{"id":18326,"date":"2024-10-31T17:25:01","date_gmt":"2024-10-31T09:25:01","guid":{"rendered":"http:\/\/192.168.10.115\/?p=18326"},"modified":"2024-10-31T17:25:01","modified_gmt":"2024-10-31T09:25:01","slug":"2024-10-31%e8%87%aa%e5%8a%a8%e9%a9%be%e9%a9%b6%e5%a4%a7%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%ef%bc%81llm4ad%ef%bc%9a%e4%bb%8e%e6%a6%82%e5%bf%b5%e3%80%81%e4%bb%bf%e7%9c%9f%e5%88%b0%e5%ae%9e%e8%bd%a6","status":"publish","type":"post","link":"http:\/\/222.128.65.89:18086\/index.php\/2024\/10\/31\/18326\/","title":{"rendered":"2024-10-31\u81ea\u52a8\u9a7e\u9a76\u5927\u8bed\u8a00\u6a21\u578b\uff01LLM4AD\uff1a\u4ece\u6982\u5ff5\u3001\u4eff\u771f\u5230\u5b9e\u8f66\u7684\u5168\u9762\u76d8\u70b9"},"content":{"rendered":"\n<p>\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u53d1\u5c55\u65e0\u7591\u662f\u8fd9\u51e0\u5e74\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u70ed\u6f6e\uff0c\u5b83\u4eec\u7684\u5e94\u7528\u8303\u56f4\u5df2\u7ecf\u9010\u6b65\u4ece\u7ecf\u5178\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u4efb\u52a1\uff0c\u5230\u4e86\u4e00\u4e9b\u65b0\u5174\u573a\u666f\uff0c\u5982\u57fa\u4e8eLLM\u7684\u667a\u80fd\u4f53\u7814\u7a76\u3002\u800c\u8fd9\u7bc7\u6587\u7ae0\uff0c\u4f5c\u8005\u7684\u7814\u7a76\u91cd\u70b9\u4e4b\u4e00\uff0c\u5c31\u662f\u91c7\u7528LLMs\u8fdb\u884c\u81ea\u52a8\u9a7e\u9a76\uff08LLM4AD\uff09\uff0c\u5404\u79cd\u57fa\u4e8eLLM\u7684\u7b97\u6cd5\u548c\u6280\u672f\u4e0d\u65ad\u589e\u5f3a\u81ea\u52a8\u9a7e\u9a76\u6280\u672f\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2410.15281v1<\/p>\n\n\n\n<p>LLMs\u53ef\u4ee5\u4ece<strong>\u9ad8\u5c42\u6b21\u7684\u51b3\u7b56\u5236\u5b9a\u8fc7\u7a0b<\/strong>\u5230<strong>\u7ec6\u81f4\u7684\u4f4e\u5c42\u6b21\u63a7\u5236<\/strong>\u90fd\u80fd\u4e3a\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u505a\u51fa\u8d21\u732e\u3002\u5728<strong>\u9ad8\u5c42\u6b21<\/strong>\u4e0a\uff0cLLMs\u53ef\u4ee5\u79ef\u6781\u53c2\u4e0e\u8c03\u6574\u9a7e\u9a76\u6a21\u5f0f\u6216\u51b3\u7b56\u8fc7\u7a0b\u3002\u53ef\u4ee5\u60f3\u8c61\u4e00\u4e0b\uff0c\u5f53\u4f60\u5750\u5728\u4e00\u8f86\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u4e2d\uff0c\u4f60\u53ea\u9700\u8981\u62bd\u8c61\u5730\u8868\u8fbe\u4f60\u7684\u611f\u53d7\uff0c\u6bd4\u5982\u201c\u6211\u4e0d\u60f3\u8ba9\u6211\u7684\u670b\u53cb\u4eec\u7b49\u6211\u3002\u201d\u7136\u540eLLM4AD\u7cfb\u7edf\u89e3\u91ca\u4f60\u7684\u60c5\u611f\uff0c\u5e76\u76f8\u5e94\u5730\u8c03\u6574\u8f66\u8f86\u7684\u63a7\u5236\u7b56\u7565\uff0c\u4e0e\u4f60\u5f53\u524d\u7684\u9a7e\u9a76\u5fc3\u60c5\u6216\u504f\u597d\u4fdd\u6301\u4e00\u81f4\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u57fa\u4e8e\u975eLLM\u7684\u7cfb\u7edf\u7f3a\u4e4f\u4ece\u4e00\u4e9b\u6a21\u7cca\u7684\u8868\u8fbe\u4e2d\u51c6\u786e\u7406\u89e3\u6216\u89e3\u91ca\u4eba\u7c7b\u610f\u56fe\u7684\u80fd\u529b\u3002\u5f53\u7136\uff0c\u8fd9\u6837\u7684\u7cfb\u7edf\u8fd8\u6709\u4e2a\u4f18\u52bf\u5c31\u662f\u53ef\u4ee5\u6301\u7eed\u5b66\u4e60\uff0c\u4f7f\u5176\u80fd\u591f\u4e0d\u65ad\u9002\u5e94\u4e2a\u4eba\u559c\u597d\u548c\u613f\u671b\uff0c\u6839\u636e\u4e0d\u540c\u7684\u7528\u6237\u6539\u5584\u9a7e\u9a76\u4f53\u9a8c\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u5728<strong>\u4f4e\u5c42\u6b21<\/strong>\u4e0a\uff0cLLMs\u5728\u8c03\u6574\u548c\u63a7\u5236\u8fc7\u7a0b\u4e2d\u4e5f\u53ef\u4ee5\u53d1\u6325\u5173\u952e\u4f5c\u7528\u3002LLMs\u53ef\u4ee5