{"id":37090,"date":"2025-01-23T06:00:30","date_gmt":"2025-01-22T22:00:30","guid":{"rendered":"https:\/\/17aitech.com\/?p=37090"},"modified":"2025-01-23T06:00:30","modified_gmt":"2025-01-22T22:00:30","slug":"%e7%aa%81%e7%a0%b4%ef%bc%81%e8%87%aa%e7%84%b6%e8%af%ad%e8%a8%80%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0nlrl%ef%bc%9a%e4%b8%80%e4%b8%aa%e5%8f%af%e5%a4%84%e7%90%86%e8%af%ad%e8%a8%80%e5%8f%8d%e9%a6%88","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37090","title":{"rendered":"\u7a81\u7834\uff01\u81ea\u7136\u8bed\u8a00\u5f3a\u5316\u5b66\u4e60(NLRL)\uff1a\u4e00\u4e2a\u53ef\u5904\u7406\u8bed\u8a00\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60\u6846\u67b6"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-07-2\" target=\"_blank\">\u7a81\u7834\uff01\u81ea\u7136\u8bed\u8a00\u5f3a\u5316\u5b66\u4e60(NLRL)\uff1a\u4e00\u4e2a\u53ef\u5904\u7406\u8bed\u8a00\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60\u6846\u67b6<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d04a3743d9c5bcf4d2f840b658e42256.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d04a3743d9c5bcf4d2f840b658e42256.png\"><\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/p>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section><strong>\u672c\u8bba\u6587\u7531\u4f26\u6566\u5927\u5b66\u5b66\u9662\u3001\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u3001\u5e03\u6717\u5927\u5b66\u3001\u5e03\u91cc\u65af\u6258\u5927\u5b66\u3001\u65b0\u52a0\u5761\u56fd\u7acb\u5927\u5b66\u4ee5\u53ca\u8428\u91cc\u5927\u5b66\u7684\u7814\u7a76\u8005\u5408\u4f5c\u5b8c\u6210\u3002<\/strong><\/section>\n<section><\/section>\n<section><strong>\u51af\u7199\u680b\u662f\u8bba\u6587\u7b2c\u4e00\u4f5c\u8005\uff0c\u5373\u5c06\u6bd5\u4e1a\u4e8e\u4f26\u6566\u5927\u5b66\u5b66\u9662\u3002\u76ee\u524d\u662fGoogle DeepMind\u7684Research Scientist\uff0c\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u5305\u62ec\u5f3a\u5316\u5b66\u4e60\u4e0e\u751f\u6210\u6a21\u578b\u3002\u5218\u535a\u662f\u672c\u63a8\u6587\u4f5c\u8005\uff0c\u65b0\u52a0\u5761\u56fd\u7acb\u5927\u5b66\u4e8c\u5e74\u7ea7\u535a\u58eb\u751f\uff0c\u7814\u7a76\u5f3a\u5316\u5b66\u4e60\u3001\u63a8\u7406\u53ca\u673a\u5668\u5b66\u4e60\u7cfb\u7edf\u5728\u590d\u6742\u73b0\u5b9e\u73af\u5883\u4e2d\u7684\u5e94\u7528\u3002<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-3985019a960c7b20a637f4924ad1eef3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-3985019a960c7b20a637f4924ad1eef3.png\"><\/a><\/section>\n<section>\u5728\u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u53f2\u4e0a\uff0c\u5f3a\u5316\u5b66\u4e60 (RL) \u51ed\u501f\u5176\u4e25\u8c28\u7684\u6570\u5b66\u6846\u67b6\u89e3\u51b3\u4e86\u4f17\u591a\u590d\u6742\u7684\u51b3\u7b56\u95ee\u9898\uff0c\u4ece\u56f4\u68cb\u3001\u56fd\u9645\u8c61\u68cb\u5230\u673a\u5668\u4eba\u63a7\u5236\u7b49\u9886\u57df\u90fd\u53d6\u5f97\u4e86\u7a81\u7834\u6027\u8fdb\u5c55\u3002<\/section>\n<section><\/section>\n<section>\u7136\u800c\uff0c\u968f\u7740\u5e94\u7528\u573a\u666f\u65e5\u76ca\u590d\u6742\uff0c\u4f20\u7edf\u5f3a\u5316\u5b66\u4e60\u8fc7\u5ea6\u4f9d\u8d56\u5355\u4e00\u6570\u503c\u5956\u52b1\u7684\u5c40\u9650\u6027\u65e5\u76ca\u51f8\u663e\u3002\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\uff0c\u53cd\u9988\u4fe1\u53f7\u5f80\u5f80\u662f\u591a\u7ef4\u5ea6\u3001\u591a\u6a21