{"id":22885,"date":"2024-11-04T10:49:09","date_gmt":"2024-11-04T02:49:09","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=22885"},"modified":"2024-11-04T10:49:09","modified_gmt":"2024-11-04T02:49:09","slug":"metagpt%e5%bc%80%e6%ba%90sela%ef%bc%8c%e7%94%a8ai%e8%ae%be%e8%ae%a1ai%ef%bc%8c%e6%95%88%e6%9e%9c%e8%b6%85%e8%b6%8aopenai%e4%bd%bf%e7%94%a8%e7%9a%84aide","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/11\/04\/22885\/","title":{"rendered":"MetaGPT\u5f00\u6e90SELA\uff0c\u7528AI\u8bbe\u8ba1AI\uff0c\u6548\u679c\u8d85\u8d8aOpenAI\u4f7f\u7528\u7684AIDE"},"content":{"rendered":"
\"\"<\/div>\n
<\/div>\n
SELA \u63d0\u51fa\u4e86\u4e00\u79cd\u8ba9 AI \u81ea\u4e3b\u8bbe\u8ba1\u548c\u6301\u7eed\u4f18\u5316\u81ea\u8eab\u7684\u65b9\u6cd5\uff0c\u5e76\u5168\u9762\u5730\u5c55\u793a\u4e86\u5176\u53d6\u5f97\u7684\u4e0d\u4fd7\u6548\u679c\u3002\u7814\u7a76\u8005\u4eec\u8ba4\u4e3a\uff0c\u8be5\u5de5\u4f5c\u8868\u660e\u4e86 AI \u5728\u8fd9\u4e00\u65b9\u5411\u7684\u6f5c\u529b\uff0c\u5c06\u4e3a\u672a\u6765\u7684\u76f8\u5173\u7814\u7a76\u63d0\u4f9b\u6709\u4ef7\u503c\u7684\u53c2\u8003\u3002<\/div>\n
\n
\n

SELA \u7531 MetaGPT \u5f00\u6e90\u793e\u533a\u5408\u8457\uff0c\u4f5c\u8005\u5206\u522b\u6765\u81ea DeepWisdom\u3001UC Berkeley\u3001\u6e2f\u79d1\u5e7f\u3001UCSD\u3001\u534e\u5e08\u3001Stanford\u3001\u6e2f\u4e2d\u6df1\u3001Montreal & MILA \u7b49\u673a\u6784\u3002\u5171\u540c\u4e00\u4f5c\u6c60\u4e00\u821f\u4e0e\u6797\u4e49\u7ae0\u5206\u522b\u4efb\u804c DeepWisdom \u5b9e\u4e60\u7814\u7a76\u5458\u4e0e\u7814\u7a76\u5458\uff0c\u4ed6\u4eec\u5747\u6bd5\u4e1a\u4e8e UC Berkeley\uff0c\u6797\u4e49\u7ae0\u4e5f\u662f Data Interpreter \u7684\u5171\u540c\u4e00\u4f5c\u3002\u5171\u540c\u901a\u8baf\u4f5c\u8005\u4e3a DeepWisdom \u521b\u59cb\u4eba\u517c CEO \u5434\u627f\u9716\uff08MetaGPT \u4ee3\u7801\u4f5c\u8005\u3001\u8bba\u6587\u901a\u8baf\u4f5c\u8005\uff09\u548c\u8499\u7279\u5229\u5c14\u5927\u5b66\u4e0e MILA \u5b9e\u9a8c\u5ba4\u7684\u52a9\u7406\u6559\u6388\u5218\u90a6\u3002<\/strong><\/p>\n

\"\u56fe\u7247\"<\/p>\n

AI \u667a\u80fd\u4f53\u53ef\u4ee5\u8bbe\u8ba1 AI \u5417\uff1f<\/p>\n

\u5f53\u7136\u53ef\u4ee5\uff01<\/p>\n

SELA \u7528 MCTS \u8bbe\u8ba1 AI \u6548\u679c\u5728 20 \u4e2a\u6570\u636e\u96c6\u4e0a\u8fbe\u5230\u4e86 SoTA\u3002\u5b83\u53ef\u4ee5\u81ea\u5df1\u4ece\u5386\u53f2\u8bbe\u8ba1\u4e0e\u5b9e\u9a8c\u4e2d\u5b66\u4e60\uff0c\u8bbe\u8ba1\u51fa\u6bd4\u4e4b\u524d\u66f4\u597d\u7684 AI\uff0c\u5e76\u4e14\u5b8c\u5168\u5f00\u6e90\u3002<\/p>\n

