dee\u8ddd\u540c\u6837\u660e\u663e\uff1a\u7b26\u53f7\u56de\u5f52\u6bcf\u9898\u5e73\u574716.5\u6b21\u6a21\u578b\u8c03\u7528\uff0c\u8868\u91cc\u5176\u4ed6\u65b9\u6cd5\u5728250\u6b21\u4e0a\u4e0b\uff1b\u79ef\u5206\u8fd9\u4e00\u573a2\u5c0f\u65f6\u4ea7\u751f236\u4e2a\u7248\u672c\uff0c\u6700\u597d\u6210\u7ee9\u51fa\u73b0\u5728\u7b2c119\u4e2a\uff0cERA\u7684\u6700\u540e\u4e00\u6b21\u6709\u6548\u6539\u8fdb\u51fa\u73b0\u5728\u7b2c961\u4e2a\u8282\u70b9\uff1b2F1\u7684\u7a0b\u5e8f\u6765\u81ea48\u6b21\u6269\u5c55\u3001598\u79d2\u3002<\/p>\n

\u4e00\u6b21\u641c\u7d22\u51e0\u5341\u5230\u4e24\u767e\u591a\u4e2a\u7248\u672c\uff0c\u5355\u673a\u8017\u65f6\u51e0\u5341\u5206\u949f\u5230\u4e24\u5c0f\u65f6\uff0c\u4e2d\u9014\u65e0\u9700\u4eba\u5de5\u5e72\u9884\u3002<\/p>\n

\u4ec0\u4e48\u65f6\u5019\u6cbf\u7740\u4e00\u6761\u8def\u5f84\u7ee7\u7eed\u6539\uff0c\u4ec0\u4e48\u65f6\u5019\u8f6c\u53bb\u52a8\u522b\u7684\u5206\u652f\uff0c\u4e0d\u7531\u4eba\u6765\u5224\u65ad\uff0c\u800c\u662f\u7531\u540c\u4e00\u4e2a\u6253\u5206\u89c4\u5219\u5206\u914d\u3002<\/p>\n

\u5b83\u4e0d\u4ece\u6839\u5f80\u4e0b\u9010\u5c42\u8d70\uff0c\u800c\u662f\u628a\u5168\u6811\u6240\u6709\u8282\u70b9\u653e\u5728\u4e00\u8d77\u6bd4\u8f83\u4e00\u6b21\uff0c\u6bcf\u4e2a\u8282\u70b9\u7b97\u4e00\u4e2a\u5206\u6570\u3002<\/p>\n

\u540d\u6b21\u8d8a\u9760\u524d\u8d8a\u5bb9\u6613\u88ab\u9009\u4e2d\uff0c\u9884\u7b97\u56e0\u6b64\u5411\u6548\u679c\u597d\u7684\u7248\u672c\u96c6\u4e2d\uff0c\u8fd9\u662f\u6df1\u6316\u7684\u4e00\u4fa7\uff1b\u540c\u4e00\u4e2a\u8282\u70b9\u6bcf\u88ab\u9009\u4e2d\u4e00\u6b21\uff0c\u6743\u91cd\u8870\u51cf\u4e00\u6b21\uff0c\u4e00\u6761\u8def\u5f84\u6539\u4e0a\u51e0\u8f6e\u4e4b\u540e\uff0c\u9009\u62e9\u4f1a\u8f6c\u5411\u522b\u5904\uff0c\u8fd9\u662f\u94fa\u5f00\u7684\u4e00\u4fa7\u3002<\/p>\n

\u4e24\u9879\u5408\u8d77\u6765\uff0c\u6811\u4e00\u8fb9\u6cbf\u5f53\u524d\u6700\u597d\u7684\u7248\u672c\u7ee7\u7eed\u6539\u5199\uff0c\u4e00\u8fb9\u56de\u5230\u65e9\u5148\u88ab\u6401\u7f6e\u7684\u5206\u652f\u4e0a\u3002<\/p>\n