\u5c06\u7279\u5b9a\u573a\u666f\u5206\u6790\u5e76\u628a\u6536\u96c6\u5230\u7684\u4fe1\u606f\u8f6c\u6362\u6210\u6307\u5bfc\u4f4e\u5c42\u6b21\u63a7\u5236\u5668\u7684\u6570\u5b66\u8868\u793a\u3002\u53e6\u5916\uff0cLLMs\u8fd8\u53ef\u4ee5\u4ece\u63a7\u5236\u5668\u63a5\u6536\u8f93\u5165\u6570\u636e\uff0c\u5e76\u63d0\u4f9b\u6027\u80fd\u66f4\u65b0\uff0c\u5e2e\u52a9\u4eba\u7c7b\u5206\u6790\u63a7\u5236\u73af\u8def\u7684\u6709\u6548\u6027\uff0c\u8fd8\u53ef\u4ee5\u6f5c\u5728\u5730\u5efa\u8bae\u6539\u8fdb\u6216\u68c0\u6d4b\u95ee\u9898\u4ee5\u589e\u5f3a\u6574\u4f53\u6027\u80fd\u3002<\/p>\n\n\n\n<p>\u8bf4\u4e86\u8fd9\u4e48\u591a\uff0c\u603b\u7ed3\u4e00\u4e0bLLMs\u5e94\u7528\u5728\u81ea\u52a8\u9a7e\u9a76\u9886\u57df\u7684\u4f18\u52a3\u52bf\u5427\uff1a<br><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u76f4\u89c2\u7684\u8bed\u8a00\u4ea4\u4e92<\/strong>\uff1aLLMs\u4f7f\u5f97\u4eba\u4e0e\u8f66\u8f86\u4e4b\u95f4\u7684\u4ea4\u6d41\u53d8\u5f97\u76f4\u89c2\u3002\u4eba\u7c7b\u53ef\u4ee5\u8868\u8fbe\u62bd\u8c61\u7684\u547d\u4ee4\u548c\u611f\u53d7\uff0c\u800cLLMs\u5219\u80fd\u591f\u51c6\u786e\u6355\u6349\u4eba\u7c7b\u8868\u8fbe\u80cc\u540e\u7684\u610f\u56fe\u3002<\/li>\n\n\n\n<li><strong>\u4e0a\u4e0b\u6587\u7406\u89e3\u548c\u63a8\u7406<\/strong>\uff1aLLMs\u63d0\u4f9b\u4ece\u4ea4\u901a\u6cd5\u89c4\u5230\u4e8b\u6545\u62a5\u544a\u7b49\u4e0d\u540c\u6765\u6e90\u7684\u4e0a\u4e0b\u6587\u7406\u89e3\uff0c\u4ece\u800c\u786e\u4fdd\u751f\u6210\u7684\u51b3\u7b56\u4fdd\u8bc1\u5b89\u5168\u5e76\u9075\u5faa\u5f53\u5730\u6cd5\u89c4\u3002<\/li>\n\n\n\n<li><strong>\u96f6\u6837\u672c\u548c\u5c11\u6837\u672c\u89c4\u5212<\/strong>\uff1a\u96f6\u6837\u672c\u6cdb\u5316\u80fd\u529b\u4f7f\u5f97LLMs\u80fd\u591f\u6267\u884c\u5b83\u4eec\u4e4b\u524d\u672a\u66fe\u53d7\u8fc7\u8bad\u7ec3\u7684\u4efb\u52a1\u3002\u8fd9\u53ef\u4ee5\u5e2e\u52a9\u89e3\u51b3\u5904\u7406\u4e00\u4e9b\u5f88\u5c11\u89c1\u7684corner cases\u3002<\/li>\n\n\n\n<li><strong>\u6301\u7eed\u5b66\u4e60\u548c\u4e2a\u6027\u5316<\/strong>\uff1aLLMs\u6301\u7eed\u5b66\u4e60\u548c\u9002\u5e94\uff0c\u63d0\u4f9b\u9075\u5faa\u4e2a\u4eba\u7528\u6237\u504f\u597d\u5e76\u968f\u7740\u65f6\u95f4\u6539\u5584\u9a7e\u9a76\u4f53\u9a8c\u7684\u80fd\u529b\u3002<\/li>\n\n\n\n<li><strong>\u53ef\u89e3\u91ca\u6027\u548c\u4fe1\u4efb<\/strong>\uff1aLLMs\u53ef\u4ee5\u7528\u81ea\u7136\u8bed\u8a00\u89e3\u91ca\u5b83\u4eec\u7684\u51b3\u7b56\uff0c\u6539\u5584\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u4e0e\u5176\u7528\u6237\u4e4b\u95f4\u7684\u4fe1\u4efb\u548c\u7406\u89e3\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5ef6\u65f6\u6027\u53ef\u80fd\u4e0d\u8fbe\u9884\u671f<\/strong>\uff1aLLMs\u901a\u5e38\u9700\u8981\u51e0\u79d2\u949f\u6765\u5904\u7406\u6587\u672c\u4fe1\u606f\u3002\u8fd9\u79cd\u5ef6\u8fdf\u53ef\u80fd\u5728\u9700\u8981\u7acb\u5373\u3001\u5b9e\u65f6\u51b3\u7b56\u7684\u60c5\u51b5\u4e0b\u5e26\u6765\u91cd\u5927\u7684\u5b89\u5168\u95ee\u9898\u548c\u98ce\u9669\u3002<\/li>\n\n\n\n<li><strong>\u53ef\u80fd\u51fa\u73b0\u5e7b\u89c9\u95ee\u9898<\/strong>\uff1a\u201c\u5e7b\u89c9\u201d\u662f\u6307LLMs\u751f\u6210\u7684\u8f93\u51fa\u5728\u4e8b\u5b9e\u4e0a\u662f\u9519\u8bef\u7684\u3001\u65e0\u610f\u4e49\u7684\u6216\u4e0e\u8f93\u5165\u63d0\u793a\u65e0\u5173\u7684\u5b9e\u4f8b\u3002\u7531\u4e8e\u81ea\u52a8\u9a7e\u9a76\u662f\u4e00\u9879\u5b89\u5168\u5173\u952e\u4efb\u52a1\uff0c\u5e7b\u89c9\u53ef\u80fd\u4f1a\u5f15\u5165\u91cd\u5927\u7684\u5b89\u