{"id":19580,"date":"2024-11-21T13:35:49","date_gmt":"2024-11-21T05:35:49","guid":{"rendered":"http:\/\/192.168.10.115\/?p=19580"},"modified":"2024-11-21T13:35:49","modified_gmt":"2024-11-21T05:35:49","slug":"2024-11-21-%e8%b7%af%e5%be%84%e8%a7%84%e5%88%92%e5%86%8d%e7%99%bb%e6%96%b0%e9%ab%98%ef%bc%9a%e8%92%99%e7%89%b9%e5%8d%a1%e6%b4%9b%e6%a0%91%e4%b8%8ellms%e5%a6%82%e4%bd%95%e5%81%9a%e5%87%ba%e6%9b%b4","status":"publish","type":"post","link":"http:\/\/222.128.65.89:18086\/index.php\/2024\/11\/21\/19580\/","title":{"rendered":"2024-11-21 \u8def\u5f84\u89c4\u5212\u518d\u767b\u65b0\u9ad8\uff1a\u8499\u7279\u5361\u6d1b\u6811\u4e0eLLMs\u5982\u4f55\u505a\u51fa\u66f4\u667a\u80fd\u7684\u51b3\u7b56\uff1f"},"content":{"rendered":"\n

\u5728\u63a2\u7d22\u4eba\u5de5\u667a\u80fd\u8fb9\u754c\u7684\u8fc7\u7a0b\u4e2d\uff0c\u4efb\u52a1\u89c4\u5212\uff0c\u7279\u522b\u662f\u5728\u5927\u89c4\u6a21\u548c\u590d\u6742\u73af\u5883\u4e0b\u7684\u89c4\u5212\uff0c\u59cb\u7ec8\u662f\u4e00\u9879\u5145\u6ee1\u6311\u6218\u7684\u4efb\u52a1\u3002\u8fd1\u671f\uff0c\u65b0\u52a0\u5761\u56fd\u7acb\u5927\u5b66\u7684\u7814\u7a76\u56e2\u961f\u5728\u8fd9\u4e00\u9886\u57df\u53d6\u5f97\u4e86\u7a81\u7834\u6027\u8fdb\u5c55\uff0c\u4ed6\u4eec\u521b\u65b0\u6027\u5730\u878d\u5408\u4e86\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u4e0e\u8499\u7279\u5361\u6d1b\u6811\u641c\u7d22\uff08MCTS\uff09\u7b97\u6cd5\uff0c\u4e3a\u4efb\u52a1\u89c4\u5212\u7684\u6548\u7387\u4e0e\u6548\u679c\u5e26\u6765\u4e86\u663e\u8457\u63d0\u5347\u3002\u8bba\u6587\u300aLarge Language Models as Commonsense Knowledge for Large-Scale Task Planning\u300b\u6df1\u5165\u5256\u6790\u4e86\u5982\u4f55\u5229\u7528LLMs\u7684\u4e30\u5bcc\u5e38\u8bc6\u6765\u4f18\u5316\u4efb\u52a1\u89c4\u5212\u7b56\u7565\u3002<\/p>\n\n\n\n

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

\u5728\u6b64\u4e4b\u524d\uff0cSaycan<\/a>\u4f5c\u4e3a\u4e00\u4e2a\u5148\u8fdb\u7684\u4efb\u52a1\u89c4\u5212\u6846\u67b6\uff0c\u5df2\u7ecf\u5c55\u793a\u4e86\u5229\u7528\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u4efb\u52a1\u89c4\u5212\u7684\u6f5c\u529b\u3002\u7136\u800c\uff0cSaycan\u5728\u5904\u7406\u5927\u89c4\u6a21\u4efb\u52a1\u89c4\u5212\u65f6\uff0c\u9762\u4e34\u7740\u6548\u7387\u548c\u6cdb\u5316\u80fd\u529b\u7684\u6311\u6218\u3002\u4e3a\u4e86\u514b\u670d\u8fd9\u4e9b\u9650\u5236\uff0c\u65b0\u52a0\u5761\u56fd\u7acb\u5927\u5b66\u7684\u7814\u7a76\u56e2\u961f\u5728Saycan\u7684\u57fa\u7840\u4e0a\uff0c\u63a8\u51fa\u4e86LLM-MCTS\u7b97\u6cd5\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u4e86\u89c4\u5212\u6027\u80fd\u3002<\/p>\n\n\n\n

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

\u25b2\u56fe1\uff5cSayCan\u5c06LLMs\u4e0e\u73b0\u5b9e\u4e16\u754c\u8054\u7cfb\u8d77\u6765<\/p>\n\n\n\n

LLM-MCTS\u7b97\u6cd5\u7684\u6838\u5fc3\u521b\u65b0\u70b9\u5728\u4e8e\u5c06\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u4e24\u4e2a\u5173\u952e\u80fd\u529b\uff1a
\u300c\u4e30\u5bcc\u7684\u5e38\u8bc6\u77e5\u8bc6\u5e93\u300d\u548c\u300c\u542f\u53d1\u5f0f\u7b56\u7565\u751f\u6210\u300d\u4e0e\u8499\u7279\u5361\u6d1b\u6811\u641c\u7d22\uff08MCTS\uff09\u7b97\u6cd5\u7ed3\u5408\u8d77\u6765\uff0c\u4ee5\u5e94\u5bf9\u5927\u89c4\u6a21\u4efb\u52a1\u89c4\u5212\u7684\u6311\u6218\u3002<\/p>\n\n\n\n

