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href=\"https:\/\/zhuanlan.zhihu.com\/p\/1933458904249012984\">https:\/\/zhuanlan.zhihu.com\/p\/1933458904249012984<\/a><\/p>\n\n\n\n<p>TUM\u6700\u65b0\u7684\u7efc\u8ff0\uff01\u5168\u9762\u68b3\u7406\u5e76\u6c47\u603b\u4e86\u81ea\u52a8\u9a7e\u9a76\u4e2dLLM\/VLM\/MLLM\/\u6269\u6563\u6a21\u578b\u548c\u4e16\u754c\u6a21\u578b\u6700\u4f18\u79c0\u7684\u5de5\u4f5c\uff0c\u7cfb\u7edf\u7684\u68b3\u7406\u4e86\u76f8\u5173\u7684\u6570\u636e\u96c6\u3001BenchMark\u7b49\u7b49\uff0c\u975e\u5e38\u68d2\u7684\u5de5\u4f5c\uff0c\u63a8\u8350\u5927\u5bb6\u4ed4\u7ec6\u770b\u770b~<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u81ea\u52a8\u9a7e\u9a76\u8f66\u8f86\u800c\u8a00\uff0c\u5728\u590d\u6742\u73af\u5883\u4e2d\u5b9e\u73b0\u5b89\u5168\u5bfc\u822a\u7684\u5173\u952e\u5728\u4e8e\u5904\u7406\u5404\u79cd\u591a\u6837\u4e14\u7f55\u89c1\u7684\u9a7e\u9a76\u573a\u666f\u3002\u57fa\u4e8e\u4eff\u771f\u548c\u573a\u666f\u7684\u6d4b\u8bd5\u5df2\u6210\u4e3a\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u5f00\u53d1\u4e0e\u9a8c\u8bc1\u7684\u5173\u952e\u65b9\u6cd5\u3002\u4f20\u7edf\u7684<a 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noopener\">\u573a\u666f\u5206\u6790<\/a>\u7684\u5e94\u7528\u8fdb\u884c\u4e86\u7efc\u8ff0\u3002\u672c\u7efc\u8ff0\u63d0\u51fa\u4e86\u4e00\u4e2a\u7edf\u4e00\u7684\u5206\u7c7b\u4f53\u7cfb\uff0c\u6db5\u76d6\u4e86<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=260953183&amp;content_type=Article&amp;match_order=1&amp;q=%E5%A4%A7%E8%AF%AD%E8%A8%80%E6%A8%A1%E5%9E%8B&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">\u5927\u8bed\u8a00\u6a21\u578b<\/a>\uff08LLMs\uff09\u3001\u89c6\u89c9-\u8bed\u8a00\u6a21\u578b\uff08VLMs\uff09\u3001<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=260953183&amp;content_type=Article&amp;match_order=1&amp;q=%E5%A4%9A%E6%A8%A1%E6%80%81%E5%A4%A7%E8%AF%AD%E8%A8%80%E6%A8%A1%E5%9E%8B&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer 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target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/TUM-AVS\/FM-AD-Survey<\/a><\/li>\n\n\n\n<li>\u8bba\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/link.zhihu.com\/?target=https%3A\/\/arxiv.org\/abs\/2506.11526\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/arxiv.org\/abs\/2506.11526<\/a><\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pica.zhimg.com\/v2-a58889c0f30e2161f0112b2edf807762_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h_1933458904249012984_1\">\u7b80\u4ecb<\/h2>\n\n\n\n<p>\u8fd1\u5e74\u6765\uff0c\u81ea\u52a8\u9a7e\u9a76\uff08Autonomous Driving, AD\uff09\u6280\u672f\u53d6\u5f97\u4e86\u5feb\u901f\u8fdb\u5c55\uff0c\u5df2\u8fbe\u5230\u5728\u7279\u5b9a\u8fd0\u884c\u8bbe\u8ba1\u57df\uff08Operational Design Domains, ODDs\uff09\u5185\uff0c\u4eba\u7c7b\u5e72\u9884\u6781\u5c11\u751a\u81f3\u5b8c\u5168\u4e0d\u9700\u8981\u7684\u9636\u6bb5\u3002\u81ea2018\u5e74\u4ee5\u6765\uff0cWaymo\u7b49\u516c\u53f8\u5df2\u6210\u529f\u90e8\u7f72\u4e86\u5b8c\u5168\u81ea\u52a8\u9a7e\u9a76\u7684\u673a\u5668\u4eba\u51fa\u79df\u8f66\u670d\u52a1\uff0c\u8fd9\u4e9b\u670d\u52a1\u8fd0\u884c\u4e8eSAE\u56db\u7ea7\uff0c\u8bc1\u660e\u4e86\u5728\u7279\u5b9a\u57ce\u5e02\u73af\u5883\u4e2d\u5b9e\u73b0\u65e0\u4eba\u9a7e\u9a76\u51fa\u884c\u7684\u53ef\u884c\u6027\u3002\u622a\u81f32025\u5e74\uff0cWaymo\u6bcf\u5468\u53ef\u63d0\u4f9b25\u4e07\u6b21\u5546\u4e1a\u8f7d\u5ba2\u670d\u52a1\u3002\u8fd9\u4e9b\u8fdb\u6b65\u5f97\u76ca\u4e8e\u5bf9\u9ad8\u53ef\u9760\u6027\u6a21\u5757\u5316\u81ea\u52a8\u9a7e\u9a76\u8f6f\u4