    \n
  • arxiv\uff1ahttps:\/\/arxiv.org\/abs\/2410.17238<\/li>\n
  • \u4ee3\u7801\uff1ahttps:\/\/github.com\/geekan\/MetaGPT\/tree\/main\/metagpt\/ext\/sela<\/li>\n<\/ul>\n

    \u8fc7\u53bb\uff0cAI \u6a21\u578b\u7684\u8bbe\u8ba1\u548c\u4f18\u5316\u4f9d\u8d56\u5927\u91cf\u4e13\u4e1a\u77e5\u8bc6\u548c\u4eba\u529b\uff0c\u8fc7\u7a0b\u8017\u65f6\uff0c\u6613\u53d7\u4e2a\u4eba\u7ecf\u9a8c\u5f71\u54cd\u3002\u5c3d\u7ba1 AutoML \u6280\u672f\u6709\u6240\u8fdb\u5c55\uff0c\u4f46\u73b0\u6709\u7cfb\u7edf\u53ea\u4f1a\u5bf9\u9884\u5b9a\u4e49\u7684\u641c\u7d22\u7a7a\u95f4\u8fdb\u884c\u7ec4\u5408\u641c\u7d22\uff0c\u4e0e\u4eba\u7c7b\u884c\u4e3a\u4e0d\u4e00\u81f4\u3002\u4eba\u7c7b\u4f1a\u63d0\u51fa\u52a8\u6001\u641c\u7d22\u7a7a\u95f4\u5e76\u6c42\u89e3\u3002\u968f\u7740\u5927\u6a21\u578b\u6280\u672f\u7684\u53d1\u5c55\uff0c\u6211\u4eec\u770b\u5230\u4e86\u5927\u6a21\u578b\u80fd\u81ea\u4e3b\u8bbe\u8ba1\u548c\u8c03\u4f18 AI \u6a21\u578b\u7684\u5e0c\u671b\u3002\u7136\u800c\uff0c\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\u9762\u4e34\u81ea\u4e3b\u8bbe\u8ba1\u548c\u6301\u7eed\u8c03\u4f18\u4e24\u5927\u6311\u6218\u3002<\/p>\n

    \u8fc7\u53bb\u51e0\u4e2a\u6708\uff0cMetaGPT \u56e2\u961f\u5f00\u6e90\u7684 Data Interpreter \u80fd\u591f\u81ea\u4e3b\u5b8c\u6210\u591a\u9879\u673a\u5668\u5b66\u4e60\u4efb\u52a1\uff0c\u901a\u8fc7\u589e\u5f3a\u4efb\u52a1\u89c4\u5212\u3001\u5de5\u5177\u96c6\u6210\u548c\u63a8\u7406\u80fd\u529b\uff0c\u63d0\u5347\u4e86\u6210\u529f\u7387\uff0c\u4f46\u7f3a\u4e4f\u6301\u7eed\u6027\u8c03\u4f18\u3002weco.ai \u56e2\u961f\u7684 AIDE \u5f15\u5165\u4e86\u7ed3\u679c\u53cd\u9988\uff0c\u5728 OpenAI \u53d1\u5e03\u7684 MLE-bench \u4e2d\u8868\u73b0\u4f18\u5f02\uff0c\u4f46\u7531\u4e8e\u91c7\u7528\u8d2a\u5a6a\u641c\u7d22\uff0c\u5f80\u5f80\u53ea\u6536\u655b\u5230\u6b21\u4f18\u7ed3\u679c\u3002<\/p>\n

    SELA \u7531 MetaGPT \u56e2\u961f\u8054\u5408\u591a\u6240\u9876\u5c16\u673a\u6784\u63a8\u51fa\uff0c\u662f\u4e00\u4e2a\u53ef\u4ee5\u8fdb\u884c\u81ea\u52a8\u5b9e\u9a8c\u7684\u667a\u80fd\u4f53\u3002\u5b83\u5168\u9762\u8d85\u8d8a\u4e86 AIDE \u548c Data Interpreter \uff0c\u5728\u591a\u9879\u673a\u5668\u5b66\u4e60\u6d4b\u8bd5\u4e2d\u8868\u73b0\u5353\u8d8a\uff0c\u5c55\u73b0\u51fa\u81ea\u52a8\u5316\u8bbe\u8ba1\u4e0e\u4f18\u5316 AI \u6a21\u578b\u7684\u5de8\u5927\u6f5c\u529b\u3002<\/p>\n