5168\u548c\u53ef\u9760\u6027\u95ee\u9898\uff0c\u53ef\u80fd\u7834\u574f\u5bf9LLM4AD\u7cfb\u7edf\u7684\u4fe1\u4efb\u3002<\/li>\n\n\n\n<li><strong>\u6570\u636e\u9690\u79c1\u548c\u5b89\u5168\u95ee\u9898<\/strong>\uff1a\u56e0\u4e3aLLMs\u6536\u96c6\u548c\u5904\u7406\u5927\u91cf\u6587\u672c\u6570\u636e\uff0c\u5305\u62ec\u53ef\u80fd\u5173\u4e8e\u5176\u5468\u56f4\u73af\u5883\u3001\u4e58\u5ba2\u548c\u9a7e\u9a76\u504f\u597d\u7684\u654f\u611f\u4fe1\u606f\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u7bc7\u8bba\u6587\u4e3b\u8981\u4ecb\u7ecd\u4e86\u4f5c\u8005\u5c06 LLM \u96c6\u6210\u5230\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u4e2d\u7684\u601d\u8def\u65b9\u6cd5\uff0c\u4ece\u63d0\u51fa\u7684\u6982\u5ff5\u548c\u5f00\u653e\u6570\u636e\u96c6\u7684\u521b\u5efa\u5230\u5728\u4eff\u771f\u548c\u5b9e\u8f66\u5b9e\u9a8c\u4e2d\u7684\u5b9e\u73b0\uff0c\u90fd\u6709\u76f8\u5173\u7684\u8bf4\u660e\u3002<\/p>\n\n\n\n<p><strong>\u4f5c\u8005\u63d0\u51fa\u7684LLM4AD\u7684\u6982\u5ff5<\/strong><\/p>\n\n\n\n<p>\u4f5c\u8005\u63d0\u51faLLMs\u626e\u6f14\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u4e2d\u51b3\u7b56\u201c\u5927\u8111\u201d\u7684\u89d2\u8272\u3002\u5728\u4f5c\u8005\u7684\u6846\u67b6\u5185\uff0cLLMs\u5e76\u4e0d\u76f4\u63a5\u5f71\u54cd\u611f\u77e5\u6216\u5b9a\u4f4d\u6a21\u5757\uff0c\u8fd9\u4e9b\u6a21\u5757\u5145\u5f53\u8f66\u8f86\u7684\u201c\u773c\u775b\u201d\uff1b\u76f8\u53cd\uff0c\u5b83\u4eec\u4f7f\u7528\u8fd9\u4e9b\u6a21\u5757\u7684\u8f93\u51fa\u4f5c\u4e3a\u53c2\u8003\u6765\u6307\u5bfc\u9ad8\u5c42\u6b21\u7684\u51b3\u7b56\u8fc7\u7a0b\u3002\u901a\u8fc7\u63a5\u6536\u6765\u81ea\u8fd9\u4e9b\u6a21\u5757\u7684\u5904\u7406\u6570\u636e\uff0cLLMs\u53ef\u4ee5\u589e\u5f3a\u77e5\u60c5\u51b3\u7b56\uff0c\u6765\u63d0\u9ad8\u81ea\u52a8\u9a7e\u9a76\u8f66\u8f86\u7684\u6027\u80fd\u3002\u5728\u4e0b\u6e38\uff0c\u8f66\u8f86\u7684\u63a7\u5236\u6a21\u5757\u5145\u5f53\u5176\u201c\u624b\u201d\uff0c\u6267\u884c\u4ece\u57fa\u4e8eLLM\u7684\u51b3\u7b56\u8fc7\u7a0b\u4e2d\u83b7\u5f97\u7684\u9a7e\u9a76\u7b56\u7565\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"395\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2024\/10\/image-70-1024x395.png\" alt=\"\" class=\"wp-image-18327\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/10\/image-70-1024x395.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/10\/image-70-300x116.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/10\/image-70-768x297.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/10\/image-70.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" 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class=\"wp-block-heading\"><strong>\u4eff\u771f\u5668<\/strong><\/h3>\n\n\n\n<p>\u4f5c\u8005\u6269\u5c55\u4e86HighwayEnv\uff0c\u589e\u52a0\u4e86\u9002\u5408\u57fa\u4e8eLLM\u7684\u667a\u80fd\u4f53\u7684\u63a5\u53e3\uff0c\u5e76\u5b9e\u73b0\u4e86\u81ea\u5b9a\u4e49\u4ea4\u53c9\u8def\u53e3\uff0c\u4ee5\u591a\u6837\u5316\u9a7e\u9a76\u573a\u666f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6570\u636e\u96c6<\/strong><\/h3>\n\n\n\n<p>LaMPilot\u6570\u636e\u96c6\u75314900\u4e2a\u534a\u4eba\u5de5\u6807\u6ce8\u7684\u4ea4\u901a\u573a\u666f\u7ec4\u6210\uff0c\u5176\u4e2d500\u4e2a\u6837\u672c\u4f5c\u4e3a\u6d4b\u8bd5\u96c6\u3002\u6bcf\u4e2a\u6570\u636e\u6837\u672c\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e00\u4e2a\u6307\u4ee4I\uff1a\u4e00\u4e2a\u9ad8\u5c42\u6b21\u7684\u4efb\u52a1\