ef6\u529f\u80fd\uff08\u5305\u62ec\u611f\u77e5\u3001\u9884\u6d4b\u3001\u89c4\u5212\u548c\u63a7\u5236\uff09\u7684\u5f00\u53d1\u4e0e\u4e25\u683c\u9a8c\u8bc1\u3002\u9664\u4e86\u4f20\u7edf\u7684\u6a21\u5757\u5316\u67b6\u6784\uff0c\u57fa\u4e8e\u7aef\u5230\u7aef\u5b66\u4e60\u7684\u65b9\u6cd5\u4e5f\u5df2\u5174\u8d77\uff0c\u8be5\u65b9\u6cd5\u5229\u7528\u6df1\u5ea6\u5b66\u4e60\u5904\u7406\u539f\u59cb\u4f20\u611f\u5668\u6570\u636e\uff0c\u5e76\u76f4\u63a5\u751f\u6210\u8f68\u8ff9\u6216\u63a7\u5236\u6307\u4ee4\u3002<\/p>\n\n\n\n<p>\u57fa\u4e8e\u573a\u666f\u7684\u4eff\u771f\u6d4b\u8bd5\u662f\u8bc4\u4f30\u548c\u9a8c\u8bc1\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u5b89\u5168\u6027\u4e0e\u6027\u80fd\u7684\u5173\u952e\u73af\u8282\u3002\u4f5c\u4e3a\u4e00\u79cd\u6bd4\u5b9e\u8f66\u6d4b\u8bd5\u66f4\u5177\u6210\u672c\u6548\u76ca\u7684\u66ff\u4ee3\u65b9\u6848\uff0c\u5b83\u80fd\u591f\u4eff\u771f\u51fa\u903c\u771f\u3001\u53ef\u590d\u73b0\u4e14\u53ef\u63a7\u7684\u9a7e\u9a76\u73af\u5883\uff0c\u5c24\u5176\u64c5\u957f\u590d\u73b0\u5b89\u5168\u5173\u952e\u573a\u666f\uff0c\u7279\u522b\u662f\u90a3\u4e9b\u5728\u771f\u5b9e\u4e16\u754c\u6570\u636e\u96c6\u4e2d\u5f80\u5f80\u7f3a\u5931\u7684\u7f55\u89c1\u6216\u96be\u4ee5\u6355\u6349\u7684\u8fb9\u7f18\u6848\u4f8b\uff08corner 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FMs\uff09\u7684\u51fa\u73b0\uff0c\u4e3a\u589e\u5f3a\u81ea\u52a8\u9a7e\u9a76\u9886\u57df\u57fa\u4e8e\u573a\u666f\u6d4b\u8bd5\u7684<strong>\u771f\u5b9e\u6027\u3001\u591a\u6837\u6027<\/strong>\u548c<strong>\u53ef\u6269\u5c55\u6027<\/strong>\u63d0\u4f9b\u4e86\u65b0\u7684\u673a\u9047\u3002\u57fa\u7840\u6a21\u578b\u7531\u65af\u5766\u798f\u5927\u5b66\u4ee5\u4eba\u4e3a\u672c\u7684\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u9662\uff08Stanford Institute for Human-Centered Artificial Intelligence, HAI\uff09\u4e8e2021\u5e748\u6708\u63d0\u51fa\uff0c\u7528\u4e8e\u63cf\u8ff0\u4e00\u7c7b\u5728\u5927\u89c4\u6a21\u3001\u591a\u6837\u5316\u6570\u636e\u96c6\u4e0a\u901a\u5e38\u901a\u8fc7\u81ea\u76d1\u7763\u5b66\u4e60\u8fdb\u884c\u8bad\u7ec3\u7684\u6a21\u578b\u3002\u4e0e\u4f20\u7edf\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff08\u901a\u5e38\u4e3a\u7279\u5b9a\u3001\u72ed\u4e49\u7684\u4efb\u52a1\u800c\u8bad\u7ec3\uff09\u4e0d\u540c\uff0c\u57fa\u7840\u6a21\u578b\u53ef\u4ee5\u901a\u8fc7\u63d0\u793a\uff08prompting\uff09\u6216\u5fae\u8c03\uff08fine-tuning\uff09\u7b49\u6280\u672f\uff0c\u9002\u5e94\u5e7f\u6cdb\u7684\u4e0b\u6e38\u4efb\u52a1\u3002\u8fd9\u4e9b\u6a21\u578b\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u3001\u89c6\u89c9\u7406\u89e3\u548c\u4ee3\u7801\u751f\u6210\u7b49\u591a\u4e2a\u9886\u57df\u5747\u5c55\u73b0\u51fa\u5f3a\u5927\u7684\u6027\u80fd\u3002\u5728\u81ea\u52a8\u9a7e\u9a76\u9886\u57df\uff0c\u57fa\u7840\u6a21\u578b\u56e0\u5176\u5c06\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u6240\u83b7\u5f97\u7684\u901a\u7528\u77e5\u8bc6\u4e0e\u5bf9\u7279\u5b9aAD\u4efb\u52a1\u7684\u9ad8\u6548\u9002\u5e94\u80fd\u529b\u76f8\u7ed3\u5408\uff0c\u800c\u53d7\u5230\u5e7f\u6cdb\u5173\u6ce8\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h_1933458904249012984_2\">A. \u6240\u8003\u8651\u6587\u732e\u7684\u8303\u56f4<\/h3>\n\n\n\n<p>\u5728\u672c\u7efc\u8ff0\u4e2d\uff0c\u6211\u4eec\u805a\u7126\u4e8e\u4f7f\u7528\u57fa\u7840\u6a21\u578b\u89e3\u51b3\u81ea\u52a8\u9a7e\u9a76\u573a\u666f\u751f\u6210\u4e0e\u573a\u666f\u5206\u6790\u7684\u6587\u732e\uff08\u89c1\u56fe1\uff09\u3002\u6211\u4eec\u7684\u8c03\u7814\u57fa\u4e8e\u5728Google