{"id":35408,"date":"2025-12-10T17:34:12","date_gmt":"2025-12-10T09:34:12","guid":{"rendered":"http:\/\/192.168.10.115\/?p=35408"},"modified":"2025-12-10T17:34:12","modified_gmt":"2025-12-10T09:34:12","slug":"2025-12-10-%e6%be%b3%e9%97%a8%e5%a4%a7%e5%ad%a6%e9%a6%96%e4%b8%aa%e4%b8%96%e7%95%8c%e6%a8%a1%e5%9e%8b%e9%a9%b1%e5%8a%a8%e7%9a%84%e8%a7%86%e8%a7%89%e5%ae%9a%e4%bd%8d%e6%a1%86%e6%9e%b6%ef%bc%81","status":"publish","type":"post","link":"http:\/\/222.128.65.89:18086\/index.php\/2025\/12\/10\/35408\/","title":{"rendered":"2025-12-10 \u6fb3\u95e8\u5927\u5b66\u9996\u4e2a\u4e16\u754c\u6a21\u578b\u9a71\u52a8\u7684\u89c6\u89c9\u5b9a\u4f4d\u6846\u67b6\uff01"},"content":{"rendered":"\n<p>\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/mp.weixin.qq.com\/s\/beSS1EgETSXzPc-GLDw7dQ\">https:\/\/mp.weixin.qq.com\/s\/beSS1EgETSXzPc-GLDw7dQ<\/a><\/p>\n\n\n\n<p>\u5728\u81ea\u52a8\u9a7e\u9a76\u7684\u4ea4\u4e92\u573a\u666f\u4e2d\uff0c\u6700\u5c34\u5c2c\u7684\u65f6\u523b\u83ab\u8fc7\u4e8e\u6b64\uff1a<\/p>\n\n\n\n<p>\u4e58\u5ba2\u6307\u7740\u524d\u65b9\u590d\u6742\u7684\u8def\u53e3\u8bf4\uff1a\u201c\u8ddf\u7740\u90a3\u8f86SUV\u201d\u3002\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u770b\u7740\u773c\u524d\u4e09\u8f86\u957f\u5f97\u5dee\u4e0d\u591a\u7684\u8f66\uff0c\u5185\u5fc3OS\uff1a\u201c\u54ea\u8f86\uff1f\u662f\u5de6\u8fb9\u90a3\u8f86\uff1f\u8fd8\u662f\u6b63\u5728\u53d8\u9053\u90a3\u8f86\uff1f\u201d<\/p>\n\n\n\n<p>\u73b0\u6709\u7684\u81ea\u52a8\u9a7e\u9a76\u89c6\u89c9\u5b9a\u4f4d\uff08Visual Grounding\uff09\u6a21\u578b\uff0c\u5927\u591a\u50cf\u662f\u4e00\u4e2a\u201c<strong>\u53ea\u4f1a\u770b\u56fe\u8bf4\u8bdd<\/strong>\u201d\u7684\u6123\u5934\u9752\u3002\u5b83\u4eec\u76ef\u7740\u5f53\u524d\u7684\u8fd9\u4e00\u5e27\u753b\u9762\uff0c\u8bd5\u56fe\u4ece<strong>\u50cf\u7d20<\/strong>\u91cc\u627e\u7b54\u6848\u3002\u4e00\u65e6\u6307\u4ee4\u6a21\u7cca\uff0c\u6216\u8005\u76ee\u6807\u88ab\u906e\u6321\uff0c\u5b83\u4eec\u5c31\u5f88\u5bb9\u6613\u201c\u6307\u9e7f\u4e3a\u9a6c\u201d\uff0c\u751a\u81f3\u5f15\u53d1\u9519\u8bef\u63a8\u7406\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bba\u6587\u9898\u76ee\uff1a Think Before You Drive: World Model-Inspired Multimodal Grounding for Autonomous