    \u76f8\u6bd4\u4e8e\u4f20\u7edf AutoML \u6846\u67b6\u548c\u57fa\u4e8e LLM \u7684\u81ea\u52a8\u673a\u5668\u5b66\u4e60\u7cfb\u7edf\uff0cSELA \u53ef\u4ee5\u52a8\u6001\u5730\u6784\u9020\u641c\u7d22\u7a7a\u95f4\uff0c\u800c\u4e0d\u662f\u57fa\u4e8e\u4e00\u4e2a\u56fa\u5b9a\u7684\u641c\u7d22\u7a7a\u95f4\u8fdb\u884c\u641c\u7d22\uff0c\u5728\u52a8\u6001\u6d41\u6c34\u7ebf\u6784\u9020\u8868\u73b0\u51fa\u4e86\u663e\u8457\u4f18\u52bf\u3002<\/p>\n

    \u540c\u65f6\uff0c\u5c31\u50cf AlphaGo \u4f1a\u6839\u636e\u68cb\u5c40\u4e2d\u5bf9\u624b\u7684\u52a8\u4f5c\u4e0d\u65ad\u63d0\u5347\uff0cSELA \u4e5f\u4f1a\u9010\u6e10\u5728\u591a\u6b65\u4e2d\u5b8c\u6210\u673a\u5668\u5b66\u4e60\u4ee3\u7801\uff0c\u89e3\u51b3\u4e86 AIDE \u53ea\u80fd\u8fdb\u884c\u4e00\u6b65\u4f18\u5316\u7684\u95ee\u9898\u3002<\/p>\n

    \"\u56fe\u7247\"<\/p>\n

    \u4e0b\u65b9\u52a8\u56fe\u5c55\u793a\u4e86 SELA \u5728\u533b\u7597\u6570\u636e\u96c6\uff08smoker-status\uff09\u4e0a\u7684\u641c\u7d22\u8fc7\u7a0b\uff0c\u6211\u4eec\u53ef\u4ee5\u6e05\u6670\u5730\u770b\u5230 SELA \u5728\u673a\u5668\u5b66\u4e60\u4efb\u52a1\u7684\u5404\u4e2a\u9636\u6bb5\u8fdb\u884c\u4e86\u591a\u6b21\u6df1\u5165\u63a2\u7d22\u3002\u968f\u7740\u63a2\u7d22\u8f6e\u6b21\u7684\u589e\u52a0\uff0c\u8282\u70b9\u7684\u989c\u8272\u9010\u6e10\u52a0\u6df1\uff0c\u8fd9\u8c61\u5f81\u7740\u5f97\u5206\u7684\u6301\u7eed\u63d0\u5347\u3002<\/p>\n

    \u5177\u4f53\u6765\u770b\uff0cSELA \u4ece\u6700\u521d\u7684\u89e3\u51b3\u65b9\u6848 94.3\uff08\u6839\u8282\u70b9\uff09\u51fa\u53d1\uff0c\u901a\u8fc7\u63a2\u7d22\u6027\u6570\u636e\u5206\u6790\uff0c\u654f\u9510\u5730\u6355\u6349\u5230\u6570\u636e\u96c6\u4e2d\u6f5c\u85cf\u7684\u5f02\u5e38\u503c\uff0c\u5e76\u901a\u8fc7\u6570\u636e\u9884\u5904\u7406\u73af\u8282\uff0c\u79fb\u9664\u4e86\u8fd9\u4e9b\u5f02\u5e38\u503c\uff0c\u5c06\u5f97\u5206\u63d0\u5347\u81f3 96.3\u3002\u968f\u540e\uff0cSELA \u5728\u53e6\u4e00\u6b21\u5b9e\u9a8c\u4e2d\uff0c\u901a\u8fc7\u76f8\u5173\u6027\u5206\u6790\uff0c\u7cbe\u51c6\u5730\u5254\u9664\u4e86\u5197\u4f59\u7279\u5f81\u5e76\u964d\u4f4e\u4e86\u6570\u636e\u7ef4\u5ea6\uff0c\u4f7f\u5f97\u5f97\u5206\u8dc3\u5347\u81f3 97.2\u3002<\/p>\n

    SELA \u662f\u5982\u4f55\u5b9e\u73b0\u8fd9\u6837\u7684\u6548\u679c\u7684\uff1f<\/h4>\n

