{"id":1045,"date":"2025-08-13T13:27:00","date_gmt":"2025-08-13T05:27:00","guid":{"rendered":"http:\/\/www.applicationsofllm.com\/?p=1045"},"modified":"2025-09-17T13:33:45","modified_gmt":"2025-09-17T05:33:45","slug":"%e8%b0%b7%e6%ad%8cai%e6%96%b0%e9%87%8c%e7%a8%8b%e7%a2%91%ef%bc%9a%e4%b8%80%e4%b8%aa%e8%83%bd%e3%80%8c%e5%81%9a%e7%a0%94%e7%a9%b6%e3%80%8d%e7%9a%84%e7%b3%bb%e7%bb%9f%e8%af%9e%e7%94%9f%e4%ba%86%ef%bc%8c","status":"publish","type":"post","link":"http:\/\/www.applicationsofllm.com\/index.php\/2025\/08\/13\/%e8%b0%b7%e6%ad%8cai%e6%96%b0%e9%87%8c%e7%a8%8b%e7%a2%91%ef%bc%9a%e4%b8%80%e4%b8%aa%e8%83%bd%e3%80%8c%e5%81%9a%e7%a0%94%e7%a9%b6%e3%80%8d%e7%9a%84%e7%b3%bb%e7%bb%9f%e8%af%9e%e7%94%9f%e4%ba%86%ef%bc%8c\/","title":{"rendered":"\u8c37\u6b4cAI\u65b0\u91cc\u7a0b\u7891\uff1a\u4e00\u4e2a\u80fd\u300c\u505a\u7814\u7a76\u300d\u7684\u7cfb\u7edf\u8bde\u751f\u4e86\uff0c\u7528LLM+\u6811\u641c\u7d22\u7f16\u5199\u4e13\u5bb6\u7ea7\u8f6f\u4ef6"},"content":{"rendered":"\n

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\"\"<\/figure>\n\n\n\n
    \n
  • \u8bba\u6587\u6807\u9898\uff1aAn AI system to help scientists write expert-level empirical software<\/li>\n\n\n\n
  • \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/www.alphaxiv.org\/abs\/2509.06503v1<\/li>\n<\/ul>\n\n\n\n

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    \"\"<\/figure>\n\n\n\n

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    \"\"<\/figure>\n\n\n\n

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    \"\"<\/figure>\n\n\n\n
    \"\"<\/figure>\n\n\n\n

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    \"\"<\/figure>\n\n\n\n

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    1. \u57fa\u4e8e LLM \u7684\u4ee3\u7801\u53d8\u5f02<\/strong><\/p>\n\n\n\n

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      \n
    • \u76f4\u63a5\u6ce8\u5165\u6765\u81ea\u79d1\u5b66\u8bba\u6587\u548c\u6559\u6750\u7684\u7814\u7a76\u601d\u8def<\/li>\n\n\n\n
    • \u5229\u7528\u5982 Gemini Deep Research \u7b49\u5de5\u5177\u751f\u6210 LLM \u7814\u7a76\u89c1\u89e3<\/li>\n\n\n\n
    • \u7a0b\u5e8f\u5316\u5730\u91cd\u7ec4\u5df2\u6709\u6210\u529f\u65b9\u6848\uff0c\u5f62\u6210\u6df7\u5408\u7b56\u7565<\/li>\n<\/ul>\n\n\n\n

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      \u8de8\u79d1\u5b66\u9886\u57df\u7684\u4e3b\u8981\u6210\u679c<\/strong><\/p>\n\n\n\n

      \u57fa\u56e0\u7ec4\u5b66\uff1a\u5355\u7ec6\u80de RNA \u6d4b\u5e8f<\/strong><\/p>\n\n\n\n

      \u5728\u4ece\u5355\u7ec6\u80de RNA \u6d4b\u5e8f\u6570\u636e\u4e2d\u53bb\u9664\u6280\u672f\u6279\u6b21\u6548\u5e94\u540c\u65f6\u4fdd\u7559\u751f\u7269\u5b66\u4fe1\u53f7\u7684\u6311\u6218\u6027\u4efb\u52a1\u4e2d\uff0c\u8be5\u7cfb\u7edf\u53d1\u73b0\u4e86 40 \u79cd\u65b0\u65b9\u6cd5\uff0c\u5176\u6027\u80fd\u4f18\u4e8e OpenProblems \u6392\u884c\u699c\u4e0a\u6240\u6709\u5df2\u53d1\u8868\u7684\u65b9\u6cd5\u3002\u6027\u80fd\u6700\u4f73\u7684\u65b9\u6cd5 BBKNN (TS) \u901a\u8fc7\u5c06 ComBat \u6821\u6b63\u7684 PCA \u5d4c\u5165\u4e0e\u6279\u6b21\u5e73\u8861 K \u8fd1\u90bb\u76f8\u7ed3\u5408\uff0c\u6bd4\u73b0\u6709\u6700\u4f73\u65b9\u6cd5\uff08ComBat\uff09\u63d0\u9ad8\u4e86 14%\u3002<\/p>\n\n\n\n