u63cf\u8ff0\u3002<\/li>\n\n\n\n<li>\u4e00\u4e2a\u521d\u59cb\u72b6\u6001\uff1a\u7528\u4e8e\u521d\u59cb\u5316\u4eff\u771f\u5668\u3002<\/li>\n\n\n\n<li>\u4e0e\u6307\u4ee4I\u4e00\u81f4\u7684\u76ee\u6807\u72b6\u6001\u6807\u51c6\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6570\u636e\u96c6\u6db5\u76d6\u4e86\u591a\u6837\u5316\u7684\u9a7e\u9a76\u573a\u666f\uff0c\u5bf9\u4e8e\u6bcf\u4e2a\u9a7e\u9a76\u573a\u666f\uff0cLaMPilot\u5305\u62ec\u591a\u79cd\u60c5\u51b5\u3002\u4ee5\u8f6c\u5f2f\u573a\u666f\u4e3a\u4f8b\uff0c\u591a\u6837\u6027\u53cd\u6620\u5728\u5982\u81ea\u8f66\u7684\u521d\u59cb\u4f4d\u7f6e\u548c\u72b6\u6001\u3001\u7279\u5b9a\u4efb\u52a1\uff08\u5de6\u8f6c\/\u53f3\u8f6c\u6216\u76f4\u884c\uff09\u3001\u5176\u4ed6\u8f66\u8f86\u7684\u6570\u91cf\u4ee5\u53ca\u5b83\u4eec\u7684\u4f4d\u7f6e\u548c\u72b6\u6001\u7b49\u591a\u4e2a\u53d8\u91cf\u4e2d\u3002\u5176\u4ed6\u8f66\u8f86\u7684\u9a7e\u9a76\u6a21\u578b\u53c2\u6570\u662f\u968f\u673a\u521d\u59cb\u5316\u7684\uff0c\u6bcf\u4e2a\u573a\u666f\u90fd\u88ab\u5206\u914d\u4e00\u4e2a\u968f\u673a\u79cd\u5b50\u3002\u6570\u636e\u96c6\u8fd8\u5305\u62ec\u53cd\u6620\u73b0\u5b9e\u8f66\u5185\u4eba\u7c7b\u547d\u4ee4\u7684\u5404\u79cd\u6307\u4ee4\uff0c\u6309\u64cd\u4f5c\u7c7b\u578b\uff08\u4f8b\u5982\uff0c\u8def\u7ebf\u89c4\u5212\u3001\u53d8\u9053\u3001\u8d85\u8f66\uff09\u548c\u573a\u666f\u7c7b\u578b\uff08\u9ad8\u901f\u516c\u8def\u548c\u4ea4\u53c9\u53e3\uff09\u5206\u7c7b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u8bc4\u4f30\u5668<\/strong><\/h3>\n\n\n\n<p>LaMPilot-Bench\u8bc4\u4f30\u5668\u5305\u542b\u4e86\u8bc4\u4f30\u667a\u80fd\u4f53\u9a7e\u9a76\u7b56\u7565\u5b89\u5168\u6027\u548c\u6548\u7387\u7684\u6307\u6807\u3002<strong>\u78b0\u649e\u65f6\u95f4<\/strong>\uff08Time-to-collision, TTC\uff09\u7528\u4e8e\u8861\u91cf\u8f66\u8f86\u4fdd\u6301\u5b89\u5168\u8ddd\u79bb\u548c\u907f\u514d\u78b0\u649e\u7684\u80fd\u529b\u3002<strong>\u901f\u5ea6\u65b9\u5dee<\/strong>\uff08Speed variance\uff0cSV\uff09\u88ab\u8ba4\u4e3a\u662f\u53e6\u4e00\u4e2a\u5b89\u5168\u6307\u6807\u3002<strong>\u65f6\u95f4\u6548\u7387<\/strong>\uff08 time efficiency\uff0cTE\uff09\u5f97\u5206\u8bc4\u4f30\u7b56\u7565\u5728\u9884\u5b9a\u4e49\u7684\u65f6\u95f4\u9650\u5236Tlimit\u5185\u5b8c\u6210\u4efb\u52a1\u7684\u80fd\u529b\u3002\u5176\u5177\u4f53\u8ba1\u7b97\u65b9\u6cd5\u8be6\u89c1\u8bba\u6587\u3002<\/p>\n\n\n\n<p>\u5f53\u667a\u80fd\u4f53\u5728\u4fdd\u6301\u5b89\u5168\uff08\u5373\uff0c\u907f\u514d\u78b0\u649e\uff09\u548c\u6548\u7387\uff08\u5373\uff0c\u5728\u89c4\u5b9a\u65f6\u95f4\u5185\u5b8c\u6210\uff09\u7684\u540c\u65f6\u5b9e\u73b0\u4e86\u6307\u4ee4\u4e2d\u6307\u5b9a\u7684\u76ee\u6807\u65f6\uff0c\u8ba4\u4e3a\u4efb\u52a1\u6210\u529f\u5b8c\u6210\u3002\u4f8b\u5982\uff0c\u5f53\u8f66\u8f86\u5728\u76ee\u6807\u8f66\u9053\u5185\u5e76\u4e14\u5176\u65b9\u5411\u4e0e\u8f66\u9053\u65b9\u5411\u4e00\u81f4\u65f6\uff0c\u4e14\u5728\u6307\u5b9a\u9608\u503c\u5185\uff0c\u53d8\u9053\u4efb\u52a1\u5373\u7b97\u5b8c\u6210\u3002\u6700\u7ec8\u5f97\u5206\u6839\u636e\u5176\u91cd\u8981\u6027\u52a0\u6743\u6c47\u603b\u6240\u6709\u5355\u72ec\u6307\u6807\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u57fa\u7ebf<\/strong><\/h3>\n\n\n\n<p>\u4f5c\u8005\u8bbe\u7f6e\u4e86\u542f\u53d1\u5f0f\u57fa\u7ebf\u3001\u96f6\u6837\u672c\u548c\u5c11\u6837\u672c\u57fa\u7ebf\u3001\u4eba\u7c7b\u53cd\u9988\u57fa\u7ebf\u4e09\u79cdbaselines\uff0c\u6765\u5bf9\u6a21\u578b\u8fdb\u884c\u5206\u6790\