    SELA \u901a\u8fc7\u5c06\u95ee\u9898\u63cf\u8ff0\u548c\u6570\u636e\u96c6\u4fe1\u606f\u8f93\u5165 LLM\uff0c\u751f\u6210\u6f5c\u5728\u89e3\u51b3\u65b9\u6848\u7684\u641c\u7d22\u7a7a\u95f4\uff0c\u5e76\u7531 Monte Carlo Tree Search\uff08MCTS\uff09\u8fdb\u884c\u63a2\u7d22\u3002LLM Agent \u8fdb\u4e00\u6b65\u89c4\u5212\u3001\u7f16\u7801\u548c\u6267\u884c\u5b9e\u9a8c\uff0c\u5229\u7528\u6a21\u62df\u53cd\u9988\u4f18\u5316\u641c\u7d22\uff0c\u5f62\u6210\u8fed\u4ee3\u8fc7\u7a0b\uff0c\u6700\u7ec8\u4ea7\u751f\u4f18\u5316\u7684\u5b9e\u9a8c\u7ba1\u9053\u3002\u8fd9\u79cd\u65b9\u6cd5\u6a21\u62df\u4e86\u4eba\u7c7b\u4e13\u5bb6\u7684\u8fed\u4ee3\u548c\u53cd\u9988\u9a71\u52a8\u8fc7\u7a0b\uff0c\u63d0\u5347\u4e86\u673a\u5668\u5b66\u4e60\u4efb\u52a1\u7684\u6027\u80fd\u548c\u9002\u5e94\u6027\u3002<\/p>\n

    \"\u56fe\u7247\"<\/p>\n

    \u5728\u4e0a\u9762\u7684\u6d41\u7a0b\u4e2d\uff0c\u7814\u7a76\u8005\u4eec\u63d0\u51fa\u4e86\u4e09\u4e2a\u91cd\u8981\u7ec4\u4ef6\uff0c\u5206\u522b\u662f 1\uff09\u57fa\u4e8e LLM \u7684 Insight Proposer\uff1b2\uff09\u57fa\u4e8e MCTS \u7684\u641c\u7d22\u7b56\u7565\uff1b3\uff09\u6267\u884c\u5b9e\u9a8c\u65b9\u6848\u7684 LLM Agent\uff0c\u4e0b\u9762\u6211\u4eec\u4f1a\u8be6\u7ec6\u5c55\u5f00\u7ec4\u4ef6\u8bbe\u8ba1\uff1a<\/p>\n

    \u57fa\u4e8e LLM \u7684 Insight Proposer\u00a0<\/strong><\/p>\n

    Insight Proposer \u8d1f\u8d23\u63a5\u6536\u95ee\u9898\u63cf\u8ff0\u548c\u6570\u636e\u96c6\u4fe1\u606f\uff0c\u5c06\u673a\u5668\u5b66\u4e60\u8fc7\u7a0b\u7ec6\u5206\u4e3a\u63a2\u7d22\u6027\u6570\u636e\u5206\u6790\u3001\u6570\u636e\u9884\u5904\u7406\u3001\u7279\u5f81\u5de5\u7a0b\u3001\u6a21\u578b\u8bad\u7ec3\u548c\u6a21\u578b\u8bc4\u4f30\u4e94\u4e2a\u5173\u952e\u9636\u6bb5\u3002\u5e76\u5229\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4e3a\u6bcf\u4e2a\u9636\u6bb5\u751f\u6210\u591a\u6837\u5316\u7684 Insight\u3002\u8fd9\u4e9b Insight \u88ab\u6c47\u96c6\u5728\u89c1\u89e3\u6c60\u4e2d\uff0c\u6784\u5efa\u8d77 SELA \u7684\u641c\u7d22\u7a7a\u95f4\u3002<\/p>\n

    \"\u56fe\u7247\"<\/p>\n

    \u57fa\u4e8e MCTS \u7684\u641c\u7d22\u7b56\u7565<\/strong><\/p>\n

    \u5728 SELA \u6846\u67b6\u4e2d\uff0c\u7814\u7a76\u8005\u4eec\u5c06\u89e3\u51b3\u673a\u5668\u5b66\u4e60\u95ee\u9898\u7684\u641c\u7d22\u7a7a\u95f4\u770b\u4f5c\u4e00\u68f5\u6811\uff0c\u6bcf\u6761\u4ece\u6839\u5230\u76ee\u6807\u8282\u70b9\u7684\u8def\u5f84\u90fd\u8868\u793a\u4e00\u4e2a\u7531 Insight \u7ec4\u6210\u7684\u5b9e\u9a8c\u914d\u7f6e\u3002\u56e0\u6b64\uff0c\u5bfb\u627e\u6700\u4f73\u89e3\u51b3\u65b9\u6848\u7684\u4efb\u52a1\u53ef\u4ee5\u88ab\u89c6\u4e3a\u5728\u6811\u4e2d\u641c\u7d22\u6700\u4f18\u8def\u5f84\u3002<\/p>\n