\u76f8\u8f83Saycan\u7684\u4e3b\u8981\u6539\u8fdb\uff1a<\/strong><\/h4>\n\n\n\n

\u25cf\u66f4\u9ad8\u6548\u7684\u641c\u7d22\u7b97\u6cd5\uff1aLLM-MCTS\u7b97\u6cd5\u91c7\u7528MCTS\u7b97\u6cd5\uff0c\u76f8\u6bd4\u4e8eSaycan\u7cfb\u7edf\uff0c\u663e\u8457\u63d0\u9ad8\u4e86\u641c\u7d22\u6548\u7387\u548c\u51b3\u7b56\u8d28\u91cf\u3002<\/p>\n\n\n\n

\u25cf\u66f4\u597d\u7684\u6cdb\u5316\u80fd\u529b\uff1a\u901a\u8fc7\u4f7f\u7528LLMs\u4f5c\u4e3a\u5e38\u8bc6\u4e16\u754c\u6a21\u578b\uff0cLLM-MCTS\u5728\u5904\u7406\u590d\u6742\u548c\u65b0\u9896\u7684\u4efb\u52a1\u65f6\uff0c\u5c55\u73b0\u51fa\u4e86\u66f4\u597d\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n\n\n\n

\u25cf\u7ed3\u5408\u5e38\u8bc6\u77e5\u8bc6\u4e0e\u542f\u53d1\u5f0f\u7b56\u7565\uff1aLLM-MCTS\u4e0d\u4ec5\u5229\u7528LLMs\u7684\u5e38\u8bc6\u77e5\u8bc6\u6765\u6784\u5efa\u4e16\u754c\u6a21\u578b\uff0c\u8fd8\u5c06\u5176\u4f5c\u4e3a\u542f\u53d1\u5f0f\u7b56\u7565\u6765\u6307\u5bfc\u641c\u7d22\u8fc7\u7a0b\uff0c\u8fd9\u5728Saycan\u7cfb\u7edf\u4e2d\u5e76\u672a\u5145\u5206\u5229\u7528\u3002<\/p>\n\n\n\n

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

LLM-MCTS\u7b97\u6cd5\u7684\u6838\u5fc3\u521b\u65b0\u5728\u4e8e\u5c06LLMs\u7684\u4e24\u4e2a\u5173\u952e\u80fd\u529b\u2014\u2014\u4e30\u5bcc\u7684\u5e38\u8bc6\u77e5\u8bc6\u5e93\u548c\u542f\u53d1\u5f0f\u7b56\u7565\u751f\u6210\u2014\u2014\u4e0e\u8499\u7279\u5361\u6d1b\u6811\u641c\u7d22\uff08MCTS\uff09\u7b97\u6cd5\u7ed3\u5408\u8d77\u6765\uff0c\u4ee5\u5e94\u5bf9\u5927\u89c4\u6a21\u4efb\u52a1\u89c4\u5212\u7684\u6311\u6218\u3002<\/p>\n\n\n\n

\u25a02.1 LLM\u4f5c\u4e3a\u5e38\u8bc6\u4e16\u754c\u6a21\u578b\uff08L-Model\uff09<\/strong><\/h4>\n\n\n\n