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u5b9a\u91cf\u7ed3\u679c<\/strong><\/h3>\n\n\n\n<p>\u4f5c\u8005\u5728LaMPilot-Bench\u4e0a\u5c55\u793a\u4e86\u5404\u79cd\u65b9\u6cd5\u7684\u5b9e\u9a8c\u7ed3\u679c\uff0c\u603b\u7ed3\u4e86\u542f\u53d1\u5f0f\u57fa\u7ebf\u3001\u96f6\u6837\u672c\u548c\u4e09\u6837\u672c\u57fa\u7ebf\u4ee5\u53ca\u4eba\u7c7b\u53cd\u9988\u57fa\u7ebf\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"441\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2024\/10\/image-71-1024x441.png\" alt=\"\" class=\"wp-image-18328\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/10\/image-71-1024x441.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/10\/image-71-300x129.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/10\/image-71-768x331.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/10\/image-71.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5b9e\u9a8c\u8868\u660e\uff0c\u73b0\u6210\u7684LLM\u80fd\u591f\u6839\u636e\u4eba\u7c7b\u6307\u4ee4\u4e3a\u9a7e\u9a76\u4efb\u52a1\u751f\u6210\u4ee3\u7801\u7b56\u7565\u3002\u7136\u800c\uff0c\u663e\u8457\u7684\u78b0\u649e\u7387\u8868\u660e\u9700\u8981\u8fdb\u4e00\u6b65\u7684\u7814\u7a76\u6765\u5b8c\u5168\u6355\u6349\u73b0\u5b9e\u4e16\u754c\u9a7e\u9a76\u573a\u666f\u7684\u590d\u6742\u6027\u548c\u5b89\u5168\u8981\u6c42\u3002<\/p>\n\n\n\n<p><strong>\u4f5c\u8005\u505a\u7684LLM4AD\u7684\u4eff\u771f\u7814\u7a76<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u4eff\u771f\u8bbe\u7f6e<\/strong><\/h3>\n\n\n\n<p>\u4eff\u771f\u662f\u5f00\u53d1\u548c\u8bc4\u4f30\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u7684\u5173\u952e\u5de5\u5177\uff0c\u4f7f\u7814\u7a76\u4eba\u5458\u80fd\u591f\u5b89\u5168\u9ad8\u6548\u5730\u63a2\u7d22\u591a\u6837\u5316\u7684\u9a7e\u9a76\u573a\u666f\u5e76\u6536\u96c6\u8bad\u7ec3\u6570\u636e\u3002\u5728\u8fd9\u9879\u5de5\u4f5c\u4e2d\uff0c\u4f5c\u8005\u5229\u7528CARLA\u4eff\u771f\u5668\u6765\u5f00\u53d1\u548c\u8bc4\u4f30\u4f5c\u8005\u63d0\u51fa\u7684\u5c06LLMs\u96c6\u6210\u5230\u81ea\u52a8\u9a7e\u9a76\u4e2d\u7684\u6846\u67b6\u3002\u5176\u4e2d\u4f7f\u7528\u4e09\u4e2a\u5173\u952e\u6307\u6807\u8bc4\u4f30\u667a\u80fd\u4f53\u6027\u80fd\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8def\u7ebf\u5b8c\u6210\u7387\uff08RC\uff09\uff1a\u8861\u91cf\u667a\u80fd\u4f53\u5b8c\u6210\u8def\u7ebf\u8ddd\u79bb\u7684\u767e\u5206\u6bd4<\/li>\n\n\n\n<li>\u8fdd\u89c4\u5904\u7f5a\uff08IP\uff09\uff1a\u8ddf\u8e2a\u667a\u80fd\u4f53\u72af\u4e0b\u7684\u5404\u79cd\u8fdd\u89c4\u884c\u4e3a\uff08\u4f8b\u5982\uff0c\u78b0\u649e\u3001\u95ef\u7ea2\u706f\uff09\u4f5c\u4e3a\u51e0\u4f55\u7ea7\u6570\uff0c\u4ece\u7406\u60f3\u7684\u57fa\u7840\u5206\u65701.0\u5f00\u59cb\uff0c\u6bcf\u6b21\u8fdd\u89c4\u90fd\u4f1a\u51cf\u5c11<\/li>\n\n\n\n<li>\u9a7e\u9a76\u5f97\u5206\uff08DS\uff09\uff1aRC\u548cIP\u7684\u4e58\u79ef\uff0c\u4f5c\u4e3a\u4e3b\u8981\u8bc4\u4f30\u6307\u6807<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Human-in-the-Loop