    SELA \u91c7\u7528\u8499\u7279\u5361\u6d1b\u6811\u641c\u7d22\uff08MCTS\uff09\u4f5c\u4e3a\u6838\u5fc3\u51b3\u7b56\u5f15\u64ce\uff0c\u901a\u8fc7\u9009\u62e9\u3001\u6269\u5c55\u3001\u6a21\u62df\u548c\u53cd\u5411\u4f20\u64ad\u56db\u4e2a\u5173\u952e\u6b65\u9aa4\uff0c\u9ad8\u6548\u5730\u63a2\u7d22\u548c\u4f18\u5316\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n

      \n
    • \u9009\u62e9<\/li>\n<\/ul>\n

      \u5728\u6bcf\u6b21\u8fed\u4ee3\u4e2d\uff0cSELA \u4f7f\u7528 UCT \u7b97\u6cd5\u7684\u4fee\u6539\u7248\u672c UCT-DP \uff0c\u4ece\u641c\u7d22\u6811\u4e2d\u9009\u62e9\u4e00\u4e2a\u8282\u70b9\u3002\u4e0e\u4f20\u7edf\u7684 MCTS \u4e0d\u540c\uff0cSELA \u9762\u4e34\u7684\u6311\u6218\u5728\u4e8e\u6a21\u578b\u8bad\u7ec3\u7b49\u8fc7\u7a0b\u5f15\u5165\u7684\u5927\u91cf\u8ba1\u7b97\u65f6\u95f4\uff0c\u56e0\u6b64\u9ad8\u6548\u7684\u8282\u70b9\u63a2\u7d22\u81f3\u5173\u91cd\u8981\u3002SELA \u901a\u8fc7\u5c3d\u65e9\u4f18\u5148\u63a2\u7d22\u66f4\u6df1\u5165\u7684\u8282\u70b9\uff0c\u51cf\u5c11\u4e86\u63a2\u7d22\u6bcf\u4e2a\u672a\u8bbf\u95ee\u8282\u70b9\u7684\u9700\u8981\uff0c\u5141\u8bb8\u5728\u66f4\u5c11\u7684\u8fed\u4ee3\u4e2d\u5230\u8fbe\u66f4\u6df1\u7684\u8282\u70b9\uff0c\u4f7f\u8be5\u65b9\u6cd5\u66f4\u9002\u5408\u5927\u89c4\u6a21\u673a\u5668\u5b66\u4e60\u5b9e\u9a8c\u3002<\/p>\n

        \n
      • \u6269\u5c55<\/li>\n<\/ul>\n

        \u5728\u6269\u5c55\u9636\u6bb5\uff0c\u5c06\u4ece\u6240\u9009\u8282\u70b9\u5b9e\u4f8b\u5316\u4e00\u7ec4\u5b50\u8282\u70b9\u4ee5\u8fdb\u884c\u6a21\u62df\uff0c\u5b50\u8282\u70b9\u7ee7\u627f\u4e86\u7236\u8282\u70b9\u7684\u6240\u6709\u5c5e\u6027\uff0c\u5e76\u5728\u6b64\u57fa\u7840\u4e0a\u589e\u52a0\u4e86\u65b0\u7684\u6d1e\u5bdf\uff0c\u4ee5\u8fdb\u4e00\u6b65\u63a2\u7d22\u548c\u4f18\u5316\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n

          \n
        • \u6a21\u62df<\/li>\n<\/ul>\n

          \u6269\u5c55\u7ed3\u675f\u540e\uff0cSELA \u5c06\u4ece\u6269\u5c55\u7684\u5b50\u8282\u70b9\u4e2d\u968f\u673a\u91c7\u6837\u4e00\u4e2a\u8282\u70b9\u8fdb\u884c\u6a21\u62df\uff0cSELA \u5c06\u9996\u5148\u83b7\u53d6\u8fd9\u6761\u8def\u5f84\u5bf9\u5e94\u7684\u914d\u7f6e\u3002\u8fd9\u4e9b\u914d\u7f6e\u968f\u540e\u88ab\u4ea4\u7ed9\u8d1f\u8d23\u5b9e\u9a8c\u7684 Agent \u6267\u884c\uff0c\u4ea7\u751f\u6a21\u62df\u5206\u6570\uff0c\u8be5\u5206\u6570\u4f5c\u4e3a\u53cd\u5411\u4f20\u64ad\u7684\u53cd\u9988\u3002<\/p>\n