LLMs\u901a\u8fc7\u5728\u4e92\u8054\u7f51\u89c4\u6a21\u7684\u6570\u636e\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u79ef\u7d2f\u4e86\u5e7f\u6cdb\u7684\u5e38\u8bc6\u77e5\u8bc6\u3002\u5728LLM-MCTS\u7b97\u6cd5\u4e2d\uff0c\u7814\u7a76\u8005\u4eec\u5229\u7528\u8fd9\u4e00\u7279\u70b9\uff0c\u5c06LLMs\u7528\u4f5c\u6784\u5efa\u5e38\u8bc6\u4e16\u754c\u6a21\u578b\u7684\u5de5\u5177\u3002\u8fd9\u4e2a\u6a21\u578b\u80fd\u591f\u9884\u6d4b\u5bf9\u8c61\u53ef\u80fd\u7684\u4f4d\u7f6e\uff0c\u4f8b\u5982\uff0c\u77e5\u9053\u82f9\u679c\u901a\u5e38\u653e\u5728\u53a8\u623f\u67dc\u53f0\u6216\u51b0\u7bb1\u91cc\uff0c\u800c\u4e0d\u662f\u5367\u5ba4\u7684\u8863\u67dc\u91cc\u3002
\u25cf\u521d\u59cb\u72b6\u6001\u4fe1\u5ff5\uff1a<\/strong>LLMs\u5e2e\u52a9\u786e\u5b9a\u5bf9\u8c61\u521d\u59cb\u53ef\u80fd\u7684\u4f4d\u7f6e\uff0c\u4e3aMCTS\u63d0\u4f9b\u4e00\u4e2a\u8d77\u70b9\u3002
\u25cf\u72b6\u6001\u4fe1\u5ff5\u66f4\u65b0\uff1a<\/strong>\u968f\u7740\u673a\u5668\u4eba\u5728\u73af\u5883\u4e2d\u6267\u884c\u52a8\u4f5c\u5e76\u83b7\u5f97\u65b0\u7684\u89c2\u5bdf\uff0cLLMs\u66f4\u65b0\u5176\u5bf9\u5bf9\u8c61\u4f4d\u7f6e\u7684\u4fe1\u5ff5\u3002
\u25a02.2  LLM\u4f5c\u4e3a\u542f\u53d1\u5f0f\u7b56\u7565\uff08L-Policy\uff09<\/strong>
LLMs\u8fd8\u88ab\u7528\u4f5c\u542f\u53d1\u5f0f\u7b56\u7565\uff0c\u6307\u5bfcMCTS\u4e2d\u7684\u9009\u62e9\u8fc7\u7a0b\u3002\u5728\u6bcf\u4e00\u6b65\uff0cLLMs\u57fa\u4e8e\u5f53\u524d\u7684\u4efb\u52a1\u5386\u53f2\u548c\u89c2\u5bdf\u7ed3\u679c\uff0c\u63d0\u51fa\u4e00\u7cfb\u5217\u53ef\u80fd\u7684\u52a8\u4f5c\u3002
\u25cf\u52a8\u4f5c\u9009\u62e9\uff1a<\/strong>LLMs\u751f\u6210\u7684\u52a8\u4f5c\u5efa\u8bae\u88ab\u7528\u4f5cMCTS\u4e2d\u9009\u62e9\u52a8\u4f5c\u7684\u542f\u53d1\u5f0f\u4fe1\u606f\uff0c\u4ece\u800c\u51cf\u5c11\u641c\u7d22\u7a7a\u95f4\u5e76\u63d0\u9ad8\u641c\u7d22\u6548\u7387\u3002
\u25cf\u7b56\u7565\u6982\u7387\u5206\u5e03\uff1a<\/strong>\u901a\u8fc7\u591a\u6b21\u91c7\u6837LLMs\uff0c\u7814\u7a76\u8005\u4eec\u80fd\u591f\u8fd1\u4f3c\u51fa\u4e00\u4e2a\u7b56\u7565\u6982\u7387\u5206\u5e03\uff0c\u7528\u4e8e\u6307\u5bfcMCTS\u7684\u52a8\u4f5c\u9009\u62e9\u3002<\/p>\n\n\n\n

\u25a02.3 \u7ed3\u5408L-Model\u548cL-Policy<\/strong><\/h4>\n\n\n\n

LLM-MCTS\u7b97\u6cd5\u5c06L-Model\u548cL-Policy\u7ed3\u5408\u8d77\u6765\uff0c\u4ee5\u5b9e\u73b0\u66f4\u6709\u6548\u7684\u4efb\u52a1\u89c4\u5212\u3002<\/p>\n\n\n\n

\u25cfMCTS\u6846\u67b6\uff1a<\/strong>\u5728MCTS\u7684\u6846\u67b6\u5185\uff0c\u7b97\u6cd5\u9996\u5148\u4ece\u7531LLMs\u751f\u6210\u7684\u521d\u59cb\u72b6\u6001\u4fe1\u5ff5\u4e2d\u91c7\u6837\u4e00\u4e2a\u72b6\u6001\u3002<\/p>\n\n\n\n

\u25cf\u641c\u7d22\u8fc7\u7a0b\uff1a<\/strong>\u7136\u540e\uff0c\u7b97\u6cd5\u4f7f\u7528LLMs\u4f5c\u4e3a\u542f\u53d1\u5f0f\u7b56\u7565\u6765\u6307\u5bfc\u6811\u641c\u7d22\u8fc7\u7a0b\u4e2d\u7684\u52a8\u4f5c\u9009\u62e9\u3002<\/p>\n\n\n\n

\u25cf\u63a2\u7d22\u4e0e\u5229\u7528\uff1a<\/strong>\u901a\u8fc7\u63a2\u7d22\uff08\u641c\u7d22\u53ef\u80fd\u7684\u72b6\u6001\u7a7a\u95f4\uff09\u548c\u5229\u7528\uff08\u9009\u62e9\u6700\u6709\u53ef\u80fd\u7684\u884c\u52a8\u8def\u5f84\uff09\u7684\u5e73\u8861\uff0cLLM-MCTS\u627e\u5230\u4e00\u6761\u4ece\u521d\u59cb\u72b6\u6001\u5230\u76ee\u6807\u72b6\u6001\u7684\u8def\u5f84\u3002<\/p>\n\n\n\n