Learning<\/strong><\/h3>\n\n\n\n<p>\u672c\u8282\u7684\u4e3b\u8981\u7814\u7a76\u76ee\u6807\u662f\u5f00\u53d1\u4e00\u4e2a\u4eba\u7c7b\u5f15\u5bfc\u7684\u5b66\u4e60\u6d41\u7a0b\uff0c\u4f7f\u81ea\u52a8\u9a7e\u9a76\u667a\u80fd\u4f53\u80fd\u591f\u4e0d\u65ad\u5730\u4ece\u81ea\u7136\u8bed\u8a00\u4e2d\u7684\u4eba\u7c7b\u53cd\u9988\u4e2d\u5b66\u4e60\u548c\u6539\u8fdb\u3002\u867d\u7136\u4f5c\u8005\u7684\u5b9e\u9a8c\u662f\u4f7f\u7528CARLA\u8fdb\u884c\u7684\uff0c\u5e76\u4f7f\u7528Python\u8fdb\u884c\u4ee3\u7801\u751f\u6210\uff0c\u4f46\u6838\u5fc3\u65b9\u6cd5\u5e76\u4e0d\u5c40\u9650\u4e8e\u8fd9\u4e2a\u7279\u5b9a\u8bbe\u7f6e\uff0c\u53ef\u4ee5\u9002\u5e94\u5176\u4ed6\u73af\u5883\u548c\u7f16\u7a0b\u8bed\u8a00\u3002\u8868IV\u63d0\u4f9b\u4e86LMP\u751f\u6210\u8fc7\u7a0b\u7684\u793a\u4f8b\u3002\u4f5c\u8005\u5f15\u5165\u4e86\u4e00\u79cd\u57fa\u4e8e\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u7684\u4eba\u7c7b\u5728\u56de\u8def\u5b66\u4e60\u65b9\u6cd5\u3002\u8fd9\u79cd\u65b9\u6cd5\u4f7fLLM\u5728\u751f\u6210\u8f93\u5165\u67e5\u8be2\u7684\u54cd\u5e94\u65f6\u4f7f\u7528\u5b9a\u5236\u7684\u77e5\u8bc6\u6570\u636e\u5e93\u3002\u5173\u952e\u8fc7\u7a0b\u5982\u4e0b\uff1a\u5728\u6267\u884c\u751f\u6210\u7684\u7b56\u7565\u4ee3\u7801\uff08P\uff09\u4e4b\u540e\uff0c\u4eba\u7c7b\u4e58\u5ba2\u63d0\u4f9b\u81ea\u7136\u8bed\u8a00\u53cd\u9988\uff08F\uff09\uff0c\u8fd9\u4e9b\u53cd\u9988\u8fde\u540cP\u4e00\u8d77\u88ab\u53cd\u9988\u5230LLM\u4e2d\u3002\u8fd9\u4e2a\u53cd\u9988\u5faa\u73af\u4f7f\u6301\u7eed\u5b66\u4e60\u6210\u4e3a\u53ef\u80fd\u3002\u5982\u679c\u53cd\u9988\u662f\u79ef\u6781\u7684\uff08\u5373\uff0c\u4eba\u7c7b\u5bf9\u6267\u884c\u611f\u5230\u6ee1\u610f\uff09\uff0c\u4ee3\u7801\uff08P\uff09\u5c06\u63d0\u4ea4\u5230\u6570\u636e\u5e93\u4ee5\u4f9b\u5c06\u6765\u68c0\u7d22\u548c\u91cd\u7528\u3002\u5426\u5219\uff0c\u53cd\u9988\u5c06\u4f5c\u4e3a\u8fed\u4ee3\u6539\u8fdb\u7684\u6307\u5bfc\u3002\u65b0\u7684\u751f\u6210\u8fc7\u7a0b\u53ef\u4ee5\u88ab\u8868\u8ff0\u4e3a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"671\" height=\"39\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2024\/10\/103101.png\" alt=\"\" class=\"wp-image-18329\" style=\"width:891px;height:auto\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/10\/103101.png 671w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/10\/103101-300x17.png 300w\" sizes=\"(max-width: 671px) 100vw, 671px\" \/><\/figure>\n\n\n\n<p>\u5176\u4e2dP&#8217;\u662f\u57fa\u4e8e\u539f\u59cb\u4ee3\u7801P\u548c\u4eba\u7c7b\u53cd\u9988F\u6539\u8fdb\u7684\u4ee3\u7801\u3002\u6570\u636e\u5e93\u6709\u4e24\u4e2a\u76ee\u7684\uff1a\uff081\uff09\u4f5c\u4e3a\u4e00\u4e2a\u81ea\u52a8\u9a7e\u9a76\u77e5\u8bc6\u5e93\uff0c\u5b83\u4e3a\u6301\u7eed\u5b66\u4e60\u63d0\u4f9b\u4e86\u5bf9\u89d2\u843d\u6848\u4f8b\u7684\u6d1e\u5bdf\uff0c\u7b26\u5408\u77e5\u8bc6\u9a71\u52a8\u7684\u81ea\u52a8\u9a7e\u9a76\u8303\u5f0f\uff1b\uff082\uff09\u7531\u4e8e\u6570\u636e\u5e93\u662f\u4f7f\u7528\u4e2a\u6027\u5316\u53cd\u9988\u6784\u5efa\u7684\uff0c\u5b83\u81ea\u52a8\u5c06\u4e2a\u4eba\u504f\u597d\u7eb3\u5165\u4ea4\u4e92\u8fc7\u7a0b\u4e2d\u3002\u8fd9\u79cd\u65b9\u6cd5\u5c06\u6846\u67b6\u4ece\u9759\u6001\u7684\u5f00\u73af\u7cfb\u7edf\u8f6c\u53d8\u4e3a\u52a8\u6001\u7684\u3001\u6301\u7eed\u5b66\u4e60\u7684\u7cfb\u7edf\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u7ed3\u679c<\/strong><\/h3>\n\n\n\n<p>\u4f5c\u8005\u4f7f\u7528OpenAI\u7684GPT\u6a21\u578bAPI\uff08gpt-4-turbo-preview\u548cgpt-3.5-turbo\uff09\u4f5c\u4e3a\u89c4\u5212\u5668\u4e2d\u7684LLM\u3002\u88685\u5c55\u793a\u4e86\u4e00\u4e9b\u5bf9\u6bd4\u7ed3\u679c\uff0c\u57fa\u4e8e\u8fd9\u4e9b\u7ed3\u679c\uff0c\u4f5c\u8005\u89c2\u5bdf\u5230\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6ca1\u6709\u5c11\u6837\u672c\u793a\u4f8b\uff0c\u73b0\u6210\u7684LLM\u5728CARLA\u4e2d\u7cbe\u786e\u63a8\u7406\u6240\u9700\u7684\u590d\u6742\u95ed\u73af\u9a7e\u9a76\u65b9\u9762\u6323\u624e\u3002<\/li>\n\n\n\n<li>\u4e09\u6837\u672c\u57fa\u7ebf\u4e5f\u4e0d\u8db3\uff0c\u6839\u636eCARLA\u7684\u6807\u51c6\u6307\u6807\uff0c\u5f97\u5206\u663e\u8457\u964d\u4f4e\u3002<\/li>\n\n\n\n<li>\u4f5c\u8005\u7684\u6846\u67b6\u901a\u8fc7\u4ece\u4eba\u7c7b\u53cd\u9988\u4e2d\u5b66\u4e60\u5230\u768450\u4e2a\u4ee3\u7801\u7247\u6bb5\uff0c\u8868\u73b0\u4e0eRoach