Scholar\u4e0a\u7684\u5173\u952e\u8bcd\u641c\u7d22\u3002\u5b8c\u6574\u7684\u5173\u952e\u8bcd\u5217\u8868\u53ef\u5728\u8bba\u6587\u7684GitHub\u4ed3\u5e93\u4e2d\u83b7\u53d6\u3002<\/p>\n\n\n\n<p>\u4e3a\u786e\u4fdd\u8c03\u7814\u7684\u5e7f\u5ea6\u4e0e\u76f8\u5173\u6027\uff0c\u6211\u4eec\u7eb3\u5165\u4e86\u7ecf\u8fc7\u540c\u884c\u8bc4\u5ba1\u7684\u4f1a\u8bae\u548c\u671f\u520a\u8bba\u6587\uff0c\u4ee5\u53ca\u6765\u81eaarXiv\u7684\u9884\u5370\u672c\u3002\u5c3d\u7ba1arXiv\u4e0a\u7684\u51fa\u7248\u7269\u672a\u7ecf\u6b63\u5f0f\u540c\u884c\u8bc4\u5ba1\uff0c\u4f46\u5b83\u4eec\u901a\u5e38\u80fd\u53ca\u65f6\u5448\u73b0\u5177\u6709\u5f71\u54cd\u529b\u7684\u7814\u7a76\u6210\u679c\uff0c\u5c24\u5176\u662f\u5728\u57fa\u7840\u6a21\u578b\u5e94\u7528\u7b49\u5feb\u901f\u53d1\u5c55\u7684\u9886\u57df\u3002\u6211\u4eec\u7684\u8c03\u7814\u6db5\u76d6\u4e862022\u5e7410\u6708\u81f32025\u5e745\u6708\u671f\u95f4\u53d1\u8868\u7684\u8bba\u6587\uff0c\u4e3b\u8981\u5173\u6ce8\u81ea\u52a8\u9a7e\u9a76\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u673a\u5668\u5b66\u4e60\/\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u548c\u673a\u5668\u4eba\u5b66\u9886\u57df\u7684\u4f1a\u8bae\u4e0e\u671f\u520a\u3002\u56fe2\u5c55\u793a\u4e86\u8bba\u6587\u53d1\u8868\u6570\u91cf\u7684\u6708\u5ea6\u8d8b\u52bf\u53ca\u5176\u5728\u4e0d\u540c\u4e3b\u9898\uff08\u5982\u4f1a\u8bae\u3001\u671f\u520a\u6216\u9884\u5370\u672c\u5e73\u53f0\uff09\u4e0a\u7684\u5206\u5e03\u60c5\u51b5\u3002\u6bcf\u7bc7\u8bba\u6587\u5bf9\u5e94\u7684\u5b8c\u6574\u51fa\u7248\u7269\u5217\u8868\u53ca\u53ef\u7528\u7684\u5f00\u6e90\u4ee3\u7801\uff08\u5982\u6709\uff09\u5747\u5305\u542b\u5728\u8bba\u6587\u7684GitHub\u4ed3\u5e93\u4e2d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic1.zhimg.com\/v2-ece2a3a6ecba89de0e91638e77ce2254_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h_1933458904249012984_3\">B. \u7efc\u8ff0\u7ed3\u6784<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic1.zhimg.com\/v2-b3eab821580318d528a39dcd3fe94c02_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u672c\u7efc\u8ff0\u7684\u7ed3\u6784\u5982\u56fe3\u6240\u793a\u3002\u7b2c\u4e8c\u90e8\u5206\u4ecb\u7ecd\u4e86\u57fa\u7840\u6a21\u578b\uff0c\u5e76\u5bf9\u573a\u666f\u751f\u6210\u4e0e\u5206\u6790\u76f8\u5173\u7684\u7efc\u8ff0\u6587\u732e\u8fdb\u884c\u4e86\u6279\u5224\u6027\u56de\u987e\uff0c\u5185\u5bb9\u6db5\u76d6\u7ecf\u5178\u65b9\u6cd5\u548c\u57fa\u4e8e\u57fa\u7840\u6a21\u578b\u7684\u6700\u65b0\u8fdb\u5c55\u3002\u7b2c\u4e09\u3001\u56db\u3001\u4e94\u90e8\u5206\u7cfb\u7edf\u5730\u63a2\u8ba8\u4e86\u57fa\u4e8e\u8bed\u8a00\u7684\u57fa\u7840\u6a21\u578b\uff0c\u9996\u5148\u4ecb\u7ecd\u57fa\u672c\u6982\u5ff5\uff0c\u7136\u540e\u6df1\u5165\u8ba8\u8bba\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u3001<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=260953183&amp;content_type=Article&amp;match_order=1&amp;q=%E8%A7%86%E8%A7%89%E8%AF%AD%E8%A8%80%E6%A8%A1%E5%9E%8B&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">\u89c6\u89c9\u8bed\u8a00\u6a21\u578b<\/a><\/p>\n\n\n\n<p>\uff08VLMs\uff09\u548c\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08MLLMs\uff09\u5728\u573a\u666f\u751f\u6210\u4e0e\u5206\u6790\u4e2d\u7684\u6700\u65b0\u5e94\u7528\u3002\u7b2c\u516d\u548c\u7b2c\u4e03\u90e8\u5206\u5219\u805a\u7126\u4e8e\u4ee5\u89c6\u89c9\u4e3a\u4e2d\u5fc3\u7684\u57fa\u7840\u6a21\u578b\uff0c\u8be6\u7ec6\u9610\u8ff0\u4e86\u6269\u6563\u6a21\u578b\uff08DMs\uff09\u548c\u4e16\u754c\u6a21\u578b\uff08WMs\uff09\u7684\u539f\u7406\u53ca\u5176\u5728\u573a\u666f\u751f\u6210\u4e2d\u7684\u76f8\u5173\u6027\u3002\u7b2c\u516b\u90e8\u5206\u8c03\u7814\u4e86\u4e0e\u81ea\u52a8\u9a7e