\u79ef\u5206\u8fd9\u4e00\u4f8b\u5c31\u662f\u8fd9\u6837\u8d70\u51fa\u6765\u7684\uff1a\u6700\u7ec8\u7248\u672c\u7684\u7236\u8282\u70b9\u662f\u7b2c116\u7248\uff0c\u800c\u7b2c116\u7248\u7531\u7b2c65\u7248\u6539\u5199\u800c\u6765\u2014\u2014\u4e00\u4e2a\u5f97\u5206\u4ec5\u22122.22\u3001\u65e9\u5df2\u88ab\u8d85\u8d8a\u7684\u7248\u672c\u3002<\/p>\n

\u5b83\u88ab\u91cd\u65b0\u9009\u4e2d\u65f6\uff0c\u5f53\u65f6\u7684\u6700\u4f18\u7248\u672c\u662f\u7b2c95\u7248\uff08\u22120.99\uff09\uff0c\u5df2\u7ecf\u88ab\u8fde\u7eed\u6539\u51995\u6b21\u90fd\u6ca1\u6709\u66f4\u597d\u7684\u7ed3\u679c\uff0c\u8fd9\u4e00\u4fa7\u4e0d\u518d\u6709\u4ea7\u51fa\uff0c\u9884\u7b97\u968f\u4e4b\u8f6c\u5411\u522b\u5904\u3002<\/p>\n

\u5982\u679c\u9009\u62e9\u89c4\u5219\u53ea\u6539\u5199\u5f53\u524d\u6700\u4f18\u7248\u672c\uff0c\u8fd9\u6761\u8def\u5f84\u4e0d\u4f1a\u51fa\u73b0\u3002<\/p>\n

\u79ef\u5206\u95ee\u9898\u4e0a\u957f\u51fa\u7684236\u4e2a\u7248\u672c\u644a\u5f00\u6765\u770b\uff1a\u524d6\u8f6e\u5168\u90e8\u82b1\u5728\u6839\u8282\u70b9\u4e0a\uff0c\u957f\u51fa6\u6761\u4e00\u7ea7\u5206\u652f\uff1b\u968f\u540e\u8fc5\u901f\u6536\u655b\uff0c229\u4e2a\u8282\u70b9\u6302\u5728\u5176\u4e2d\u4e00\u6761\u4e0b\u9762\uff1b\u6700\u5bbd\u7684\u4e00\u4e2a\u7248\u672c\u88ab\u53cd\u590d\u6539\u5199\u4e867\u6b21\uff0c\u6700\u6df1\u7684\u4e00\u6761\u8def\u5f8415\u5c42\u3002<\/p>\n

\u540c\u4e00\u5957\u641c\u7d22\u8dd1\u4e0d\u540c\u7684\u9898\uff0c\u957f\u51fa\u7684\u6811\u5f62\u72b6\u4e5f\u4e0d\u540c\u3002<\/p>\n

\u6811\u641c\u7d22\u8dd1\u5728openJiuwen\u793e\u533a\u5f00\u6e90\u7684AI\u79d1\u7814\u5de5\u4f5c\u53f0ScienceDiscovery\u4e0a\uff0c\u505a\u6210\u5e73\u53f0\u80fd\u529b\u7684\u662f\u4e0b\u9762\u8fd9\u5c42\u5e95\u5ea7\uff1a\u5e76\u53d1\u5730\u4ea7\u751f\u5019\u9009\u3001\u5728\u6c99\u7bb1\u91cc\u8bc4\u4f30\u3001\u628a\u7ed3\u679c\u5408\u5e76\u8fdb\u4ea7\u7269\u5e93\u3001\u6309\u6cbb\u7406\u89c4\u5219\u51b3\u5b9a\u8c01\u80fd\u63d0\u4ea4\u2014\u2014\u6240\u6709\u300c\u8ba9\u4ea7\u7269\u81ea\u5df1\u8fed\u4ee3\u300d\u7684\u4efb\u52a1\u90fd\u8981\u8fd9\u4e00\u5957\uff0c\u548c\u7528\u4ec0\u4e48\u7b97\u6cd5\u65e0\u5173\u3002<\/p>\n