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

\u25b2\u56fe2\uff5cLLM-MCTS\u7b97\u6cd5\u6846\u67b6<\/p>\n\n\n\n

\u4e0a\u56fe\u5c55\u793a\u4e86LLM-MCTS\u7b97\u6cd5\u7684\u57fa\u672c\u6d41\u7a0b\u3002\u9996\u5148\uff0c\u7b97\u6cd5\u6839\u636eLLM\u751f\u6210\u7684\u521d\u59cb\u4fe1\u5ff5\u91c7\u6837\u4e00\u4e2a\u72b6\u6001\uff0c\u7136\u540e\u5728MCTS\u4e2d\u6a21\u62df\u4e00\u7cfb\u5217\u52a8\u4f5c\uff0c\u6839\u636eLLM\u63d0\u4f9b\u7684\u7b56\u7565\u6765\u9009\u62e9\u52a8\u4f5c\u3002\u6a21\u62df\u7ed3\u675f\u540e\uff0c\u7b97\u6cd5\u9009\u62e9\u5177\u6709\u6700\u9ad8Q\u503c\u7684\u52a8\u4f5c\u4f5c\u4e3a\u6700\u7ec8\u52a8\u4f5c\u3002<\/p>\n\n\n\n

\u25a02.4 MDL\u539f\u5219\u6307\u5bfc\u6a21\u578b\u4e0e\u7b56\u7565\u9009\u62e9<\/strong><\/h4>\n\n\n\n

\u6700\u5c0f\u63cf\u8ff0\u957f\u5ea6\uff08MDL\uff09\u539f\u5219\u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u5de5\u5177\uff0c\u7528\u4e8e\u5728\u6a21\u578b\u9009\u62e9\u548c\u7b56\u7565\u751f\u6210\u4e2d\u505a\u51fa\u51b3\u7b56\u3002MDL\u539f\u5219\u57fa\u4e8e\u4e00\u4e2a\u7b80\u5355\u7684\u7406\u5ff5\uff1a\u5728\u63cf\u8ff0\u957f\u5ea6\u8f83\u77ed\u7684\u5047\u8bbe\u4e2d\u9009\u62e9\uff0c\u901a\u5e38\u4f1a\u5bfc\u81f4\u66f4\u597d\u7684\u6cdb\u5316\u3002<\/p>\n\n\n\n

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

MDL\u539f\u5219\u7684\u7406\u8bba\u57fa\u7840\u662f\u4fe1\u606f\u8bba\uff0c\u7279\u522b\u662f\u5173\u4e8e\u5982\u4f55\u91cf\u5316\u6a21\u578b\u6216\u7b56\u7565\u7684\u590d\u6742\u6027\u3002\u4e00\u4e2a\u6a21\u578b\u6216\u7b56\u7565\u7684\u63cf\u8ff0\u957f\u5ea6\u8d8a\u77ed\uff0c\u5b83\u6240\u9700\u7684\u4fe1\u606f\u5c31\u8d8a\u5c11\uff0c\u56e0\u6b64\u66f4\u503e\u5411\u4e8e\u7b80\u5355\u548c\u6cdb\u5316\u3002\u5728LLM-MCTS\u7b97\u6cd5\u4e2d\uff0cMDL\u539f\u5219\u88ab\u7528\u6765\u51b3\u5b9a\u662f\u5c06LLM\u4f5c\u4e3a\u6a21\u578b\u8fd8\u662f\u7b56\u7565\u6765\u4f7f\u7528\u3002<\/p>\n\n\n\n

\u6a21\u578b\u4e0e\u7b56\u7565\u7684\u6743\u8861\uff1a<\/strong><\/h4>\n\n\n\n

\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u63cf\u8ff0\u4e16\u754c\u6a21\u578b\u6240\u9700\u7684\u4fe1\u606f\u53ef\u80fd\u8fdc\u5c11\u4e8e\u63cf\u8ff0\u4e00\u4e2a\u5b8c\u6574\u7684\u7b56\u7565\u3002\u4f8b\u5982\uff0c\u5728\u5bf9\u8c61\u91cd\u6392\u4efb\u52a1\u4e2d\uff0c\u63cf\u8ff0\u7269\u54c1\u53ef\u80fd\u4f4d\u7f6e\u7684\u6a21\u578b\u53ef\u80fd\u6bd4\u63cf\u8ff0\u6bcf\u4e00\u6b65\u52a8\u4f5c\u7684\u7b56\u7565\u8981\u7b80\u5355\u5f97\u591a\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u4f7f\u7528LLM\u4f5c\u4e3a\u6a21\u578b\uff08L-Model\uff09\u53ef\u80fd\u6bd4\u4f5c\u4e3a\u7b56\u7565\uff08L-Policy\uff09\u66f4\u6709\u6548\u3002
\u4e0b\u9762\u662f\u4e00\u4e2a\u6709\u5173 LLM\u4f5c\u4e3a\u542f\u53d1\u5f0f\u7b56\u7565\u7684prompt\u793a\u4f8b\uff0c\u4e5f\u662f\u7528\u6765\u5efa\u7acb\u5e38\u8bc6\u6027\u4fe1\u5ff5\u7684\u786e\u5207\u63d0\u793a\u3002<\/p>\n\n\n\n