\u9a76\u573a\u666f\u751f\u6210\u548c\u5206\u6790\u76f8\u5173\u7684\u516c\u5f00\u6570\u636e\u96c6\u548c\u4eff\u771f\u57fa\u51c6\uff0c\u5e76\u91cd\u70b9\u4ecb\u7ecd\u4e86\u8be5\u9886\u57df\u7684\u4e3b\u8981\u7ade\u8d5b\u6311\u6218\u3002\u6700\u540e\uff0c\u7b2c\u4e5d\u548c\u7b2c\u5341\u90e8\u5206\u8bc6\u522b\u4e86\u5f00\u653e\u7684\u7814\u7a76\u95ee\u9898\u5e76\u6982\u8ff0\u4e86\u672a\u6765\u7684\u7814\u7a76\u65b9\u5411\uff0c\u7b2c\u5341\u4e00\u90e8\u5206\u603b\u7ed3\u4e86\u672c\u7efc\u8ff0\u7684\u4e3b\u8981\u53d1\u73b0\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h_1933458904249012984_4\">\u76f8\u5173\u5de5\u4f5c\u56de\u987e<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h_1933458904249012984_5\">A. \u57fa\u7840\u6a21\u578b\u7684\u53d1\u5c55<\/h3>\n\n\n\n<p>\u57fa\u7840\u6a21\u578b\uff08Foundation Models, 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AI\uff09\u8fd9\u4e00\u672f\u8bed\u6709\u90e8\u5206\u91cd\u53e0\uff0c\u4f46\u4ee3\u8868\u4e86\u4e0d\u540c\u7684\u6982\u5ff5\uff1a\u524d\u8005\u6307\u4ee3\u901a\u7528\u7684\u3001\u53ef\u9002\u5e94\u7684\u6a21\u578b\uff1b\u540e\u8005\u5219\u6307\u4ee3\u5185\u5bb9\u751f\u6210\u529f\u80fd\u3002<\/p>\n\n\n\n<p>FMs\u5f97\u4ee5\u5e7f\u6cdb\u666e\u53ca\u7684\u5173\u952e\u65f6\u523b\u662fOpenAI\u4e8e2021\u5e74\u53d1\u5e03GPT-3\uff0c\u5b83\u5c06\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5e26\u5165\u4e86\u66f4\u5e7f\u6cdb\u7684AI\u793e\u533a\u3002\u8fd9\u4e00\u53d1\u5c55\u5efa\u7acb\u5728\u5f00\u521b\u6027\u5de5\u4f5c\u201cAttention Is All You 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class=\"wp-block-list\">\n<li><strong>\u57fa\u7840\u6a21\u578b\u7efc\u8ff0<\/strong>\uff1aHuang\u7b49\u4eba\u6982\u8ff0\u4e86\u5404\u79cd\u7c7b\u578b\u7684\u57fa\u7840\u6a21\u578b\uff0c\u5e76\u7b80\u8981\u8ba8\u8bba\u4e86\u573a\u666f\u751f\u6210\u3002\u7136\u800c\uff0c\u4ed6\u4eec\u7684\u5206\u6790\u4ec5\u9650\u4e8e\u8f93\u5165\u6a21\u6001\u548c\u6a21\u578b\u7c7b\u578b\uff0c\u6ca1\u6709\u6d89\u53ca\u5177\u4f53\u7684\u6280\u672f\u6216\u8bc4\u4f30\u7b56\u7565\u3002<\/li>\n\n\n\n<li><strong>\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLMs\uff09\u7efc\u8ff0<\/strong>\uff1aYang\u7b49\u4eba\u63a2\u8ba8\u4e86LLMs\u548cVLMs\u5728\u611f\u77e5\u3001\u95ee\u7b54\u548c\u751f\u6210\u7b49\u4efb\u52a1\u4e2d\u7684\u5e94\u7528\u3002\u4ed6\u4eec\u63d0\u5230\u4e86\u4f7f\u7528VLMs\u3001DMs\u548cWMs\u8fdb\u884c\u573a\u666f\u751f\u6210\uff0c\u4f46\u5e76\u672a\u5bf9\u8fd9\u4e9b\u6a21\u578b\u7c7b\u578b\u8fdb\u884c\u6e05\u6670\u7684\u533a\u5206\u3002\u5c3d\u7ba1\u5f15\u7528\u4e86\u591a\u79cd\u8bc4\u4f30\u6307\u6807\uff0c\u4f46\u8fd9\u4e9b\u6307\u6807\u5e76\u672a\u6309\u4efb\u52a1\u6216\u5e94\u7528\u573a\u666f\u8fdb\u884c\u7ec4\u7ec7\u3002Tian\u7b49\u4eba\u5bf9\u81ea\u52a8\u9a7e\u9a76\u4e2d\u7684VLMs\u8fdb\u884c\u4e86\u66f4\u7ed3\u6784\u5316\u7684\u7efc\u8ff0\uff0c\u6db5\u76d6\u4e86LLMs\u3001VLMs\u548cWMs\uff0c\u7279\u522b\u5173\u6ce8\u4e86\u901a\u8fc7VLM\u5f15\u5bfc\u7684\u751f\u6210\u8fdb\u884c\u4ea4\u901a\u4eff\u771f\u53ca\u5176\u4e0e\u6269\u6563\u6a21\u578b\u7684\u96c6\u6210\u3002\u7136\u800c\uff0c\u8be5\u7efc\u8ff0\u7f3a\u4e4f\u5173\u4e8e\u8f93\u5165\u6a21\u6001\u3001\u573a\u666f\u751f\u6210\u6280\u672f\u4ee5\u53ca\u6a21\u578b\u7c7b\u578b\u533a\u5206\u7684\u4fe1\u606f\u3002<\/li>\n\n\n\n<li><strong>\u6269\u6563\u6a21\u578b\uff08DMs\uff09\u548c\u4e16\u754c\u6a21\u578b\uff08WMs\uff09\u7efc\u8ff0<\/strong>\uff1aFu\u7b49\u4eba\u56de\u987e\u4e86\u89c6\u9891\u751f\u6210\u548c\u4e16\u754c\u6a21\u578b\uff0c\u6db5\u76d6\u4e86\u57fa\u4e8e\u6269\u6563\u