\u5e95\u5ea7\u628a\u6f14\u8fdb\u5faa\u73af\u56fa\u5b9a\u6210\u56db\u4e2a\u63d2\u69fd\uff1a\u6539\u4ec0\u4e48\u3001\u4ece\u54ea\u4e2a\u5019\u9009\u51fa\u53d1\u3001\u600e\u4e48\u8dd1\u600e\u4e48\u6253\u5206\u3001\u600e\u4e48\u5408\u5e76\u63d0\u4ea4\u3002\u5faa\u73af\u672c\u8eab\u4e0d\u52a8\uff0c\u6362\u7b97\u6cd5\u53ea\u662f\u66f4\u6362\u63d2\u8fdb\u53bb\u7684\u5bf9\u8c61\u3002<\/p>\n

\u672c\u6587\u8fd9\u68f5\u6811\u662f\u5f80\u9009\u62e9\u8fd9\u4e00\u683c\u91cc\u653e\u4e86\u4e00\u5957\u6253\u5206\u89c4\u5219\uff1b\u6362\u6210\u9057\u4f20\u5f0f\u7684\u4ea4\u53c9\u53d8\u5f02\u3001\u53ea\u7559\u4e00\u6761\u6700\u4f18\u94fe\u7684\u722c\u5c71\u3001\u6216\u8005\u6309\u4e0d\u540c\u7279\u70b9\u5404\u7559\u4e00\u7248\u7684\u5b58\u6863\u7b56\u7565\uff0c\u5176\u4f59\u4e09\u683c\u4e00\u884c\u90fd\u4e0d\u7528\u6539\u3002<\/p>\n

\u6362\u4efb\u52a1\u4e5f\u662f\u540c\u7406\u3002\u4e0a\u9762\u4e09\u4e2a\u6848\u4f8b\u2014\u2014\u79ef\u5206\u3001\u4ee3\u7801\u52a0\u901f\u3001\u7b26\u53f7\u56de\u5f52\uff0c\u8dd1\u7684\u662f\u540c\u4e00\u5957\u5e95\u5ea7\u3001\u540c\u4e00\u5957\u5e76\u53d1\u65b9\u5f0f\u548c\u6cbb\u7406\u89c4\u5219\uff0c\u6362\u6389\u7684\u53ea\u6709\u8bc4\u5206\u51fd\u6570\u548c\u6839\u8282\u70b9\u3002<\/p>\n

\u5f02\u6b65\u4e5f\u662f\u5e95\u5ea7\u81ea\u5e26\u7684\uff1an\u4e2aworker\u5404\u53d6\u4e00\u4efd\u4ea7\u7269\u5feb\u7167\u3001\u5404\u4ea7\u751f\u4e00\u4e2a\u5019\u9009\uff0c\u8bc4\u4f30\u5b8c\u6210\u540e\u4ea4\u7ed9\u5408\u5e76\u5c42\uff0c\u4e0d\u5fc5\u7b49\u5f85\u540c\u4e00\u8f6e\u91cc\u7684\u5176\u4ed6worker\u3002Google ERA\u7684\u53c2\u8003\u5b9e\u73b0\u662f\u4e32\u884c\u7684\uff0c\u4e00\u6b21\u6269\u5c55\u4e00\u4e2a\u8282\u70b9\uff1b\u6362\u5230\u8fd9\u4e2a\u5e95\u5ea7\u4e0a\u5c31\u80fdn\u4e2a\u540c\u65f6\u6269\u5c55\u3002<\/p>\n

\u4e09\u4e2a\u6848\u4f8b\u6709\u4e00\u4e2a\u5171\u540c\u524d\u63d0\uff1a\u7ed3\u679c\u80fd\u88ab\u673a\u5668\u5224\u5b9a\u3002\u79ef\u5206\u7b97\u5f97\u51c6\u4e0d\u51c6\u3001\u4ee3\u7801\u5feb\u4e86\u51e0\u500d\u3001\u65b9\u7a0b\u5199\u6ca1\u5199\u5bf9\uff0c\u8dd1\u4e00\u904d\u5c31\u6709\u7b54\u6848\uff0c\u51e0\u79d2\u5230\u51e0\u5341\u79d2\u3002<\/p>\n

\u6b63\u56e0\u4e3a\u5982\u6b64\uff0c236\u4e2a\u7248\u672c\u80fd\u57282\u5c0f\u65f6\u5185\u8dd1\u5b8c\uff0c\u5168\u7a0b\u65e0\u9700\u4eba\u5de5\u5e72\u9884\u3002<\/p>\n