Expert\u5f3a\u5316\u5b66\u4e60\u57fa\u7ebf\u76f8\u5f53\u3002<\/li>\n\n\n\n<li>\u5927\u591a\u6570\u5931\u8d25\u6e90\u4e8eLLM\u4f4e\u7ea7\u89c4\u5212\u9891\u7387\u7684\u6743\u8861\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"267\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2024\/10\/image-72-1024x267.png\" alt=\"\" class=\"wp-image-18330\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/10\/image-72-1024x267.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/10\/image-72-300x78.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/10\/image-72-768x201.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/10\/image-72.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>LLM4AD\u7684\u5b9e\u8f66\u5b9e\u9a8c<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u8bc4\u4f30LLM4AD\u7cfb\u7edf\u7684\u6709\u6548\u6027\u5e76\u9a8c\u8bc1\u5176\u5728\u73b0\u5b9e\u4e16\u754c\u573a\u666f\u4e2d\u7684\u9002\u7528\u6027\uff0c\u4f5c\u8005\u5c06LLMs\u96c6\u6210\u5230\u5b9e\u9645\u7684\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u4e2d\uff0c\u5f15\u5165\u4e86\u4e00\u4e2a\u540d\u4e3aTalk2Drive\u7684\u6846\u67b6\u3002\u6f14\u793a\u89c6\u9891\u53ef\u89c1\uff08https:\/\/youtu.be\/4BWsfPaq1Ro\uff09\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Talk2Drive\u6846\u67b6<\/strong><\/h3>\n\n\n\n<p>\u4f5c\u8005\u63d0\u51fa\u4e86Talk2Drive\uff08\u89c1\u56fe3\uff09\uff0c\u8fd9\u662f\u4e00\u79cd\u521b\u65b0\u7684\u65b9\u6cd5\uff0c\u5229\u7528LLMs\u6765\u589e\u5f3a\u547d\u4ee4\u89e3\u91ca\u80fd\u529b\uff0c\u5e76\u5728\u81ea\u52a8\u9a7e\u9a76\u8f66\u8f86\u4e2d\u542f\u7528\u4e2a\u6027\u5316\u51b3\u7b56\u5236\u5b9a\u3002\u5b83\u96c6\u6210\u4e86\u57fa\u4e8e\u4e91\u7684LLMs\uff0c\u4ee5\u5b9e\u73b0\u4e2a\u6027\u5316\u7406\u89e3\u548c\u5c06\u4eba\u7c7b\u547d\u4ee4\u8f6c\u5316\u4e3a\u5b9e\u65f6\u8f66\u8f86\u52a8\u6001\u8f93\u5165\u7684\u53ef\u6267\u884c\u63a7\u5236\u5e8f\u5217\u3002\u8fd9\u4e00\u8282\u9996\u5148\u4ece\u95ee\u9898\u9648\u8ff0\u5f00\u59cb\uff0c\u7136\u540e\u9610\u8ff0\u6bcf\u4e2a\u4e91\u4fa7\u548c\u8f66\u8f86\u4fa7\u64cd\u4f5c\u7684\u72ec\u7279\u89d2\u8272\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"614\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2024\/10\/image-73-1024x614.png\" alt=\"\" class=\"wp-image-18331\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/10\/image-73-1024x614.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/10\/image-73-300x180.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/10\/image-73-768x461.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/10\/image-73.