3001\u81ea\u56de\u5f52\u548c\u5f3a\u5316\u5b66\u4e60\u7684\u65b9\u6cd5\u3002Feng\u7b49\u4eba\u4e13\u6ce8\u4e8e\u4e16\u754c\u6a21\u578b\uff0c\u5c06\u5176\u8f93\u51fa\u5206\u4e3a\u56fe\u50cf\u3001\u9e1f\u77b0\u56fe\u548c3D\u70b9\u4e91\uff0c\u5e76\u8ba8\u8bba\u4e86\u8bed\u4e49\u5206\u5272\u548c\u5360\u7528\u9884\u6d4b\u7b49\u8bc4\u4f30\u6307\u6807\u3002\u7136\u800c\uff0c\u8fd9\u4e24\u7bc7\u7efc\u8ff0\u90fd\u6ca1\u6709\u5c06\u6a21\u578b\u8f93\u51fa\u76f4\u63a5\u4e0e\u573a\u666f\u751f\u6210\u4efb\u52a1\u8054\u7cfb\u8d77\u6765\u3002\u5b83\u4eec\u4e5f\u672a\u80fd\u533a\u5206\u72ec\u7acb\u7684DMs\u548cWMs\uff0c\u5e76\u4e14\u7f3a\u4e4f\u5bf9\u5177\u4f53\u6280\u672f\u548c\u8bc4\u4f30\u7b56\u7565\u7684\u8ba8\u8bba\u3002<\/li>\n<\/ul>\n\n\n\n<h3 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class=\"wp-block-list\">\n<li><strong>\u57fa\u4e8e\u7ecf\u5178\u65b9\u6cd5\u7684\u7efc\u8ff0<\/strong>\uff1aRiedmaier\u7b49\u4eba\u63d0\u51fa\u4e86\u57fa\u4e8e\u573a\u666f\u7684\u5b89\u5168\u8bc4\u4f30\u65b9\u6cd5\u7684\u5206\u7c7b\u6cd5\uff0c\u5305\u62ec\u57fa\u4e8e\u77e5\u8bc6\u3001\u6570\u636e\u9a71\u52a8\u548c\u8bc1\u4f2a\uff08falsification-based\uff09\u7684\u65b9\u6cd5\u3002\u4ed6\u4eec\u5f3a\u8c03\u4f7f\u7528\u5173\u952e\u6027\u80fd\u6307\u6807\uff08\u4f8b\u5982\uff0c\u78b0\u649e\u65f6\u95f4\u3001\u6240\u9700\u51cf\u901f\u5ea6\uff09\u4f5c\u4e3a\u4e8b\u6545\u98ce\u9669\u7684\u4ee3\u7406\uff0c\u5e76\u5021\u5bfc\u5c06\u5f62\u5f0f\u5316\u65b9\u6cd5\u6574\u5408\u5230\u5b89\u5168\u9a8c\u8bc1\u4e2d\u3002 Mahmud\u7b49\u4eba\u56de\u987e\u4e86\u8bf8\u5982\u78b0\u649e\u65f6\u95f4\u3001\u540e\u5165\u4fb5\u65f6\u95f4\uff08post-encroachment 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class=\"wp-block-heading\" id=\"h_1933458904249012984_9\">\u6279\u5224\u6027\u603b\u7ed3<\/h3>\n\n\n\n<p>\u636e\u6211\u4eec\u6240\u77e5\uff0c\u73b0\u6709\u7684\u5173\u4e8e\u81ea\u52a8\u9a7e\u9a76\u548c\u573a\u666f\u751f\u6210\u4e2d\u57fa\u7840\u6a21\u578b\uff08FMs\uff09\u7684\u7efc\u8ff0\uff08\u603b\u7ed3\u89c1\u8868I\uff09\u5b58\u5728\u4ee5\u4e0b\u5c40\u9650\u6027\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7f3a\u4e4f\u5bf9\u573a\u666f\u751f\u6210\u7684\u805a\u7126<\/strong>\uff1a\u6240\u6709\u88ab\u56de\u987e\u7684\u7efc\u8ff0\u5747\u672a\u660e\u786e\u5730\u5c06\u57fa\u4e8e\u57fa\u7840\u6a21\u578b\u7684\u573a\u666f\u751f\u6210\u4f5c\u4e3a\u6838\u5fc3\u4e3b\u9898\u3002\u5373\u4f7f\u88ab\u63d0\u53ca\uff0c\u573a\u666f\u751f\u6210\u4e5f\u4ec5\u662f\u7b80\u8981\u5e26\u8fc7\uff0c\u6216\u7f3a\u4e4f\u5bf9\u751f\u6210\u6280\u672f\u3001\u573a\u666f\u53ef\u63a7\u6027\u53ca\u8bc4\u4f30\u6307\u6807\u7684\u6df1\u5165\u5206\u6790\u3002<\/li>\n\n\n\n<li><strong>\u5bf9\u573a\u666f\u5206\u6790\u7684\u8986\u76d6\u4e0d\u5b8c\u6574<\/strong>\uff1a\u8bf8\u5982\u573a\u666f\u7406\u89e3\u3001\u573a\u666f\u8bc4\u4f30\u548c\u98ce\u9669\u8bc4\u4f30\u7b49\u4efb\u52a1\u88ab\u5ffd\u89c6\u3002\u5373\u4f7f\u88ab\u6d89\u53ca\uff0c\u5176\u5206\u6790\u4e5f\u901a\u5e38\u88ab\u7b80\u5316\u4e3a\u95ee\u7b54\uff08question answering\uff09\uff0c\u5f88\u5c11\u5173\u6ce8\u7279\u5b9a\u4efb\u52a1\u7684\u6a21\u578b\u3001\u65b9\u6cd5\u6216\u8bc4\u4f30\u7b56\u7565\u3002<\/li>\n\n\n\n<li><strong>\u6a21\u6001\u4e0e\u4efb\u52a1\u95f4\u5173\u8054\u6027\u6709\u9650<\/strong>\uff1a\u5c3d\u7ba1\u4e00\u4e9b\u7efc\u8ff0\u8003\u8651\u4e86\u57fa\u7840\u6a21\u578b\u7684\u8f93\u5165\u6a21\u6001\uff08\u4f8b\u5982\uff0c\u6587\u672c\u3001\u56fe\u50cf\u548c\u8f66\u8f86\u4f20\u611f\u5668\u6570\u636e\uff09\uff0c\u4f46\u5b83\u4eec\u5e76\u672a\u5728\u8fd9\u4e9b\u6a21\u6001\u4e0e\u7528