      \"\"<\/figure>\n\n\n\n

      \u56fe 2\uff1a\u6811\u641c\u7d22\u8fdb\u5c55\u56fe\uff0c\u663e\u793a\u4e86\u8fed\u4ee3\u8fc7\u7a0b\u4e2d\u6027\u80fd\u7684\u63d0\u9ad8\uff0c\u5e76\u5728\u7a81\u7834\u70b9\u5904\u6807\u6ce8\u4e86\u5173\u952e\u7b97\u6cd5\u521b\u65b0\u3002\u8be5\u7cfb\u7edf\u53d1\u73b0\u4e86\u4f18\u5316\u6279\u6b21\u611f\u77e5\u56fe\u6784\u5efa\u548c\u5b9e\u73b0 ComBat \u57fa\u56e0\u8868\u8fbe\u6821\u6b63\u7684\u65b9\u6cd5\u3002<\/sup><\/p>\n\n\n\n

      \u5730\u7406\u7a7a\u95f4\u5206\u6790\uff1a\u536b\u661f\u56fe\u50cf\u5206\u5272<\/strong><\/p>\n\n\n\n

      \u5728\u4f7f\u7528 DLRSD \u6570\u636e\u96c6\u8fdb\u884c\u536b\u661f\u56fe\u50cf\u7684\u5bc6\u96c6\u50cf\u7d20\u7ea7\u8bed\u4e49\u5206\u5272\u65f6\uff0c\u8be5\u7cfb\u7edf\u7684\u524d\u4e09\u540d\u89e3\u51b3\u65b9\u6848\u663e\u8457\u4f18\u4e8e\u6700\u8fd1\u7684\u5b66\u672f\u8bba\u6587\uff0c\u5e73\u5747\u4ea4\u5e76\u6bd4\u5206\u6570\u5927\u4e8e 0.80\u3002\u8fd9\u4e9b\u89e3\u51b3\u65b9\u6848\u57fa\u4e8e\u73b0\u6709\u67b6\u6784\uff08UNet++\u3001SegFormer\uff09\uff0c\u4f46\u4f18\u5316\u4e86\u5b83\u4eec\u4e0e\u5f3a\u5927\u7684\u9884\u8bad\u7ec3\u7f16\u7801\u5668\u548c\u5e7f\u6cdb\u6570\u636e\u589e\u5f3a\u7b56\u7565\u7684\u96c6\u6210\u3002<\/p>\n\n\n\n

      \"\"<\/figure>\n\n\n\n

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      \u5728\u6db5\u76d6 28 \u4e2a\u4e0d\u540c\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u96c6\u7684 GIFT-Eval \u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u8be5\u7cfb\u7edf\u5728\u591a\u4e2a\u6570\u636e\u96c6\u4e0a\u7684\u6027\u80fd\u4f18\u4e8e\u6392\u884c\u699c\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5b83\u4ece\u5934\u5f00\u59cb\u521b\u5efa\u4e86\u4e00\u4e2a\u7edf\u4e00\u7684\u9884\u6d4b\u5e93\uff0c\u8be5\u5e93\u80fd\u81ea\u9002\u5e94\u5730\u914d\u7f6e\u5230\u4e0d\u540c\u7684\u6570\u636e\u96c6\uff0c\u5e76\u5c06\u65f6\u95f4\u5e8f\u5217\u5206\u89e3\u4e3a\u5404\u4e2a\u7ec4\u6210\u90e8\u5206\u3002<\/p>\n\n\n\n

      \"\"<\/figure>\n\n\n\n

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      \"\"<\/figure>\n\n\n\n

      \u56fe 5\uff1a\u65b9\u6cd5\u91cd\u7ec4\u7ed3\u679c\u5206\u6790\uff0c\u663e\u793a\u539f\u59cb\u65b9\u6cd5\u4e0e\u5176\u7ec4\u5408\u7248\u672c\u4e4b\u95f4\u7684\u6027\u80fd\u6bd4\u8f83\u3002\u7eff\u8272\u6761\u8868\u793a\u6210\u529f\u7684\u6539\u8fdb\uff0c\u7ea2\u8272\u6761\u8868\u793a\u6027\u80fd\u4e0b\u964d\uff0c\u800c\u84dd\u8272\u8868\u793a\u539f\u59cb\u65b9\u6cd5\u7684\u6027\u80fd\u3002<\/sup><\/p>\n\n\n\n

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