\u82f1\u6587\u7248\u672c\uff1a\n1\uff09You need to generate a high-level plan for completing a household task using the allowed actions and visible objects.\n2\uff09Allowed actions: walk to <object>, walk to <room>, walk to <container>, walk to <surface>, grab <object>, open <container>, close <container>, put <object> on <surface>, put <object> inside <container>.\n3\uff09Rooms in the house: bedroom, bathroom, living room, kitchen.\n4\uff09You need to strictly follow the format in the following examples:\n5\uff09Goal: Put one apple inside the fridge.\n6\uff09Completed actions: walk to the kitchen, walk to the apple.\n7\uff09Current Observation: A kitchen table is inside the kitchen, a kitchen counter is inside the kitchen, an apple is on the kitchen counter, a plate is on the kitchen table, a banana is on the kitchen counter, a fridge is inside the kitchen and fridge is closed, a kitchen cabinet is inside the kitchen and kitchen cabinet is closed, a cutlery knife is on the kitchen table, a microwave is inside the kitchen and microwave is closed, a dishwasher is inside the kitchen and dishwasher is closed.\n8\uff09Next actions: grab the apple, walk to the fridge, open the fridge, put the apple inside the fridge, done.\n9\uff09Now, finish the next following task.\n10\uff09Goal: Put one apple on the kitchen table.\n11\uff09Completed actions: walk to the kitchen.\n12\uff09Current observation: A kitchen table is inside the kitchen, an apple is on the kitchen table, a kitchen counter is inside the kitchen, an apple is on the kitchen counter, a cutlery knife is on the kitchen table, a fridge is inside the kitchen and fridge is closed, a kitchen cabinet is inside the kitchen and kitchen cabinet is closed, a kitchen table is inside the kitchen, a plate is on the kitchen table, a pounding cake is on the kitchen table, a microwave is inside the kitchen and microwave is closed, a dishwasher is inside the kitchen and dishwasher is closed.\n13\uff09Next actions:\n\n\u4e2d\u6587\u7248\u672c\uff1a\n1\uff09\u4f60\u9700\u8981\u751f\u6210\u4e00\u4e2a\u9ad8\u7ea7\u8ba1\u5212\u6765\u5b8c\u6210\u4e00\u4e2a\u5bb6\u5ead\u4efb\u52a1\uff0c\u4f7f\u7528\u5141\u8bb8\u7684\u52a8\u4f5c\u548c\u53ef\u89c1\u7684\u7269\u4f53\u3002\n2\uff09\u5141\u8bb8\u7684\u52a8\u4f5c\uff1a\u8d70\u5411<\u7269\u4f53>\uff0c\u8d70\u5411<\u623f\u95f4>\uff0c\u8d70\u5411<\u5bb9\u5668>\uff0c\u8d70\u5411<\u8868\u9762>\uff0c\u6293\u53d6<\u7269\u4f53>\uff0c\u6253\u5f00<\u5bb9\u5668>\uff0c\u5173\u95ed<\u5bb9\u5668>\uff0c\u628a<\u7269\u4f53>\u653e\u5728<\u8868\u9762>\uff0c\u628a<\u7269\u4f53>\u653e\u8fdb<\u5bb9\u5668>\u3002\n3\uff09\u623f\u95f4\uff1a\u5367\u5ba4\uff0c\u6d74\u5ba4\uff0c\u5ba2\u5385\uff0c\u53a8\u623f\u3002\n4\uff09\u4f60\u9700\u8981\u4e25\u683c\u9075\u5faa\u4ee5\u4e0b\u793a\u4f8b\u4e2d\u7684\u683c\u5f0f\uff1a\n5\uff09\u76ee\u6807: \u5c06\u4e00\u4e2a\u82f9\u679c\u653e\u5165\u51b0\u7bb1\u3002\n6\uff09\u5df2\u5b8c\u6210\u7684\u52a8\u4f5c: \u8d70\u5230\u53a8\u623f\uff0c\u8d70\u5230\u82f9\u679c\u5904\u3002\n7\uff09\u5f53\u524d\u89c2\u5bdf: \u53a8\u623f\u91cc\u6709\u4e00\u5f20\u53a8\u623f\u684c\u5b50\uff0c\u53a8\u623f\u67dc\u53f0\u4e0a\u6709\u4e00\u4e2a\u82f9\u679c\uff0c\u53a8\u623f\u684c\u5b50\u4e0a\u6709\u4e00\u4e2a\u76d8\u5b50\uff0c\u53a8\u623f\u67dc\u53f0\u4e0a\u6709\u4e00\u6839\u9999\u8549\uff0c\u53a8\u623f\u91cc\u6709\u4e00\u53f0\u51b0\u7bb1\u5e76\u4e14\u51b0\u7bb1\u662f\u5173\u95ed\u7684\uff0c\u53a8\u623f\u91cc\u6709\u4e00\u4e2a\u6a71\u67dc\u5e76\u4e14\u6a71\u67dc\u662f\u5173\u95ed\u7684\uff0c\u53a8\u623f\u684c\u5b50\u4e0a\u6709\u4e00\u628a\u5200\u5177\uff0c\u53a8\u623f\u91cc\u6709\u4e00\u4e2a\u5fae\u6ce2\u7089\u5e76\u4e14\u5fae\u6ce2\u7089\u662f\u5173\u95ed\u7684\uff0c\u53a8\u623f\u91cc\u6709\u4e00\u4e2a\u6d17\u7897\u673a\u5e76\u4e14\u6d17\u7897\u673a\u662f\u5173\u95ed\u7684\u3002\n8\uff09\u4e0b\u4e00\u4e2a\u52a8\u4f5c: \u6293\u4f4f\u82f9\u679c\uff0c\u8d70\u5411\u51b0\u7bb1\uff0c\u6253\u5f00\u51b0\u7bb1\uff0c\u628a\u82f9\u679c\u653e\u5165\u51b0\u7bb1\uff0c\u5b8c\u6210\u3002\n9\uff09\u73b0\u5728\uff0c\u5b8c\u6210\u63a5\u4e0b\u6765\u7684\u4efb\u52a1\u3002\n10\uff09\u76ee\u6807: \u5c06\u4e00\u4e2a\u82f9\u679c\u653e\u5728\u53a8\u623f\u684c\u5b50\u4e0a\u3002\n11\uff09\u5df2\u5b8c\u6210\u7684\u52a8\u4f5c: \u8d70\u5230\u53a8\u623f\u3002\n12\uff09\u5f53\u524d\u89c2\u5bdf: \u53a8\u623f\u684c\u5b50\u4e0a\u6709\u4e00\u4e2a\u82f9\u679c\uff0c\u53a8\u623f\u91cc\u6709\u4e00\u4e2a\u53a8\u623f\u67dc\u53f0\uff0c\u67dc\u53f0\u4e0a\u6709\u4e00\u4e2a\u82f9\u679c\uff0c\u53a8\u623f\u684c\u5b50\u4e0a\u6709\u4e00\u628a\u5200\u5177\uff0c\u53a8\u623f\u91cc\u6709\u4e00\u4e2a\u51b0\u7bb1\u5e76\u4e14\u51b0\u7bb1\u662f\u5173\u95ed\u7684\uff0c\u53a8\u623f\u91cc\u6709\u4e00\u4e2a\u6a71\u67dc\u5e76\u4e14\u6a71\u67dc\u662f\u5173\u95ed\u7684\uff0c\u53a8\u623f\u684c\u5b50\u4e0a\u6709\u4e00\u4e2a\u76d8\u5b50\u548c\u4e00\u4e2a\u86cb\u7cd5\uff0c\u53a8\u623f\u91cc\u6709\u4e00\u4e2a\u5fae\u6ce2\u7089\u5e76\u4e14\u5fae\u6ce2\u7089\u662f\u5173\u95ed\u7684\uff0c\u53a8\u623f\u91cc\u6709\u4e00\u4e2a\u6d17\u7897\u673a\u5e76\u4e14\u6d17\u7897\u673a\u662f\u5173\u95ed\u7684\u3002\n13\uff09\u4e0b\u4e00\u4e2a\u52a8\u4f5c:<\/code><\/pre>\n\n\n\n
\"\"<\/figure>\n\n\n\n
\u4e3a\u4e86\u9a8c\u8bc1LLM-MCTS\u7b97\u6cd5\u7684\u6709\u6548\u6027\uff0c\u7814\u7a76\u8005\u4eec\u5728\u591a\u4e2a\u9886\u57df\u8fdb\u884c\u4e86\u5e7f\u6cdb\u7684\u5b9e\u9a8c\uff0c\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\u5bf9\u8c61\u91cd\u6392\u3001\u4e58\u6cd5\u8fd0\u7b97\u548c\u65c5\u884c\u89c4\u5212\u3002\u8fd9\u4e9b\u5b9e\u9a8c\u65e8\u5728\u5c55\u793aLLM-MCTS\u7b97\u6cd5\u5728\u5904\u7406\u590d\u6742\u4efb\u52a1\u65f6\u7684\u4f18\u8d8a\u6027\u80fd\uff0c\u4ee5\u53caMDL\u539f\u5219\u5728\u6a21\u578b\u4e0e\u7b56\u7565\u9009\u62e9\u4e2d\u7684\u5e94\u7528\u3002<\/p>\n\n\n\n
\u25a04.1 \u5bf9\u8c61\u91cd\u6392\u4efb\u52a1<\/strong><\/h4>\n\n\n\n