\u79d1\u7814\u91cc\u7684\u5927\u591a\u6570\u95ee\u9898\u4e0d\u662f\u8fd9\u6837\u3002\u9a8c\u8bc1\u4e00\u4e2a\u60f3\u6cd5\u8981\u5408\u6210\u4e00\u6279\u6837\u54c1\u3001\u8dd1\u4e00\u6b21\u98ce\u6d1e\u5b9e\u9a8c\u3001\u7b49\u4e00\u6279\u7ec6\u80de\u957f\u8d77\u6765\uff0c\u5468\u671f\u4ee5\u5929\u751a\u81f3\u6708\u8ba1\uff0c\u6bcf\u9519\u4e00\u6b21\u7684\u6210\u672c\u90fd\u4e0d\u4f4e\u3002<\/p>\n

\u5728\u8fd9\u4e9b\u9886\u57df\uff0c\u5361\u4f4f\u641c\u7d22\u7684\u5f80\u5f80\u4e0d\u662f\u6539\u4e0d\u6539\u5f97\u51fa\u66f4\u597d\u7684\u7248\u672c\uff0c\u800c\u662f\u8981\u7b49\u591a\u4e45\u624d\u77e5\u9053\u8fd9\u4e00\u7248\u5230\u5e95\u597d\u4e0d\u597d\u2014\u2014\u9a8c\u8bc1\u6162\u4e00\u4e2a\u6570\u91cf\u7ea7\uff0c\u6574\u4e2a\u5faa\u73af\u5c31\u6162\u4e00\u4e2a\u6570\u91cf\u7ea7\u3002<\/p>\n

\u4ee3\u7801\u3001\u7b97\u6cd5\u3001\u6570\u503c\u8ba1\u7b97\u8fd9\u51e0\u7c7b\u4e4b\u6240\u4ee5\u80fd\u5148\u8dd1\u8d77\u6765\uff0c\u6b63\u662f\u56e0\u4e3a\u5b83\u4eec\u7684\u9a8c\u8bc1\u6210\u672c\u5929\u7136\u5f88\u4f4e\uff1a\u4e00\u6b21\u8bc4\u5206\u51e0\u79d2\u5230\u51e0\u5341\u79d2\u3002<\/p>\n

\u8981\u628a\u540c\u4e00\u5957\u5faa\u73af\u63a8\u5230\u522b\u7684\u9886\u57df\uff0c\u8981\u8865\u7684\u5c31\u662f\u8fd9\u4e00\u73af\uff1a<\/p>\n

\u8fd9\u4e00\u73af\u6bcf\u5f80\u524d\u63a8\u4e00\u6b65\uff0c\u80fd\u4ea4\u7ed9\u641c\u7d22\u81ea\u5df1\u8d70\u5b8c\u7684\u4efb\u52a1\u5c31\u591a\u4e00\u7c7b\u3002\u4eba\u8d1f\u8d23\u5b9a\u4e49\u76ee\u6807\u548c\u5224\u65ad\u6807\u51c6\uff0c\u5269\u4e0b\u7684\u51e0\u5341\u4e0a\u767e\u6b21\u6539\u5199\u7531\u641c\u7d22\u81ea\u5df1\u5b8c\u6210\u3002<\/p>\n

\u6b22\u8fce\u6bcf\u4e00\u4f4d\u5f00\u53d1\u8005\u3001\u79d1\u7814\u4eba\u5458\u4ee5\u53ca\u9886\u57df\u4e13\u5bb6\u53c2\u4e0e\u5171\u5efa\uff0c\u901a\u8fc7issue\u63d0\u51fa\u53cd\u9988\u6216\u8d21\u732e\u5185\u5bb9\uff0c\u6211\u4eec\u4f1a\u6301\u7eed\u8fed\u4ee3\u4f18\u5316\u3002<\/p>\n

ScienceDiscovery\u4ee3\u7801\u4ed3\uff1ahttps:\/\/atomgit.com\/openJiuwen\/sciencediscoveryhttps:\/\/github.com\/openJiuwen-ai\/sciencediscovery<\/p>\n

openJiuwen\u5b98\u7f51\uff1ahttps:\/\/www.openjiuwen.com<\/p>\n

\n

\u7248\u6743\u58f0\u660e\uff1a<\/strong><\/p>\n

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