\u4e8e\u573a\u666f\u751f\u6210\u548c\u5206\u6790\u7684\u6280\u672f\u3001\u6a21\u578b\u53ca\u6570\u636e\u96c6\u4e4b\u95f4\u5efa\u7acb\u6e05\u6670\u7684\u8054\u7cfb\u3002<\/li>\n\n\n\n<li><strong>\u7f3a\u4e4f\u7ed3\u6784\u5316\u5206\u7c7b<\/strong>\uff1a\u6b64\u524d\u6ca1\u6709\u5de5\u4f5c\u63d0\u51fa\u4e00\u4e2a\u6db5\u76d6\u573a\u666f\u751f\u6210\u4e0e\u5206\u6790\u7684\u3001\u7ed3\u6784\u5316\u7684\u57fa\u7840\u6a21\u578b\u5206\u7c7b\u4f53\u7cfb\uff0c\u8be5\u4f53\u7cfb\u5e94\u540c\u65f6\u8003\u8651\u9884\u8bad\u7ec3\u6a21\u578b\u7c7b\u578b\u3001\u9002\u5e94\u65b9\u6cd5\uff08\u4f8b\u5982\uff0c\u63d0\u793a\u3001\u5fae\u8c03\uff09\u3001\u8f93\u5165\u6a21\u6001\u3001\u6570\u636e\u96c6\u548c\u8bc4\u4f30\u6307\u6807\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h_1933458904249012984_10\">\u672c\u6587\u8d21\u732e<\/h3>\n\n\n\n<p>\u4e3a\u89e3\u51b3\u73b0\u6709\u6587\u732e\u7efc\u8ff0\u7684\u5c40\u9650\u6027\uff0c\u672c\u7efc\u8ff0\u5bf9\u57fa\u7840\u6a21\u578b\u5728\u573a\u666f\u751f\u6210\u4e0e\u5206\u6790\u9886\u57df\u7684\u7814\u7a76\u683c\u5c40\u8fdb\u884c\u4e86\u5168\u9762\u7684\u8bc4\u4f30\uff08\u89c1\u8868I\uff09\u3002\u7efc\u4e0a\u6240\u8ff0\uff0c\u672c\u5de5\u4f5c\u63d0\u4f9b\u4e86\u4ee5\u4e0b\u5173\u952e\u8d21\u732e\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic1.zhimg.com\/v2-3adaf595b5745e4ab72f2f9f10193eee_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u57fa\u4e8e\u57fa\u7840\u6a21\u578b\u7684\u573a\u666f\u751f\u6210\u4e0e\u5206\u6790\u7efc\u8ff0<\/strong>\uff1a\u6211\u4eec\u63d0\u51fa\u4e86\u9996\u4e2a\u9488\u5bf9\u81ea\u52a8\u9a7e\u9a76\u4e2d\u573a\u666f\u751f\u6210\u4e0e\u5206\u6790\u7684\u7efc\u8ff0\uff0c\u6db5\u76d6\u4e86143\u7bc7\u4f7f\u7528\u57fa\u7840\u6a21\u578b\u7684\u8bba\u6587\uff0c\u6d89\u53ca\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u3001\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLMs\uff09\u3001\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08MLLMs\uff09\u3001\u6269\u6563\u6a21\u578b\uff08DMs\uff09\u548c\u4e16\u754c\u6a21\u578b\uff08WMs\uff09\u3002<\/li>\n\n\n\n<li><strong>\u73b0\u6709\u65b9\u6cd5\u7684\u7ed3\u6784\u5316\u5206\u7c7b<\/strong>\uff1a\u6211\u4eec\u7684\u5de5\u4f5c\u63d0\u4f9b\u4e86\u4e00\u4e2a\u7ed3\u6784\u5316\u7684\u5206\u7c7b\u4f53\u7cfb\uff0c\u6db5\u76d6\u4e86\u6240\u6709\u57fa\u7840\u6a21\u578b\u7c7b\u578b\uff08\u5373LLMs\u3001VLMs\u3001MLLMs\u3001DMs\u3001WMs\uff09\u3001\u573a\u666f\u7c7b\u522b\u3001\u8f93\u5165\u6a21\u6001\u3001\u6a21\u578b\u7c7b\u578b\u3001\u6570\u636e\u96c6\u3001\u6280\u672f\u65b9\u6cd5\u548c\u8bc4\u4f30\u6307\u6807\u3002<\/li>\n\n\n\n<li><strong>\u5bf9\u6570\u636e\u96c6\u3001\u4eff\u771f\u5e73\u53f0\u548c\u73b0\u6709\u57fa\u51c6\u7ade\u8d5b\u7684\u56de\u987e<\/strong>\uff1a\u6211\u4eec\u56de\u987e\u4e86\u7528\u4e8e\u573a\u666f\u751f\u6210\u4e0e\u5206\u6790\u7684\u516c\u5f00\u53ef\u7528\u6570\u636e\u96c6\u548c\u4eff\u771f\u5668\u3002\u540c\u65f6\uff0c\u6211\u4eec\u9996\u6b21\u5bf9\u81ea\u52a8\u9a7e\u9a76\u9886\u57df\u57fa\u7840\u6a21\u578b\u7684\u57fa\u51c6\u7ade\u8d5b\u8fdb\u884c\u4e86\u7cfb\u7edf\u6027\u56de\u987e\u3002<\/li>\n\n\n\n<li><strong>\u8bc6\u522b\u5f00\u653e\u6027\u6311\u6218\u4e0e\u672a\u6765\u65b9\u5411<\/strong>\uff1a\u6211\u4eec\u8bc6\u522b\u4e86\u5c06\u57fa\u7840\u6a21\u578b\u5e94\u7528\u4e8e\u57fa\u4e8e\u573a\u666f\u7684\u6d4b\u8bd5\u4e2d\u7684\u5173\u952e\u5f00\u653e\u6027\u7814\u7a76\u6311\u6218\u3002\u57fa\u4e8e\u6211\u4eec\u7684\u5206\u6790\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u672a\u6765\u7684\u7814\u7a76\u65b9\u5411\uff0c\u4ee5\u63d0\