\u6001\u7684\uff0c\u4f8b\u5982\u6559\u7ec3\u7684\u53e3\u5934\u6307\u5bfc\u3001\u89c6\u89c9\u793a\u8303\uff0c\u6216\u662f\u8be6\u7ec6\u7684\u6587\u5b57\u8bf4\u660e\u3002<\/section>\n<section><\/section>\n<section>\u6765\u81ea\u4f26\u6566\u5927\u5b66\u5b66\u9662\u3001\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u3001\u5e03\u6717\u5927\u5b66\u3001\u65b0\u52a0\u5761\u56fd\u7acb\u5927\u5b66\u548c\u5e03\u91cc\u65af\u6258\u5927\u5b66\u7684\u8054\u5408\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86\u5168\u65b0\u7684\u81ea\u7136\u8bed\u8a00\u5f3a\u5316\u5b66\u4e60\uff08Natural Language Reinforcement Learning, NLRL\uff09\u8303\u5f0f\uff0c\u6210\u529f\u5c06\u5f3a\u5316\u5b66\u4e60\u7684\u6838\u5fc3\u6982\u5ff5\u7c7b\u6bd4\u4e3a\u57fa\u4e8e\u81ea\u7136\u8bed\u8a00\u7684\u5f62\u5f0f\uff0c\u5f00\u8f9f\u4e86\u4e00\u6761\u901a\u5411\u66f4\u667a\u80fd\u3001\u66f4\u81ea\u7136\u7684 AI \u51b3\u7b56\u5b66\u4e60\u7684\u65b0\u9053\u8def\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-47fbc262dc5fe121e86555b4c846fe41.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-47fbc262dc5fe121e86555b4c846fe41.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u9898\u76ee: Natural Language Reinforcement Learning\u00a0<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5: https:\/\/arxiv.org\/abs\/2411.14251\u00a0<\/section>\n<\/li>\n<li>\n<section>\u4ee3\u7801\u94fe\u63a5: https:\/\/github.com\/waterhorse1\/Natural-language-RL<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u4ece\u6570\u503c\u5230\u8bed\u8a00\uff1a\u65b0\u8303\u5f0f\u7684\u840c\u82bd<\/strong><\/section>\n<section><\/section>\n<section>\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5728\u7406\u89e3\u548c\u751f\u6210\u81ea\u7136\u8bed\u8a00\u65b9\u9762\u7684\u98de\u901f\u53d1\u5c55\uff0c\u7814\u7a76\u8005\u4eec\u5f00\u59cb\u63a2\u7d22\u5982\u4f55\u8ba9 AI \u7cfb\u7edf\u50cf\u4eba\u7c7b\u4e00\u6837\u901a\u8fc7\u8bed\u8a00\u6765\u7406\u89e3\u4efb\u52a1\u3001\u5236\u5b9a\u7b56\u7565\u5e76\u89e3\u91ca\u51b3\u7b56\u8fc7\u7a0b\u3002\u8bba\u6587\u7b2c\u4e00\u4f5c\u8005\u7684\u65e9\u671f\u5de5\u4f5c ChessGPT\uff08https:\/\/arxiv.org\/abs\/2306.09200\uff09\u5c1d\u8bd5\u901a\u8fc7\u6536\u96c6\u5bf9\u5c40\u8bc4\u8bba\u6765\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u5e76\u53d6\u5f97\u4e86\u4e00\u5b9a\u6210\u529f\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u57fa\u4e8e\u4eba\u7c7b\u6570\u636e\u7684\u5b66\u4e60\u65b9\u5f0f\u5f88\u5feb\u9047\u5230\u4e86\u74f6\u9888\uff1a\u4e92\u8054\u7f51\u6570\u636e\u8d28\u91cf\u53c2\u5dee\u4e0d\u9f50\uff0c\u9ad8\u8d28\u91cf\u4e13\u5bb6\u6807\u6ce8\u6210\u672c\u9ad8\u6602\uff0c\u800c\u5bf9\u4e8e\u5168\u65b0\u4efb\u52a1\u66f4\u662f\u65e0\u4ece\u83b7\u53d6\u76f8\u5173\u7ecf\u9a8c\u6570\u636e\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u79cd\u56f0\u5883\u4fc3\u4f7f\u7814\u7a76\u56e2\u961f\u5f00\u59cb\u63a2\u7d22\u4e00\u4e2a\u66f4\u5177\u7a81\u7834\u6027\u7684\u65b9\u5411\uff1a\u80fd\u5426\u8bbe\u8ba1\u4e00\u4e2a\u6846\u67b6\uff0c\u8ba9 AI \u7cfb\u7edf\u5b8c\u5168\u901a\u8fc7\u4e0e\u73af\u5883\u7684\u4ea4\u4e92\u6765\u5b66\u4e60\uff0c\u800c\u4e0d\u4f9d\u8d56\u4efb\u4f55\u4eba\u7c7b\u6807\u6ce8\u6570\u636e\uff1f\u4f20\u7edf\u5f3a\u5316\u5b66\u4e60\u4e3a\u8fd9\u4e2a\u95ee\u9898\u63d0\u4f9b\u4e86\u7075\u611f\uff0c\u4f46\u5176\u5355\u4e00\u6570\u503c\u5956\u52b1\u7684\u673a\u5236\u96be\u4ee5\u6ee1\u8db3\u590d\u6742\u573a\u666f\u7684\u9700\u6c42\u3002\u56e2\u961f\u610f\u8bc6\u5230\u9700\u8981\u4e00\u4e2a\u65b0\u8303\u5f0f\uff0c\u65e2\u8981\u7ee7\u627f\u5f3a\u5316\u5b66\u4e60\u7684\u6570\u5b66\u4e25\u8c28\u6027\uff0c\u53c8\u8981\u5177\u5907\u81ea\u7136\u8bed\u8a00\u7684\u8868\u8fbe\u4e30\u5bcc\u6027\u3002\u8fd9\u4e2a\u601d\u8def\u6700\u7ec8\u5bfc\u5411\u4e86 NLRL \u7684\u8bde\u751f\u3002<\/section>\n<section><\/section>\n<section><strong>\u81ea\u7136\u8bed\u8a00\u5f3a\u5316\u5b66\u4e60<\/strong><\/section>\n<section><\/section>\n<section>\u4f20\u7edf\u5f3a\u5316\u5b66\u4e60\u867d\u7136\u5728\u6570\u5b66\u4e0a\u4e25\u8c28\u4f18\u96c5\uff0c\u4f46\u5176\u5355\u4e00\u6570\u503c\u53cd\u9988\u673a\u5236\u4e0e\u4eba\u7c7b\u5b66\u4e60\u65b9\u5f0f\u5b58\u5728\u5de8\u5927\u5dee\u8ddd\u3002\u7814\u7a76\u56e2\u961f\u4ece\u8c61\u68cb\u6559\u7ec3\u6307\u5bfc\u5b66\u751f\u7684\u573a\u666f\u83b7\u5f97\u542f\u53d1\uff1a\u6559\u7ec3\u4e0d\u4f1a\u7b80\u5355\u8bf4 \u201c\u8fd9\u6b65\u68cb\u7684\u4ef7\u503c\u662f 0.7\u201d\uff0c\u800c\u662f\u4f1a\u8be6\u7ec6\u89e3\u91ca \u201c\u8fd9\u4e2a\u8d70\u6cd5\u63a7\u5236\u4e86\u4e2d\u5fc3\uff0c\u9650\u5236\u4e86\u5bf9\u624b\u7684\u673a\u52a8\u6027\uff0c\u540c\u65f6\u4e3a\u738b\u7ffc\u8fdb\u653b\u521b\u9020\u4e86\u6761\u4ef6\u201d\u3002\u8fd9\u79cd\u89c2\u5bdf\u4fc3\u4f7f\u56e2\u961f\u601d\u8003\uff1a\u80fd\u5426\u5c06\u4e30\u5bcc\u7684\u8bed\u8a00\u53cd\u9988\u4fe1\u53f7\u6574\u5408\u8fdb\u5b66\u4e60\u6846\u67b6\uff1f<\/section>\n<section><\/section>\n<section>\u8fd9\u4e2a\u601d\u8def\u7684\u5173\u952e\u7a81\u7834\u6765\u81ea\u5bf9\u4f20\u7edf\u5f3a\u5316\u5b66\u4e60\u672c\u8d28\u7684\u91cd\u65b0\u601d\u8003\uff1a\u65e2\u7136\u4f20\u7edf RL \u53ef\u4ee5\u901a\u8fc7\u8499\u7279\u5361\u6d1b\u548c\u65f6\u5e8f\u5dee\u5206\u7b49\u65b9\u6cd5\u8fdb\u884c\u5b66\u4e60\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u662f\u5426\u53ef\u4ee5\u6269\u5c55\u5230\u8bed\u8a00\u7a7a\u95f4\uff1f\u57fa\u4e8e\u8fd9\u4e00\u6d1e\u5bdf\uff0c\u56e2\u961f\u63d0\u51fa\u4e86 NLRL \u6846\u67b6\uff0c\u5c06\u4f20\u7edf RL \u4e2d\u7684\u6570\u5b66\u6982\u5ff5\u7c7b\u6bd4\u4e3a\u8bed\u8a00\u5f62\u5f0f\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u5bf9\u5e94\u5173\u7cfb\u793a\u610f\u56fe\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-af90a64c65755bdbbcfe0fe580a6a251.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-af90a64c65755bdbbcfe0fe580a6a251.png\"><\/a><\/section>\n<section>\u5177\u4f53\u800c\u8a00\uff0cNLRL \u5f15\u5165 \u201c\u8bed\u8a00\u4efb\u52a1\u6307\u4ee4\u201d\uff08T_L\uff09\u66ff\u4ee3\u62bd\u8c61\u7684\u5956\u52b1\u51fd\u6570\uff0c\u5e76\u8bbe\u8ba1\u4e86\u5ea6\u91cf\u51fd\u6570 F \u6765\u8bc4\u4f30\u8f68\u8ff9\u63cf\u8ff0 D_L (\u03c4_\u03c0) \u4e0e\u4efb\u52a1\u6307\u4ee4\u7684\u5b8c\u6210\u5ea6\u3002<\/section>\n<section><\/section>\n<section><strong>\u8bed\u8a00\u5316\u7684\u51b3\u7b56\u6846\u67b6<\/strong><\/section>\n<section><\/section>\n<section>\u5728 NLRL \u4e2d\uff0cMDP \u7684\u6bcf\u4e2a\u7ec4\u6210\u90e8\u5206\u90fd\u88ab\u91cd\u65b0\u5b9a\u4e49\u4e3a\u6587\u672c\u5f62\u5f0f\u3002\u72b6\u6001\u53d8\u4e3a\u5305\u542b\u5b8c\u6574\u4e0a\u4e0b\u6587\u7684\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\uff0c\u52a8\u4f5c\u7a7a\u95f4\u8f6c\u5316\u4e3a\u5e26\u6709\u63a8\u7406\u8fc7\u7a0b\u7684\u8bed\u8a00\u51b3\u7b56\uff0c\u800c\u73af\u5883\u53cd\u9988\u5219\u6269\u5c55\u4e3a\u5305\u542b\u539f\u56e0\u5206\u6790\u7684\u8be6\u7ec6\u8bc4\u4f30\u3002\u4f8b\u5982\uff0c\u5728\u8ff7\u5bab\u73af\u5883\u4e2d\u7684\u72b6\u6001\u63cf\u8ff0\u4f1a\u5305\u542b\u4f4d\u7f6e\u3001\u5468\u56f4\u73af\u5883\u3001\u5386\u53f2\u63a2\u7d22\u7b49\u5b8c\u6574\u4fe1\u606f\u3002<\/section>\n<section><\/section>\n<section><strong>\u8bed\u8a00\u7b56\u7565\u4e0e\u63a8\u7406<\/strong><\/section>\n<section><\/section>\n<section>NLRL \u4e2d\u7684\u7b56\u7565 \u03c0_L \u88ab\u521b\u65b0\u6027\u5730\u5206\u89e3\u4e3a\u4e24\u4e2a\u90e8\u5206\uff1a\u03c0_L (a,c|s) = \u03c0_L (c|s)\u03c0_L (a|c,s)\uff0c\u5176\u4e2d c \u4ee3\u8868\u601d\u7ef4\u8fc7\u7a0b\u3002\u8fd9\u79cd\u5206\u89e3\u4f7f\u5f97\u51b3\u7b56\u8fc7\u7a0b\u53d8\u5f97\u5b8c\u5168\u900f\u660e\u3002\u4ee5\u56fd\u9645\u8c61\u68cb\u4e3a\u4f8b\uff0c\u7cfb\u7edf\u4f1a\u5148\u5206\u6790\u5c40\u52bf\uff08\u201c\u767d\u65b9\u63a7\u5236\u4e2d\u5fc3\u70b9\uff0c\u9ed1\u65b9\u738b\u7ffc\u8584\u5f31\u201d\uff09\uff0c\u63d0\u51fa\u8ba1\u5212\uff08\u201c\u5f00\u5c55\u738b\u7ffc\u8fdb\u653b\uff0c\u540c\u65f6\u56fa\u5b88\u4e2d\u5fc3\u201d\uff09\uff0c\u6700\u540e\u7ed9\u51fa\u5177\u4f53\u5efa\u8bae\uff08\u201cNf3-e5\uff0c\u5a01\u80c1 f7 \u5e76\u52a0\u5f3a\u4e2d\u5fc3\u63a7\u5236\u201d\uff09\u3002<\/section>\n<section><\/section>\n<section><strong>\u8bed\u8a00\u4ef7\u503c\u8bc4\u4f30<\/strong><\/section>\n<section><\/section>\n<section>NLRL \u5c06\u4f20\u7edf\u7684\u6807\u91cf\u503c\u51fd\u6570 V (s) \u548c Q (s,a) \u6269\u5c55\u4e3a\u8bed\u8a00\u4ef7\u503c\u51fd\u6570 V^L_\u03c0 \u548c Q^L_\u03c0\u3002\u8fd9\u79cd\u6269\u5c55\u4f7f\u5f97\u8bc4\u4f30\u53d8\u5f97\u66f4\u52a0\u4e30\u5bcc\u548c\u53ef\u89e3\u91ca\u3002\u8bc4\u4f30\u7ed3\u679c\u4e0d\u4ec5\u5305\u542b\u80dc\u7387\uff0c\u8fd8\u6db5\u76d6\u7a7a\u95f4\u5229\u7528\u3001\u5b50\u529b\u914d\u5408\u7b49\u591a\u4e2a\u89d2\u5ea6\u7684\u5206\u6790\uff0c\u5e76\u63d0\u4f9b\u5177\u4f53\u7684\u6539\u8fdb\u5efa\u8bae\u3002<\/section>\n<section><\/section>\n<section><strong>\u4ece\u7406\u8bba\u5230\u5b9e\u8df5<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u5c06\u5f3a\u5316\u5b66\u4e60\u7684\u6570\u5b66\u6982\u5ff5\u8f6c\u5316\u4e3a\u8bed\u8a00\u5f62\u5f0f\u662f\u4e00\u4e2a\u4f18\u96c5\u7684\u6784\u60f3\uff0c\u4f46\u5982\u4f55\u5728\u5b9e\u8df5\u4e2d\u5b9e\u73b0\u8fd9\u79cd\u8f6c\u5316\u5374\u662f\u4e00\u4e2a\u5de8\u5927\u7684\u6311\u6218\u3002\u7814\u7a76\u56e2\u961f\u610f\u8bc6\u5230\uff0c\u8fd1\u5e74\u6765\u5927\u8bed\u8a00\u6a21\u578b\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u548c\u63a8\u7406\u80fd\u529b\u65b9\u9762\u7684\u7a81\u7834\uff0c\u4e3a NLRL \u7684\u5b9e\u73b0\u63d0\u4f9b\u4e86\u5173\u952e\u5de5\u5177\u3002\u901a\u8fc7\u6df1\u5165\u7814\u7a76\u5927\u8bed\u8a00\u6a21\u578b\u7684\u80fd\u529b\u8fb9\u754c\uff0c\u56e2\u961f\u53d1\u73b0 LLM \u4e0d\u4ec5\u80fd\u591f\u7406\u89e3\u548c\u751f\u6210\u81ea\u7136\u8bed\u8a00\uff0c\u8fd8\u5177\u5907 information synthesis\uff08\u4fe1\u606f\u7efc\u5408\uff09\u3001reasoning\uff08\u63a8\u7406\uff09\u548c correlation