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Talk2Drive\u7cfb\u7edf\u4e3b\u8981\u6709\u4ee5\u4e0b\u51e0\u4e2a\u6b65\u9aa4\uff0c\u5176\u6d41\u7a0b\u56fe\u89c1\u56fe4\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u4e91\u57faLLMs\uff1aTalk2Drive\u6846\u67b6\u4f7f\u7528\u57fa\u4e8e\u4e91\u7684LLMs\u6765\u5904\u7406\u548c\u7406\u89e3\u4eba\u7c7b\u7684\u53e3\u5934\u6307\u4ee4\uff0c\u5e76\u5c06\u5176\u8f6c\u5316\u4e3a\u8f66\u8f86\u7684\u53ef\u6267\u884c\u63a7\u5236\u5e8f\u5217\u3002<\/li>\n\n\n\n<li>\u547d\u4ee4\u7ffb\u8bd1\uff1a\u901a\u8fc7\u4f7f\u7528\u8bed\u97f3\u8bc6\u522b\u6280\u672f\uff0c\u4eba\u7c7b\u7684\u53e3\u5934\u547d\u4ee4\u88ab\u8f6c\u6362\u6210\u6587\u672c\u6307\u4ee4\uff0cLLMs\u8fdb\u4e00\u6b65\u5c06\u8fd9\u4e9b\u6307\u4ee4\u7ffb\u8bd1\u6210\u5177\u4f53\u7684\u9a7e\u9a76\u64cd\u4f5c\u3002<\/li>\n\n\n\n<li>\u4e0a\u4e0b\u6587\u6570\u636e\u96c6\u6210\uff1aLLMs\u540c\u65f6\u8bbf\u95ee\u5b9e\u65f6\u7684\u73af\u5883\u6570\u636e\uff0c\u5982\u5929\u6c14\u3001\u4ea4\u901a\u72b6\u51b5\u548c\u5f53\u5730\u4ea4\u901a\u89c4\u5219\uff0c\u4ee5\u63d0\u4f9b\u66f4\u51c6\u786e\u7684\u9a7e\u9a76\u51b3\u7b56\u3002<\/li>\n\n\n\n<li>\u4e2a\u6027\u5316\u9a7e\u9a76\u4f53\u9a8c\uff1a\u901a\u8fc7\u5b58\u50a8\u548c\u5206\u6790\u8fc7\u53bb\u7684\u4ea4\u4e92\u5386\u53f2\uff0cLLMs\u80fd\u591f\u5b66\u4e60\u9a7e\u9a76\u5458\u7684\u504f\u597d\uff0c\u5e76\u6839\u636e\u8fd9\u4e9b\u4fe1\u606f\u8c03\u6574\u9a7e\u9a76\u7b56\u7565\u3002<\/li>\n\n\n\n<li>\u8bb0\u5fc6\u6a21\u5757\uff1a\u8be5\u6a21\u5757\u8bb0\u5f55\u4e86\u7528\u6237\u7684\u547d\u4ee4\u3001\u7cfb\u7edf\u54cd\u5e94\u548c\u7528\u6237\u53cd\u9988\uff0c\u4f7f\u7cfb\u7edf\u80fd\u591f\u6839\u636e\u7528\u6237\u7684\u5386\u53f2\u884c\u4e3a\u548c\u504f\u597d\u63d0\u4f9b\u4e2a\u6027\u5316\u7684\u9a7e\u9a76\u4f53\u9a8c\u3002<\/li>\n\n\n\n<li>\u5b89\u5168\u548c\u6548\u7387\uff1aTalk2Drive\u6846\u67b6\u5728\u6267\u884cLLMs\u751f\u6210\u7684\u63a7\u5236\u547d\u4ee4\u65f6\uff0c\u4f1a\u8fdb\u884c\u5b89\u5168\u68c0\u67e5\uff0c\u786e\u4fdd\u751f\u6210\u7684\u4ee3\u7801\u65e2\u7b26\u5408\u683c\u5f0f\u8981\u6c42\uff0c\u4e5f\u8003\u8651\u5230\u4e86\u5b89\u5168\u6027\u548c\u5b9e\u9645\u53ef\u884c\u6027\u3002<\/li>\n\n\n\n<li>\u5b9e\u65f6\u53cd\u9988\u548c\u8fed\u4ee3\u5b66\u4e60\uff1a\u7cfb\u7edf\u5141\u8bb8\u7528\u6237\u5bf9\u6267\u884c\u7684\u547d\u4ee4\u63d0\u4f9b\u53cd\u9988\uff0c\u8fd9\u4e9b\u53cd\u9988\u88ab\u7528\u6765\u4e0d\u65ad\u6539\u8fdbLLMs\u7684\u6027\u80fd\uff0c\u5b9e\u73b0\u6301\u7eed\u5b66\u4e60\u548c\u4f18\u5316\u3002<\/li>\n\n\n\n<li>\u6267\u884c\u5668\u7684\u89d2\u8272\uff1a\u751f\u6210\u7684\u53ef\u6267\u884c\u4ee3\u7801\uff08LMPs\uff09\u88ab\u53d1\u9001\u56de\u8f66\u8f86\u7684\u7535\u5b50\u63a7\u5236\u5355\u5143\uff08ECU\uff09\uff0c\u7531ECU\u6267\u884c\uff0c\u4ee5\u63a7\u5236\u8f66\u8f86\u7684\u5b9e\u9645\u9a7e\u9a76\u884c\u4e3a\u3002<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"770\" height=\"775\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2024\/10\/image-74.png\" alt=\"\" class=\"wp-image-18332\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/10\/image-74.png 770w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/10\/image-74-298x300.png 298w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/10\/image-74-150x150.png 150w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2024\/10\/image-74-768x773.png 768w\" sizes=\"(max-width: 770px) 100vw, 770px\" \/><\/figure>\n\n\n\n<p><strong>\u5b9e\u9a8c\u53ca\u7ed3\u679c<\/strong><\/p>\n\n\n\n<p>\u5b9e\u9a8c\u5305\u62ec\u4e09\u79cd\u4e0d\u540c\u7684\u573a\u666f\uff1a\u9ad8\u901f\u516c\u8def\u3001\u4ea4\u53c9\u53e3\u548c\u505c\u8f66\u573a\u3002\u5173\u4e8e\u8f93\u5165\u6307\u4ee4\uff0c\u6709\u4e09\u79cdLevel\uff0c\u88686\u7ed9\u51fa\u4e00\u4e9b\u4f8b\u5b50\uff1a<\/p>\n\n\n\n<figure 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