\u5bf9\u8c61\u91cd\u6392\u4efb\u52a1\u662f\u5728\u4e00\u4e2a\u865a\u62df\u5bb6\u5ead\u73af\u5883\u4e2d\u8fdb\u884c\u7684\uff0c\u4efb\u52a1\u6d89\u53ca\u5c06\u968f\u673a\u653e\u7f6e\u7684\u7269\u54c1\u79fb\u52a8\u5230\u6307\u5b9a\u7684\u4f4d\u7f6e\u3002\u4f8b\u5982\uff0c\u673a\u5668\u4eba\u9700\u8981\u5c06\u82f9\u679c\u653e\u5165\u51b0\u7bb1\u6216\u5c06\u76d8\u5b50\u653e\u5728\u53a8\u623f\u684c\u5b50\u4e0a\u3002\u7814\u7a76\u8005\u4eec\u6bd4\u8f83\u4e86LLM-MCTS\u7b97\u6cd5\u4e0e\u5176\u4ed6\u57fa\u7ebf\u65b9\u6cd5\uff08\u5982\u4f20\u7edf\u7684MCTS\u548c\u7ecf\u8fc7\u5fae\u8c03\u7684GPT-2\u7b56\u7565\uff09\u7684\u6027\u80fd\u3002
\u25cf\u5b9e\u9a8c\u8bbe\u7f6e\uff1a<\/strong>\u5b9e\u9a8c\u5728VirtualHome\u5e73\u53f0\u4e0a\u8fdb\u884c\uff0c\u8be5\u5e73\u53f0\u6a21\u62df\u4e86\u4e00\u4e2a\u5305\u542b\u591a\u4e2a\u623f\u95f4\u548c\u6570\u767e\u4e2a\u53ef\u4ea4\u4e92\u7269\u54c1\u7684\u5bb6\u5ead\u73af\u5883\u3002
\u25cf\u8bc4\u4f30\u6307\u6807\uff1a<\/strong>\u4e3b\u8981\u901a\u8fc7\u5b8c\u6210\u4efb\u52a1\u7684\u6210\u529f\u7387\u548c\u6240\u9700\u6b65\u9aa4\u6765\u8bc4\u4f30\u6027\u80fd\u3002
\u25cf\u7ed3\u679c\uff1a<\/strong>LLM-MCTS\u7b97\u6cd5\u5728\u7b80\u5355\u4efb\u52a1\u548c\u590d\u6742\u4efb\u52a1\u4e2d\u5747\u663e\u793a\u51fa\u6bd4\u57fa\u7ebf\u65b9\u6cd5\u66f4\u9ad8\u7684\u6210\u529f\u7387\uff0c\u5e76\u4e14\u5728\u672a\u89c1\u8fc7\u7684\u5bb6\u5ead\u73af\u5883\u4e2d\u8868\u73b0\u5c24\u4e3a\u51fa\u8272\u3002<\/p>\n\n\n\n
\"\"<\/figure>\n\n\n\n
\u25b2\u56fe3\uff5cVirtualHome\u865a\u62df\u5bb6\u5ead\u73af\u5883<\/p>\n\n\n\n
\"\"<\/figure>\n\n\n\n
\u25b2\u56fe4\uff5c\u5b9e\u9a8c\u6210\u529f\u6848\u4f8b<\/p>\n\n\n\n
\u5bf9\u8c61\u91cd\u6392\u4efb\u52a1\u662f\u5728\u4e00\u4e2a\u865a\u62df\u5bb6\u5ead\u73af\u5883\u4e2d\u8fdb\u884c\u7684\uff0c\u4efb\u52a1\u6d89\u53ca\u5c06\u968f\u673a\u653e\u7f6e\u7684\u7269\u54c1\u79fb\u52a8\u5230\u6307\u5b9a\u7684\u4f4d\u7f6e\u3002\u4f8b\u5982\uff0c\u673a\u5668\u4eba\u9700\u8981\u5c06\u82f9\u679c\u653e\u5165\u51b0\u7bb1\u6216\u5c06\u76d8\u5b50\u653e\u5728\u53a8\u623f\u684c\u5b50\u4e0a\u3002\u7814\u7a76\u8005\u4eec\u6bd4\u8f83\u4e86LLM-MCTS\u7b97\u6cd5\u4e0e\u5176\u4ed6\u57fa\u7ebf\u65b9\u6cd5\uff08\u5982\u4f20\u7edf\u7684MCTS\u548c\u7ecf\u8fc7\u5fae\u8c03\u7684GPT-2\u7b56\u7565\uff09\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n
\u25cf\u5b9e\u9a8c\u8bbe\u7f6e\uff1a<\/strong>\u5b9e\u9a8c\u5728VirtualHome\u5e73\u53f0\u4e0a\u8fdb\u884c\uff0c\u8be5\u5e73\u53f0\u6a21\u62df\u4e86\u4e00\u4e2a\u5305\u542b\u591a\u4e2a\u623f\u95f4\u548c\u6570\u767e\u4e2a\u53ef\u4ea4\u4e92\u7269\u54c1\u7684\u5bb6\u5ead\u73af\u5883\u3002<\/p>\n\n\n\n
\u25cf\u8bc4\u4f30\u6307\u6807\uff1a<\/strong>\u4e3b\u8981\u901a\u8fc7\u5b8c\u6210\u4efb\u52a1\u7684\u6210\u529f\u7387\u548c\u6240\u9700\u6b65\u9aa4\u6765\u8bc4\u4f30\u6027\u80fd\u3002<\/p>\n\n\n\n
\u25cf\u7ed3\u679c\uff1a<\/strong>LLM-MCTS\u7b97\u6cd5\u5728\u7b80\u5355\u4efb\u52a1\u548c\u590d\u6742\u4efb\u52a1\u4e2d\u5747\u663e\u793a\u51fa\u6bd4\u57fa\u7ebf\u65b9\u6cd5\u66f4\u9ad8\u7684\u6210\u529f\u7387\uff0c\u5e76\u4e14\u5728\u672a\u89c1\u8fc7\u7684\u5bb6\u5ead\u73af\u5883\u4e2d\u8868\u73b0\u5c24\u4e3a\u51fa\u8272\u3002<\/p>\n\n\n\n
\"\"<\/figure>\n\n\n\n
\u25b2\u56fe5\uff5cVirtualHome\u865a\u62df\u5bb6\u5ead\u73af\u5883<\/p>\n\n\n\n
\"\"<\/figure>\n\n\n\n