            \n
          • \u53cd\u5411\u4f20\u64ad<\/li>\n<\/ul>\n

            \u5728\u6a21\u62df\u7ed3\u675f\u540e\uff0cSELA \u4f1a\u6536\u96c6\u6027\u80fd\u5206\u6570\uff08\u4f8b\u5982\uff0c\u57fa\u4e8e\u9a8c\u8bc1\u96c6\u7684\u5206\u6570\uff09\uff0c\u5e76\u901a\u8fc7\u6811\u7ed3\u6784\u8fdb\u884c\u53cd\u5411\u4f20\u64ad\u3002\u8fd9\u4e9b\u5206\u6570\u4ece\u6a21\u62df\u8282\u70b9\u4f20\u9012\u5230\u6839\u8282\u70b9\uff0c\u66f4\u65b0\u6bcf\u4e2a\u7236\u8282\u70b9\u7684\u503c\u548c\u8bbf\u95ee\u8ba1\u6570\uff0c\u4ece\u800c\u5728\u672a\u6765\u7684\u641c\u7d22\u4e2d\u4f18\u5148\u8003\u8651\u90a3\u4e9b\u4ee3\u8868\u66f4\u6709\u524d\u9014\u89e3\u51b3\u65b9\u6848\u7684\u8282\u70b9\u3002\u540c\u65f6\uff0c\u89e3\u51b3\u65b9\u6848\u4ee3\u7801\u4e5f\u4f1a\u53cd\u5411\u4f20\u64ad\u5230\u6811\u4e2d\uff0c\u5e76\u5728\u66f4\u65b0\u671f\u95f4\u6839\u636e\u7236\u8282\u70b9\u8fdb\u884c\u5904\u7406\uff0c\u4fdd\u5b58\u4e3a\u9636\u6bb5\u4ee3\u7801\u3002<\/p>\n

            \"\u56fe\u7247\"<\/p>\n

            \u6267\u884c\u5b9e\u9a8c\u65b9\u6848\u7684 LLM Agent<\/strong><\/p>\n

            SELA \u8bbe\u8ba1\u4e86\u4e00\u4e2a LLM Agent \u7528\u4e8e\u6267\u884c\u5b9e\u9a8c\u65b9\u6848\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u9700\u6c42\u6784\u5efa\u5b9e\u7528\u7684 pipeline\u3002Agent \u9996\u5148\u5c06\u641c\u7d22\u6a21\u5757\u63d0\u4f9b\u7684 Insight \u8f6c\u5316\u4e3a\u8be6\u7ec6\u8ba1\u5212\uff0c\u7136\u540e\u6839\u636e\u8ba1\u5212\u7f16\u5199\u5e76\u6267\u884c\u4ee3\u7801\uff0c\u751f\u6210\u6700\u7ec8\u7684 Pipeline \u548c\u6267\u884c\u5206\u6570\u3002\u4e3a\u63d0\u5347\u6548\u7387\uff0cSELA \u5728\u9636\u6bb5\u7ea7\u522b\u8fdb\u884c\u4ee3\u7801\u7f13\u5b58\uff0c\u5b9e\u73b0\u7cbe\u7ec6\u7684\u4ee3\u7801\u91cd\u7528\uff0c\u907f\u514d\u91cd\u590d\u52b3\u52a8\uff0c\u5e76\u5e94\u5bf9 LLM \u7684\u975e\u786e\u5b9a\u6027\u95ee\u9898\uff0c\u786e\u4fdd\u5b9e\u9a8c\u7684\u4e00\u81f4\u6027\u548c\u53ef\u9884\u6d4b\u6027\u3002<\/p>\n

            \u5b9e\u9a8c<\/h4>\n

            \u57fa\u51c6\u6d4b\u8bd5<\/strong><\/p>\n

            SELA \u9009\u53d6\u4e86 AutoML \u7684 13 \u4e2a\u5206\u7c7b\u4efb\u52a1\u548c 7 \u4e2a\u56de\u5f52\u4efb\u52a1\uff0c\u4ee5\u53ca Kaggle \u7ade\u8d5b\u7684 20 \u4e2a\u6570\u636e\u96c6\u8fdb\u884c\u8bc4\u4f30\u3002<\/p>\n