analysis\uff08\u76f8\u5173\u6027\u5206\u6790\uff09\u7b49\u80fd\u529b\uff0c\u8fd9\u4e9b\u80fd\u529b\u6070\u597d\u5bf9\u5e94\u4e86\u4f20\u7edf\u5f3a\u5316\u5b66\u4e60\u4e2d\u7684\u671f\u671b\u8ba1\u7b97\u3001\u4ef7\u503c\u4f30\u8ba1\u548c\u7b56\u7565\u6539\u8fdb\u7b49\u6838\u5fc3\u64cd\u4f5c\u3002<\/section>\n<section><\/section>\n<section>\u57fa\u4e8e\u8fd9\u4e00\u6d1e\u5bdf\uff0c\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86\u4e09\u4e2a\u5173\u952e\u6280\u672f\u521b\u65b0\uff0c\u6784\u5efa\u4e86\u5b8c\u6574\u7684 NLRL \u5b9e\u73b0\u6846\u67b6\uff1a<\/section>\n<section><\/section>\n<section><strong>\u8bed\u8a00\u8499\u7279\u5361\u6d1b\u4f30\u8ba1<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u5728\u4f20\u7edf\u5f3a\u5316\u5b66\u4e60\u4e2d\uff0c\u8499\u7279\u5361\u6d1b\u65b9\u6cd5\u901a\u8fc7\u91c7\u6837\u591a\u6761\u8f68\u8ff9\u5e76\u53d6\u5e73\u5747\u503c\u6765\u4f30\u8ba1\u72b6\u6001\u4ef7\u503c\u3002\u4f46\u5728\u8bed\u8a00\u7a7a\u95f4\u4e2d\uff0c\u6211\u4eec\u65e0\u6cd5\u76f4\u63a5\u5bf9\u6587\u672c\u63cf\u8ff0\u8fdb\u884c\u7b97\u672f\u5e73\u5747\u3002\u7814\u7a76\u56e2\u961f\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\u4f5c\u4e3a\u4fe1\u606f\u805a\u5408\u5668 (aggregator)\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u6765\u8bf4\uff0c\u5f53\u7cfb\u7edf\u9700\u8981\u8bc4\u4f30\u67d0\u4e2a\u72b6\u6001\u65f6\uff0c\u5b83\u4f1a\uff1a<\/section>\n<section><\/section>\n<section>1. \u4ece\u8be5\u72b6\u6001\u5f00\u59cb\u91c7\u6837 K \u6761\u5b8c\u6574\u8f68\u8ff9<\/section>\n<section>2. \u5c06\u6bcf\u6761\u8f68\u8ff9\u8f6c\u5316\u4e3a\u8be6\u7ec6\u7684\u6587\u672c\u63cf\u8ff0<\/section>\n<section>3. \u4f7f\u7528\u4e13\u95e8\u8bbe\u8ba1\u7684\u63d0\u793a\u8ba9 LLM \u626e\u6f14 \u201c\u4e13\u5bb6\u8bc4\u4f30\u5458\u201d \u7684\u89d2\u8272<\/section>\n<section>4.LLM \u5206\u6790\u6240\u6709\u8f68\u8ff9\u63cf\u8ff0\uff0c\u63d0\u53d6\u5173\u952e\u6a21\u5f0f\u548c\u89c1\u89e3<\/section>\n<section>5. \u751f\u6210\u4e00\u4e2a\u7efc\u5408\u6027\u7684\u8bc4\u4f30\u62a5\u544a<\/section>\n<section><\/section>\n<section>\u4f8b\u5982\uff0c\u5728\u56fd\u9645\u8c61\u68cb\u4e2d\uff0c\u7cfb\u7edf\u53ef\u80fd\u4f1a\u5206\u6790\u8bf4\uff1a\u201c\u57fa\u4e8e\u89c2\u5bdf\u5230\u7684 20 \u4e2a\u53ef\u80fd\u53d1\u5c55\uff0c\u6b64\u4f4d\u7f6e\u5bf9\u767d\u65b9\u6709\u5229\u3002\u5728 80% \u7684\u53d8\u5316\u4e2d\uff0c\u767d\u65b9\u80fd\u591f\u901a\u8fc7\u63a7\u5236\u4e2d\u5fc3\u683c\u548c\u9488\u5bf9 f7 \u7684\u6218\u672f\u5a01\u80c1\u83b7\u5f97\u4f18\u52bf\u3002\u4f46\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u5982\u679c\u9ed1\u65b9\u6210\u529f\u5b8c\u6210\u738b\u7ffc\u57ce\u5821\uff0c\u5c40\u52bf\u53ef\u80fd\u8d8b\u4e8e\u5e73\u8861\u3002\u201d<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-5b71e6c20e8a243d26e2c621f3ed0f6f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-5b71e6c20e8a243d26e2c621f3ed0f6f.png\"><\/a><\/section>\n<section><strong>\u8bed\u8a00\u65f6\u5e8f\u5dee\u5206\u5b66\u4e60<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u4f20\u7edf\u7684\u65f6\u5e8f\u5dee\u5206\u5b66\u4e60\u57fa\u4e8e\u8d1d\u5c14\u66fc\u65b9\u7a0b\uff0c\u5c06\u957f\u671f\u4ef7\u503c\u5206\u89e3\u4e3a\u5373\u65f6\u5956\u52b1\u548c\u672a\u6765\u72b6\u6001\u7684\u6298\u6263\u4ef7\u503c\u3002NLRL \u521b\u65b0\u6027\u5730\u63d0\u51fa\u4e86\u8bed\u8a00\u8d1d\u5c14\u66fc\u65b9\u7a0b\uff0c\u5c06\u8fd9\u79cd\u65f6\u5e8f\u5173\u7cfb\u6269\u5c55\u5230\u8bed\u8a00\u7a7a\u95f4\u3002<\/section>\n<section><\/section>\n<section>\u5728 NLRL \u4e2d\uff0c\u8bed\u8a00\u65f6\u5e8f\u5dee\u5206\u5b66\u4e60\u5305\u542b\u4e09\u4e2a\u5173\u952e\u7ec4\u4ef6\uff1a<\/section>\n<section><\/section>\n<section>1. \u6587\u672c\u63cf\u8ff0\u751f\u6210\u5668 d\uff1a\u5c06\u72b6\u6001\u8f6c\u6362 (s,a,r,s&#8217;) \u8f6c\u5316\u4e3a\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0<\/section>\n<section>2. \u4fe1\u606f\u805a\u5408\u51fd\u6570 G1\uff1a\u7efc\u5408\u591a\u4e2a\u65f6\u95f4\u6b65\u7684\u4fe1\u606f<\/section>\n<section>3. \u8bed\u8a00\u7ec4\u5408\u51fd\u6570 G2\uff1a\u5c06\u5373\u65f6\u53cd\u9988\u4e0e\u672a\u6765\u8bc4\u4f30\u7ed3\u5408<\/section>\n<section><\/section>\n<section>\u8fd9\u4e09\u4e2a\u7ec4\u4ef6\u534f\u540c\u5de5\u4f5c\u7684\u65b9\u5f0f\u5982\u4e0b\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u9996\u5148\uff0cd \u5c06\u73af\u5883\u53cd\u9988\u8f6c\u5316\u4e3a\u8be6\u7ec6\u7684\u6587\u672c\u63cf\u8ff0\uff0c\u5305\u62ec\u91c7\u53d6\u7684\u52a8\u4f5c\u3001\u5373\u65f6\u53cd\u9988\u548c\u5230\u8fbe\u7684\u65b0\u72b6\u6001<\/section>\n<\/li>\n<li>\n<section>G2\uff08\u901a\u5e38\u662f\u4e00\u4e2a\u7ecf\u8fc7\u7279\u6b8a\u63d0\u793a\u7684 LLM\uff09\u5c06\u5373\u65f6\u63cf\u8ff0\u4e0e\u5bf9\u672a\u6765\u72b6\u6001\u7684\u8bed\u8a00\u8bc4\u4f30\u7ed3\u5408\uff0c\u751f\u6210\u4e00\u4e2a\u6574\u4f53\u6027\u7684\u5206\u6790<\/section>\n<\/li>\n<li>\n<section>G1 \u805a\u5408\u591a\u4e2a\u8fd9\u6837\u7684\u5206\u6790\uff0c\u5f97\u51fa\u6700\u7ec8\u7684\u72b6\u6001\u8bc4\u4f30<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u5728\u5b9e\u8df5\u4e2d\uff0c\u8fd9\u79cd\u65b9\u6cd5\u8868\u73b0\u51fa\u4e86\u72ec\u7279\u7684\u4f18\u52bf\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u53ef\u4ee5\u6355\u6349\u5230\u96be\u4ee5\u91cf\u5316\u7684\u5fae\u5999\u56e0\u7d20<\/section>\n<\/li>\n<li>\n<section>\u8bc4\u4f30\u7ed3\u679c\u5177\u6709\u5f88\u5f3a\u7684\u53ef\u89e3\u91ca\u6027<\/section>\n<\/li>\n<li>\n<section>\u80fd\u591f\u5904\u7406\u957f\u671f\u4f9d\u8d56\u5173\u7cfb<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-dccdd8bfad9c62a36613a6a67316737c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-dccdd8bfad9c62a36613a6a67316737c.png\"><\/a><\/section>\n<section><strong>\u8bed\u8a00\u7b56\u7565\u63d0\u5347<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u4f20\u7edf\u5f3a\u5316\u5b66\u4e60\u4e2d\uff0c\u7b56\u7565\u63d0\u5347\u901a\u5e38\u901a\u8fc7\u68af\u5ea6\u4e0a\u5347\u6765\u6700\u5927\u5316\u671f\u671b\u56de\u62a5\u3002\u4f46\u5728\u8bed\u8a00\u7a7a\u95f4\u4e2d\uff0c\u6211\u4eec\u9700\u8981\u4e00\u4e2a\u5168\u65b0\u7684\u7b56\u7565\u63d0\u5347\u673a\u5236\u3002\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86\u57fa\u4e8e\u8bed\u8a00\u76f8\u5173\u6027\u5206\u6790\u7684\u7b56\u7565\u63d0\u5347\u65b9\u6cd5\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u79cd\u63d0\u5347\u673a\u5236\u7684\u5de5\u4f5c\u539f\u7406\u662f\uff1a<\/section>\n<section><\/section>\n<section>1. \u5bf9\u5f53\u524d\u72b6\u6001\u6536\u96c6\u591a\u4e2a\u5019\u9009\u52a8\u4f5c<\/section>\n<section>2. \u83b7\u53d6\u6bcf\u4e2a\u52a8\u4f5c\u7684\u8bed\u8a00\u4ef7\u503c\u8bc4\u4f30<\/section>\n<section>3. \u4f7f\u7528 LLM \u5206\u6790\u8fd9\u4e9b\u8bc4\u4f30\u4e0e\u4efb\u52a1\u76ee\u6807\u7684\u76f8\u5173\u6027<\/section>\n<section>4. \u751f\u6210\u6539\u8fdb\u7684\u51b3\u7b56\u94fe\u8def\uff0c\u5305\u62ec\uff1a \u00a0<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u8be6\u7ec6\u7684\u63a8\u7406\u8fc7\u7a0b<\/section>\n<\/li>\n<li>\n<section>\u5bf9\u4e0d\u540c\u9009\u9879\u7684\u6743\u8861\u5206\u6790<\/section>\n<\/li>\n<li>\n<section>\u6700\u7ec8\u51b3\u7b56\u7684\u4f9d\u636e<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u4f8b\u5982\uff0c\u5728\u8ff7\u5bab\u5bfc\u822a\u4efb\u52a1\u4e2d\uff0c\u7cfb\u7edf\u53ef\u80fd\u4f1a\u8fd9\u6837\u5206\u6790\uff1a\u201c\u5411\u53f3\u79fb\u52a8\u662f\u6700\u4f18\u9009\u62e9\uff0c\u56e0\u4e3a\uff1a1\uff09\u6839\u636e\u4e4b\u524d\u7684\u63a2\u7d22\u7ecf\u9a8c\uff0c\u53f3\u4fa7\u8def\u5f84\u66f4\u53ef\u80fd\u901a\u5411\u76ee\u6807 2\uff09\u5373\u4f7f\u8fd9\u6761\u8def\u4e0d\u662f\u6700\u77ed\u8def\u5f84\uff0c\u4e5f\u4e3a\u6211\u4eec\u4fdd\u7559\u4e86\u56de\u9000\u7684\u9009\u9879 3\uff09\u76f8\u6bd4\u5411\u4e0a\u79fb\u52a8\u53ef\u80fd\u9047\u5230\u7684\u6b7b\u80e1\u540c\uff0c\u8fd9\u4e2a\u9009\u62e9\u98ce\u9669\u66f4\u5c0f\u3002\u201d<\/section>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c\u9a8c\u8bc1<\/strong><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u56e2\u961f\u5728\u4e09\u4e2a\u5177\u6709\u4ee3\u8868\u6027\u7684\u73af\u5883\u4e2d\u7cfb\u7edf\u5730\u9a8c\u8bc1\u4e86 NLRL \u7684\u6548\u679c\u3002\u8fd9\u4e9b\u5b9e\u9a8c\u4e0d\u4ec5\u5c55\u793a\u4e86 NLRL \u7684\u6027\u80fd\u4f18\u52bf\uff0c\u66f4\u91cd\u8981\u7684\u662f\u8bc1\u660e\u4e86\u8be5\u6846\u67b6\u5728\u4e0d\u540c\u7c7b\u578b\u4efb\u52a1\u4e2d\u7684\u666e\u9002\u6027\u548c\u53ef\u6269\u5c55\u6027\u3002<\/section>\n<section><\/section>\n<section><strong>\u8ff7\u5bab\u5bfc\u822a &#8211; \u57fa\u4e8e prompt \u7684\u81ea\u7136\u8bed\u8a00\u7b56\u7565\u8fed\u4ee3<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u590d\u6742\u7684\u8ff7\u5bab\u5bfc\u822a\u4efb\u52a1\u4e2d\uff0c\u7814\u7a76\u56e2\u961f\u6d4b\u8bd5\u4e86\u7eaf\u57fa\u4e8e prompt \u7684\u81ea\u7136\u8bed\u8a00\u7b56\u7565\u8fed\u4ee3\u7b97\u6cd5\u3002\u7814\u7a76\u56e2\u961f\u9009\u62e9\u4e86\u4e24\u79cd\u5177\u6709\u6311\u6218\u6027\u7684\u8ff7\u5bab\u73af\u5883\u8fdb\u884c\u6d4b\u8bd5\uff1a\u53cc T \u578b\u8ff7\u5bab\u548c\u4e2d\u7b49\u590d\u6742\u5ea6\u8ff7\u5bab\u3002\u5728\u8fd9\u4e9b\u73af\u5883\u4e2d\uff0c\u667a\u80fd\u4f53\u9700\u8981\u4ece\u968f\u673a\u521d\u59cb\u4f4d\u7f6e\u5bfc\u822a\u5230\u76ee\u6807\u4f4d\u7f6e\uff0c\u540c\u65f6\u907f\u514d\u649e\u5899\u3002\u901a\u8fc7\u8bed\u8a00 TD \u4f30\u8ba1\uff0c\u5728\u53cc T \u578b\u8ff7\u5bab\u4e2d\u5b9e\u73b0\u4e86 &#8211; 11.19\u00b12.86 \u7684\u5e73\u5747\u5956\u52b1\uff0c\u8fdc\u4f18\u4e8e\u57fa\u7ebf\u65b9\u6cd5\u7684 &#8211; 27.29\u00b14.43\u3002\u4f46 NLRL \u771f\u6b63\u7684\u4f18\u52bf\u4e0d\u4ec5\u4ec5\u4f53\u73b0\u5728\u6570\u5b57\u4e0a\u3002\u7cfb\u7edf\u80fd\u591f\u6e05\u6670\u5730\u89e3\u91ca\u6bcf\u4e2a\u51b3\u7b56\u7684\u539f\u56e0\uff0c\u4f8b\u5982\uff1a\u201c\u9009\u62e9\u5411\u5357\u79fb\u52a8\uff0c\u56e0\u4e3a\uff1a1\uff09\u5317\u8fb9\u662f\u6b7b\u80e1\u540c\uff0c\u6211\u4eec\u4e4b\u524d\u5df2\u7ecf\u63a2\u7d22\u8fc7 2\uff09\u5357\u5411\u8def\u5f84\u4f3c\u4e4e\u66f4\u63a5\u8fd1\u76ee\u6807\u4f4d\u7f6e 3\uff09\u5373\u4f7f\u8fd9\u6761\u8def\u4e0d\u662f\u6700\u4f18\u89e3\uff0c\u6211\u4eec\u4ecd\u4fdd\u7559\u4e86\u5411\u4e1c\u64a4\u9000\u7684\u9009\u9879\u3002\u201d \u5b9e\u9a8c\u8fd8\u53d1\u73b0\uff0c\u589e\u52a0\u53d8\u5316\u6570\u91cf\u548c\u524d\u77bb\u6b65\u6570\u80fd\u8fdb\u4e00\u6b65\u63d0\u5347\u6027\u80fd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-189caf6423cc809030ee204d946cf36a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-189caf6423cc809030ee204d946cf36a.png\"><\/a><\/section>\n<section><strong>\u7a81\u7834\u68cb (Breakthrough)- \u81ea\u7136\u8bed\u8a00\u4ef7\u503c\u51fd\u6570<\/strong><\/section>\n<section><\/section>\n<section>\u5728 5&#215;5 \u7a81\u7834\u68cb\uff08\u72b6\u6001\u7a7a\u95f4\u8fbe 10^8\uff09\u8fd9\u4e2a\u51e0\u4e4e\u6ca1\u6709\u4eba\u7c7b\u6570\u636e\u7684\u4efb\u52a1\u4e2d\uff0cNLRL \u7eaf\u4f9d\u9760\u73af\u5883\u53cd\u9988\u8bad\u7ec3\u51fa\u4e86\u9ad8\u8d28\u91cf\u7684\u8bed\u8a00\u8bc4\u4f30\u5668\u3002\u901a\u8fc7\u6df7\u5408\u4e0d\u540c\u6c34\u5e73\u7684 MCTS \u7b56\u7565\u6570\u636e\u6784\u5efa\u8bad\u7ec3\u96c6\uff0c\u8bc4\u4f30\u5668\u8fbe\u5230\u4e86 0.85 \u7684\u51c6\u786e\u7387\uff0c\u663e\u8457\u8d85\u8d8a LLAMA-3.1-70b \u7684 0.61 \u4ee5\u53ca GPT-4o \u7684 0.58\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u8fd9\u4e2a\u8bc4\u4f30\u5668\u80fd\u63d0\u4f9b\u4e13\u4e1a\u7ea7\u522b\u7684\u5c40\u52bf\u5206\u6790\u3002\u4f8b\u5982\uff1a\u201c\u9ed1\u65b9\u7565\u5360\u4f18\u52bf\uff0c\u539f\u56e0\u6709\u4e09\uff1a1\uff09\u5728 d4 \u548c e4 \u5f62\u6210\u4e86\u7a33\u56fa\u7684\u53cc\u5175\u94fe 2\uff09\u767d\u65b9\u53f3\u7ffc\u7684\u5175\u5f62\u6210\u4e86\u8584\u5f31\u70b9 3\uff09\u9ed1\u65b9\u7684\u63a8\u8fdb\u901f\u5ea6\u6bd4\u767d\u65b9\u5feb\u534a\u6b65\u3002\u5efa\u8bae\u767d\u65b9\u901a\u8fc7 c3-c4 \u6765\u4e89\u593a\u4e2d\u5fc3\u63a7\u5236\u6743\u3002\u201d<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-bb2fd3a473442f8fc3872a1452226f2b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-bb2fd3a473442f8fc3872a1452226f2b.png\"><\/a><\/section>\n<section><strong>\u4e95\u5b57\u68cb &#8211; \u81ea\u7136\u8bed\u8a00 Actor-Critic<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u4e95\u5b57\u68cb\u73af\u5883\u4e2d\uff0c\u56e2\u961f\u5b9e\u73b0\u4e86\u5b8c\u6574\u7684\u8bed\u8a00 Actor-Critic \u7cfb\u7edf\u3002\u901a\u8fc7\u52a8\u4f5c\u9009\u62e9\u63a9\u7801\u9632\u6b62\u5e7b\u89c9\u3001\u7ecf\u9a8c\u7f13\u51b2\u533a\u89e3\u51b3\u9057\u5fd8\u95ee\u9898\u3001\u6301\u7eed\u7684\u8fed\u4ee3\u4f18\u5316\u7b49\u521b\u65b0\uff0c\u7cfb\u7edf\u5728\u968f\u673a\u5bf9\u624b\u4e0b\u5b9e\u73b0 90% \u4ee5\u4e0a\u80dc\u7387\uff0c\u9762\u5bf9\u786e\u5b9a\u6027\u7b56\u7565\u751a\u81f3\u80fd\u4fdd\u6301 100% \u7684\u80dc\u7387\uff0c\u540c\u65f6\u4fdd\u6301\u51b3\u7b56\u8fc7\u7a0b\u7684\u6e05\u6670\u53ef\u89e3\u91ca\u6027\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-63f135f69f809e63bab54dd4d956c941.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-63f135f69f809e63bab54dd4d956c941.png\"><\/a><\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-07-2\" target=\"_blank\">\u7a81\u7834\uff01\u81ea\u7136\u8bed\u8a00\u5f3a\u5316\u5b66\u4e60(NLRL)\uff1a\u4e00\u4e2a\u53ef\u5904\u7406\u8bed\u8a00\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60\u6846\u67b6<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u7a81\u7834\uff01\u81ea\u7136\u8bed\u8a00\u5f3a\u5316\u5b66\u4e60 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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