u5347\u57fa\u7840\u6a21\u578b\u9a71\u52a8\u65b9\u6cd5\u5728\u573a\u666f\u751f\u6210\u4e0e\u5206\u6790\u4e2d\u7684\u9002\u5e94\u6027\u3001\u9c81\u68d2\u6027\u548c\u8bc4\u4f30\u80fd\u529b\u3002<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h_1933458904249012984_11\">\u5927\u8bed\u8a00\u6a21\u578bLLM<\/h2>\n\n\n\n<p>\u5927\u6a21\u578b\u76f8\u5173\u5de5\u4f5c\u603b\u7ed3:<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic2.zhimg.com\/v2-97779f1dd6dc0564111ee24120bdc1fb_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u603b\u4f53\u800c\u8a00\uff0c\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u573a\u666f\u8bc4\u4f30\u4ecd\u7136\u4f9d\u8d56\u4e8e\u9ad8\u6d88\u8017\u7684\u63d0\u793a\u8bcd\uff08token-heavy prompting\uff09\u548c\u4eba\u5de5\u8bbe\u8ba1\u7684\u63d0\u793a\uff08handcrafted prompts\uff09\u3002\u65b0\u5174\u7684\u63a8\u7406\u6a21\u578b\uff0c\u5982<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=260953183&amp;content_type=Article&amp;match_order=1&amp;q=OpenAI+o1&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">OpenAI o1<\/a>\u548c<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=260953183&amp;content_type=Article&amp;match_order=1&amp;q=DeepSeek-R1&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">DeepSeek-R1<\/a><\/p>\n\n\n\n<p>\uff0c\u53ef\u80fd\u4f1a\u5b9e\u73b0\u66f4\u9ad8\u6548\u3001\u96f6\u6837\u672c\uff08zero-shot\uff09\u7684\u8bc4\u4f30\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p><strong>\u8bc4\u4f30\u6307\u6807<\/strong>\uff1a\u573a\u666f\u8bc4\u4f30\u91c7\u7528\u4efb\u52a1\u7279\u5b9a\u7684\u51c6\u786e\u6027\u6307\u6807\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u771f\u5b9e\u6027\uff08Realism\uff09<\/strong>\uff1a\u901a\u8fc7<strong>\u9c81\u68d2\u6027\u5206\u6570<\/strong>\u6765\u8861\u91cf\uff0c\u8be5\u5206\u6570\u8bc4\u4f30\u5f53\u540c\u4e00\u573a\u666f\u53d7\u5230\u6270\u52a8\u65f6\uff08\u4f8b\u5982\uff0c\u667a\u80fd\u4f53\u884c\u4e3a\u53d1\u751f\u53d8\u5316\uff09\uff0cLLM\u8868\u73b0\u7684\u4e00\u81f4\u6027\u3002\u66f4\u9ad8\u7684\u9c81\u68d2\u6027\u8868\u660e\u6a21\u578b\u80fd\u66f4\u597d\u5730\u6cdb\u5316\u5230\u73b0\u5b9e\u4e16\u754c\u7684\u53d8\u5316\u4e2d\u3002<\/li>\n\n\n\n<li><strong>\u5173\u952e\u6027\uff08Criticality\uff09<\/strong>\uff1a\u901a\u8fc7<strong>\u8bc6\u522b\u9ad8\u98ce\u9669\u667a\u80fd\u4f53\u7684\u51c6\u786e\u7387<\/strong>\u6765\u8861\u91cf\uff0c\u8fd9\u4e9b\u667a\u80fd\u4f53\u5f88\u53ef\u80fd\u4f1a\u5bfc\u81f4\u78b0\u649e\u3002<\/li>\n\n\n\n<li><strong>\u884c\u4e3a\u5206\u7c7b\uff08Behavior classification\uff09<\/strong>\uff1a\u901a\u8fc7\u8bc4\u4f30LLM\u5c06\u9a7e\u9a76\u884c\u4e3a\u5206\u7c7b\u4e3a\u9884\u5b9a\u4e49\u98ce\u683c\uff08\u5982\u6fc0\u8fdb\u3001\u8c28\u614e\uff09\u6216\u9884\u5b9a\u4e49\u6027\u80fd\u6c34\u5e73\u7684\u51c6\u786e\u6027\u6765\u8861\u91cf\u3002<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h_1933458904249012984_12\">\u89c6\u89c9\u5927\u8bed\u8a00\u6a21\u578bVLM<\/h2>\n\n\n\n<p>VLM\u76f8\u5173\u5de5\u4f5c\u7684\u56de\u987e\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/picx.zhimg.com\/v2-7a82ece3221ec8ec643fb23f70c9c54b_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic3.zhimg.com\/v2-3477d1b7f378a39d7734f9f3bd250324_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pica.zhimg.com\/v2-8a671e482dba55870e372b19cc6309f4_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u5b9e\u73b0\u5b9e\u9645\u5e94\u7528\u90e8\u7f72\uff0c\u6211\u4eec\u5fc5\u987b\u901a\u8fc7\u6a21\u578b\u538b\u7f29\u3001\u9ad8\u6548\u7684\u63d0\u793a\u5de5\u7a0b\u4ee5\u53ca\u4e13\u4e3a\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u8f66\u7aef\u6267\u884c\u4f18\u5316\u7684\u8f7b\u91cf\u5316\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLM\uff09\u67b6\u6784\uff0c\u6765\u964d\u4f4e\u63a8\u7406\u5ef6\u8fdf\u548c\u8d44\u6e90\u6d88\u8017\u3002<\/p>\n\n\n\n<p><strong>\u8bc4\u4f30\u6307\u6807<\/strong>\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u98ce\u9669\u8bc4\u5206\uff08Risk