            \u6240\u6709\u6570\u636e\u96c6\u6309\u76f8\u540c\u6bd4\u4f8b\u5207\u5206\uff0c\u786e\u4fdd\u5404\u6846\u67b6\u63a5\u53d7\u76f8\u540c\u6570\u636e\u3002\u57fa\u4e8e LLM \u7684\u6846\u67b6\uff08SELA\u3001Data Interpreter \u548c AIDE\uff09\u91c7\u7528\u76f8\u540c\u914d\u7f6e\u548c\u8fed\u4ee3\u6b21\u6570\u3002AutoGluon \u548c AutoSklearn \u5747\u4f7f\u7528\u9ed8\u8ba4\u8bbe\u7f6e\u3002\u7531\u4e8e AutoGluon \u7ed3\u679c\u662f\u786e\u5b9a\u6027\u6240\u4ee5\u53ea\u8fd0\u884c\u4e00\u6b21\uff0c\u5176\u4f59\u5b9e\u9a8c\u5747\u8fd0\u884c\u4e09\u6b21\u3002\u6211\u4eec\u5bf9\u6bcf\u4e2a\u6570\u636e\u96c6\u4e0a\u4e0d\u540c\u6846\u67b6\u7684\u5168\u90e8\u8fd0\u884c\u7ed3\u679c\u8fdb\u884c\u6392\u540d\uff0c\u4ee5\u6bd4\u8f83\u4f18\u52a3\u3002<\/p>\n

            \"\u56fe\u7247\"<\/p>\n

            \u56fe\u4e2d\u5c55\u793a\u4e86\u591a\u4e2a\u81ea\u52a8\u673a\u5668\u5b66\u4e60\u6846\u67b6\u5728\u4e0d\u540c\u6570\u636e\u96c6\u4e0a\u7684\u9884\u6d4b\u8868\u73b0\uff0c\u6a2a\u8f74\u4e3a\u4e0e SELA \u6700\u4f73\u6027\u80fd\u76f8\u6bd4\u7684\u6807\u51c6\u5316\u5f97\u5206\uff08NS\uff09\u3002\u7ed3\u679c\u663e\u793a\uff0cSELA \u5728\u5927\u591a\u6570\u6570\u636e\u96c6\u4e2d\u8868\u73b0\u4f18\u5f02\uff0c\u5176\u4ed6\u6846\u67b6\u5982 AutoSklearn\u3001AIDE\u3001AutoGluon \u548c Data Interpreter \u5728\u67d0\u4e9b\u6570\u636e\u96c6\u4e0a\u6709\u7ade\u4e89\u529b\uff0c\u4f46\u6574\u4f53\u4e0a SELA \u5c55\u73b0\u51fa\u66f4\u4e3a\u4e00\u81f4\u7684\u9ad8\u6027\u80fd\u548c\u9002\u5e94\u6027\u3002<\/p>\n

            \"\u56fe\u7247\"<\/p>\n

            SELA \u5728\u6240\u6709\u6846\u67b6\u4e2d\u53d6\u5f97\u4e86\u6700\u9ad8\u7684\u5e73\u5747\u6807\u51c6\u5316\u5206\u6570\u548c\u6700\u4f73\u6392\u540d\uff0c\u8bc1\u660e\u4e86\u5176\u5728\u591a\u79cd\u6570\u636e\u7c7b\u578b\u548c\u4efb\u52a1\u4e0a\u7684\u7a33\u5065\u6027\u548c\u5353\u8d8a\u8868\u73b0\u3002<\/p>\n

            \u6d88\u878d\u5b9e\u9a8c<\/strong><\/p>\n

            \"\u56fe\u7247\"<\/p>\n

            \"\u56fe\u7247\"<\/p>\n

            \u7814\u7a76\u8005\u4eec\u8bbe\u8ba1\u4e86\u4e09\u4e2a\u6d88\u878d\u5b9e\u9a8c\uff0c\u7528\u6765\u9a8c\u8bc1 SELA \u6027\u80fd\u548c\u7b56\u7565\u7684\u6709\u6548\u6027\u3002\u9996\u5148\uff0c\u662f\u5bf9\u63a2\u7d22\u6b21\u6570\u7684\u6d88\u878d\u3002\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u968f\u7740\u63a2\u7d22\u6b21\u6570\u7684\u589e\u52a0\uff0cSELA \u6709\u6548\u5229\u7528\u4e86\u66f4\u591a\u7684\u63a2\u7d22\u673a\u4f1a\uff0c\u4f7f\u5e73\u5747\u6027\u80fd\u663e\u8457\u63d0\u5347\u3002<\/p>\n