\u25b2\u56fe6\uff5c\u53a8\u623f\u5bf9\u8c61\u91cd\u6392\u6210\u529f\u6848\u4f8b<\/p>\n\n\n\n
\u25a04.2 \u65c5\u884c\u89c4\u5212\u4efb\u52a1<\/strong><\/h4>\n\n\n\n
\u65c5\u884c\u89c4\u5212\u4efb\u52a1\u8981\u6c42\u7b97\u6cd5\u89c4\u5212\u4ece\u8d77\u70b9\u5230\u7ec8\u70b9\u7684\u6700\u77ed\u98de\u884c\u8def\u7ebf\u3002\u8fd9\u4e2a\u4efb\u52a1\u9700\u8981\u8003\u8651\u591a\u4e2a\u53ef\u80fd\u7684\u4e2d\u8f6c\u7ad9\u548c\u8def\u7ebf\u3002<\/p>\n\n\n\n
\u25cf\u5b9e\u9a8c\u8bbe\u7f6e\uff1a<\/strong>\u7814\u7a76\u8005\u4eec\u4f7f\u7528\u4e86\u4e00\u4e2a\u5305\u542b\u591a\u4e2a\u57ce\u5e02\u548c\u98de\u884c\u8def\u7ebf\u7684\u6570\u636e\u5e93\u6765\u6a21\u62df\u65c5\u884c\u89c4\u5212\u95ee\u9898\u3002<\/p>\n\n\n\n
\u25cf\u8bc4\u4f30\u6307\u6807\uff1a<\/strong>\u4e3b\u8981\u901a\u8fc7\u8def\u7ebf\u7684\u51c6\u786e\u6027\u548c\u89c4\u5212\u6240\u9700\u65f6\u95f4\u6765\u8bc4\u4f30\u6027\u80fd\u3002<\/p>\n\n\n\n
\u25cf\u7ed3\u679c\uff1a<\/strong>LLM-MCTS\u7b97\u6cd5\u5728\u89c4\u5212\u51c6\u786e\u8def\u7ebf\u65b9\u9762\u4f18\u4e8e\u7b80\u5355\u7684LLM\u7b56\u7565\uff0c\u7279\u522b\u662f\u5728\u6d89\u53ca\u591a\u4e2a\u4e2d\u8f6c\u7ad9\u7684\u590d\u6742\u8def\u7ebf\u89c4\u5212\u4e2d\u3002<\/p>\n\n\n\n
\"\"<\/figure>\n\n\n\n
\u25b2\u56fe7\uff5c\u65c5\u884c\u89c4\u5212\u7ed3\u679c<\/p>\n\n\n\n
\"\"<\/figure>\n\n\n\n
LLM-MCTS\u7b97\u6cd5\u901a\u8fc7\u878d\u5408LLMs\u7684\u5e38\u8bc6\u77e5\u8bc6\u4e0eMCTS\u7684\u641c\u7d22\u6548\u7387\uff0c\u4e3a\u5927\u89c4\u6a21\u4efb\u52a1\u89c4\u5212\u63d0\u4f9b\u4e86\u65b0\u601d\u8def\u3002MDL\u539f\u5219\u7684\u5e94\u7528\u8fdb\u4e00\u6b65\u4f18\u5316\u4e86\u6a21\u578b\u4e0e\u7b56\u7565\u7684\u9009\u62e9\u3002\u8fd9\u4e00\u521b\u65b0\u65b9\u6cd5\u4e0d\u4ec5\u63d0\u5347\u4e86\u89c4\u5212\u6548\u7387\uff0c\u8fd8\u5728\u5904\u7406\u590d\u6742\u4efb\u52a1\u65f6\u5c55\u73b0\u51fa\u5353\u8d8a\u7684\u6027\u80fd\uff0c\u9884\u793a\u7740\u672a\u6765\u4efb\u52a1\u89c4\u5212\u9886\u57df\u7684\u65b0\u65b9\u5411\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
\u5728\u63a2\u7d22\u4eba\u5de5\u667a\u80fd\u8fb9\u754c\u7684\u8fc7\u7a0b\u4e2d\uff0c\u4efb\u52a1\u89c4\u5212\uff0c\u7279\u522b\u662f\u5728 […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,1],"tags":[],"class_list":["post-19580","post","type-post","status-publish","format-standard","hentry","category-technology-frontier","category-home"],"views":2,"_links":{"self":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts\/19580"}],"collection":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/comments?post=19580"}],"version-history":[{"count":1,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts\/19580\/revisions"}],"predecessor-version":[{"id":19593,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts\/19580\/revisions\/19593"}],"wp:attachment":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/media?parent=19580"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/categories?post=19580"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/tags?post=19580"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}