Scoring\uff09<\/strong>\uff1a\u901a\u8fc7\u5206\u7c7b\u51c6\u786e\u7387\u548c\u7531\u4eba\u5de5\u8bc4\u4f30\u7684\u89e3\u91ca\u8d28\u91cf\u6765\u8861\u91cf\u3002<\/li>\n\n\n\n<li><strong>\u5371\u9669\u4e0e\u5f02\u5e38\u68c0\u6d4b\uff08Hazard and Anomaly Detection\uff09<\/strong>\uff1a\u901a\u8fc7\u5b9a\u4f4d\u51c6\u786e\u7387\u548c\u4eba\u5de5\u8bc4\u4f30\u7684\u53ef\u89e3\u91ca\u6027\uff0c\u4ee5\u53ca\u5f02\u5e38\u7269\u4f53\u68c0\u6d4b\u7684\u51c6\u786e\u7387\u6765\u8bc4\u4f30\u3002<\/li>\n\n\n\n<li><strong>\u98ce\u9669\u9884\u6d4b\u4e0e\u6545\u969c\u9884\u6d4b\uff08Risk Forecasting and Failure Prediction\uff09<\/strong>\uff1a\u901a\u8fc7\u4e0d\u786e\u5b9a\u6027\u8bc4\u5206\u7684\u8d28\u91cf\u3001\u52a8\u4f5c\u51c6\u786e\u7387\u3001\u4e8c\u5143\u6545\u969c\u5206\u7c7b\u51c6\u786e\u7387\u4ee5\u53ca\u4e8b\u6545\u53d1\u751f\u65f6\u95f4\uff08time-to-accident\uff09\u7b49\u6307\u6807\u6765\u8861\u91cf\u6027\u80fd\u3002<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h_1933458904249012984_13\">\u591a\u6a21\u6001\u5927\u6a21\u578bMLLM<\/h2>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/picx.zhimg.com\/v2-9819676ea72fbf6a1ce05f73aeb6c485_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pica.zhimg.com\/v2-f7b8eb48c2fc5ffb520eaaeccbb604a8_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic1.zhimg.com\/v2-7b8841ff4692d5ad5cc50500a1151624_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h_1933458904249012984_14\">\u6269\u6563\u6a21\u578b<\/h2>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic3.zhimg.com\/v2-25a7e39f5361814a6c2dc9ef00e56708_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic1.zhimg.com\/v2-45e45b44de1ba48b45171c7f8ec4cb6c_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h_1933458904249012984_15\">\u4e16\u754c\u6a21\u578b<\/h2>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic2.zhimg.com\/v2-a6f18741f1550def99325550d830bfc5_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pica.zhimg.com\/v2-17fa56eee24ae447d57d987969be68d2_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic1.zhimg.com\/v2-5f17cb041113ae2b8b51fd5f32a4bed0_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h_1933458904249012984_16\">\u6570\u636e\u96c6\u3001\u4eff\u771f\u5668\u548c\u57fa\u51c6\u6c47\u603b<\/h2>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pica.zhimg.com\/v2-10a90aeacd5f54d30762f895bd9ebe4c_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pica.zhimg.com\/v2-b1a77a5762f1db57e4a37b4b7a45b2c4_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/picx.zhimg.com\/v2-53c19a8e8b3e2a3cb129abdbda998fb1_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h_1933458904249012984_17\">\u672a\u6765\u65b9\u5411<\/h2>\n\n\n\n<p>\u5e94\u5bf9\u4e0a\u8ff0\u5728\u4f7f\u7528\u57fa\u7840\u6a21\u578b\uff08FMs\uff09\u8fdb\u884c\u573a\u666f\u751f\u6210\u4e0e\u5206\u6790\u65f6\u9762\u4e34\u7684\u6311\u6218\uff0c\u50ac\u751f\u4e86\u591a\u4e2a\u672a\u6765\u6539\u8fdb\u7684\u65b9\u5411\u548c\u65b0\u7684\u7814\u7a76\u8bae\u7a0b\u3002<\/p>\n\n\n\n<p><strong>\u7814\u7a76\u65b9\u54111 \u2013 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