            \u5176\u6b21\uff0cLLM \u7684\u6d88\u878d\u7814\u7a76\u5bf9\u6bd4\u4e86 GPT-4o\u3001Claude-3.5-Sonnet \u548c DeepSeek-V2.5\uff0c\u7ed3\u679c\u8868\u660e Claude-3.5-Sonnet \u548c GPT-4o \u8868\u73b0\u7a33\u5b9a\u4e14\u9002\u5e94\u6027\u5f3a\uff0c\u800c DeepSeek-V2.5 \u5728\u67d0\u4e9b\u6570\u636e\u96c6\u4e0a\u7565\u900a\u8272\uff0c\u4f46\u5728 Click prediction \u548c boston \u6570\u636e\u96c6\u4e0a\u8868\u73b0\u76f8\u8fd1\uff0c\u5145\u5206\u8bf4\u660e SELA \u5728\u4e0d\u540c\u6a21\u578b\u4e0a\u5747\u6709\u51fa\u8272\u8868\u73b0\u3002<\/p>\n

            \u6b64\u5916\uff0c\u7814\u7a76\u8005\u4eec\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u4e86 SELA \u6240\u91c7\u7528\u7684 MCTS\uff08\u8499\u7279\u5361\u6d1b\u6811\u641c\u7d22\uff09\u7b56\u7565\u7684\u5353\u8d8a\u6709\u6548\u6027\u3002\u76f8\u8f83\u4e8e DataInterpreter\uff08\u65e0\u641c\u7d22\uff09\u548c\u968f\u673a\u641c\u7d22\uff0cMCTS \u7b56\u7565\u5c55\u73b0\u51fa\u4e86\u663e\u8457\u7684\u4f18\u52bf\uff0c\u8fd9\u8bc1\u660e SELA \u6700\u7ec8\u91c7\u7528\u7684\u641c\u7d22\u7b56\u7565\u662f\u5fc5\u8981\u4e14\u6709\u6548\u7684\u3002<\/p>\n

            \u7ed3\u8bed<\/h4>\n

            SELA \u63d0\u51fa\u4e86\u4e00\u79cd\u8ba9 AI \u81ea\u4e3b\u8bbe\u8ba1\u548c\u6301\u7eed\u4f18\u5316\u81ea\u8eab\u7684\u65b9\u6cd5\uff0c\u5e76\u5168\u9762\u5730\u5c55\u793a\u4e86\u5176\u53d6\u5f97\u7684\u4e0d\u4fd7\u6548\u679c\u3002\u7814\u7a76\u8005\u4eec\u8ba4\u4e3a\uff0c\u8be5\u5de5\u4f5c\u8868\u660e\u4e86 AI \u5728\u8fd9\u4e00\u65b9\u5411\u7684\u6f5c\u529b\uff0c\u5c06\u4e3a\u672a\u6765\u7684\u76f8\u5173\u7814\u7a76\u63d0\u4f9b\u6709\u4ef7\u503c\u7684\u53c2\u8003\u3002<\/p>\n<\/div>\n<\/div>\n

            \u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n

            <\/div>\n

            <\/g><\/svg><\/i> \"Loading\"<\/p>\n

            <\/div>\n","protected":false},"excerpt":{"rendered":"

            SELA \u63d0\u51fa\u4e86\u4e00\u79cd\u8ba9 AI \u81ea\u4e3b\u8bbe\u8ba1\u548c\u6301\u7eed\u4f18\u5316\u81ea\u8eab\u7684\u65b9\u6cd5\uff0c\u5e76\u5168\u9762\u5730\u5c55\u793a\u4e86\u5176\u53d6\u5f97\u7684\u4e0d\u4fd7\u6548\u679c\u3002\u7814\u7a76\u8005\u4eec\u8ba4\u4e3a\uff0c\u8be5\u5de5 […]<\/p>\n

            <\/div>\n

            <\/g><\/svg><\/i> \"Loading\"<\/p>\n

            <\/div>\n","protected":false},"author":56,"featured_media":22887,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[23,20,80],"tags":[124,888],"class_list":["post-22885","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-23","category-20","category-80","tag-ai","tag-888"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/22885","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=22885"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/22885\/revisions"}],"predecessor-version":[{"id":22888,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/22885\/revisions\/22888"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/22887"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=22885"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=22885"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=22885"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}