Vehicles<\/li>\n\n\n\n<li>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2512.03454<\/li>\n<\/ul>\n\n\n\n<p>\u4eba\u7c7b\u53f8\u673a\u4e3a\u4ec0\u4e48\u4e0d\u4f1a\u5f04\u9519\uff1f\u56e0\u4e3a\u6211\u4eec\u4f1a\u201c<strong>\u9884\u5224<\/strong>\u201d\u3002<\/p>\n\n\n\n<p>\u5f53\u6211\u4eec\u542c\u5230\u6307\u4ee4\u65f6\uff0c\u5927\u8111\u91cc\u4f1a\u77ac\u95f4\u63a8\u6f14\u672a\u6765\u7684\u753b\u9762\uff1a\u5de6\u8fb9\u90a3\u8f86\u8f66\u9a6c\u4e0a\u8981\u8f6c\u5f2f\u4e86\uff0c\u4e0d\u7b26\u5408\u201c\u8ddf\u7740\u201d\u7684\u8bed\u5883\uff1b\u53ea\u6709\u4e2d\u95f4\u90a3\u8f86\u8f66\u5728\u52a0\u901f\u76f4\u884c\uff0c\u624d\u662f\u6700\u53ef\u80fd\u7684\u610f\u56fe\u3002<\/p>\n\n\n\n<p><strong>\u201c\u5728\u884c\u52a8\u4e4b\u524d\uff0c\u5148\u601d\u8003\u672a\u6765\u201d\u3002<\/strong><\/p>\n\n\n\n<p>\u53d7\u6b64\u542f\u53d1\uff0c\u6765\u81ea[\u6fb3\u95e8\u5927\u5b66]\u7684\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86\u5168\u65b0\u7684\u6846\u67b6 ThinkDeeper\u3002\u8fd9\u662f\u9996\u4e2a\u5c06\u4e16\u754c\u6a21\u578b\uff08World Model\uff09\u5f15\u5165\u81ea\u52a8\u9a7e\u9a76\u89c6\u89c9\u5b9a\u4f4d\u7684\u7814\u7a76\u3002\u8fd9\u9879\u5de5\u4f5c\u4e0d\u4ec5\u5237\u65b0\u591a\u9879\u699c\u5355\u7684SOTA\uff0c\u8fd8\u6784\u5efa\u4e86\u4e00\u4e2a\u5927\u89c4\u6a21\u7684\u89c6\u89c9\u63a5\u5730\u6570\u636e\u96c6DrivePilot\u3002<\/p>\n\n\n\n<p><strong>01. \u56f0\u5c40\uff1a\u81ea\u52a8\u9a7e\u9a76\u89c6\u89d2\u7684\u201c\u76f2\u533a\u201d<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"488\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-80-1024x488.png\" alt=\"\" class=\"wp-image-35416\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-80-1024x488.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-80-300x143.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-80-768x366.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-80.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>ThinkDeeper\u4e0e\u4f20\u7edfVLM\u7684\u5bf9\u6bd4<\/p>\n\n\n\n<p>\u5c3d\u7ba1\u89c6\u89c9\u5b9a\u4f4d\uff08VG\uff09\u548c\u591a\u6a21\u6001\u5927\u6a21\u578b\uff08VLM\uff09\u5728\u5b66\u672f\u754c\u98ce\u751f\u6c34\u8d77\uff0c\u4f46\u4e00\u65e6\u628a\u5b83\u4eec\u5e94\u7528\u5230\u73b0\u5b9e\u590d\u6742\u7684\u81ea\u52a8\u9a7e\u9a76\u573a\u666f\u4e2d\uff0c\u5f80\u5f80\u4f1a\u66b4\u9732\u51fa\u7684\u4e09\u5927\u81f4\u547d\u8f6f\u808b\uff1a<\/p>\n\n\n\n<p>\uf06c\u7a7a\u95f4\u4e0a\u7684\u201c\u8fd1\u89c6\u773c\u201d\uff1a \u666e\u901a\u6a21\u578b\u770b\u4e16\u754c\u662f2D\u7684\uff0c\u4e25\u91cd\u7f3a\u4e4f3D\u6df1\u5ea6\u611f\u77e5\u3002\u5728\u5b83\u4eec\u773c\u91cc\uff0c\u8def\u8fb9\u5e7f\u544a\u724c\u4e0a\u7684\u6c7d\u8f66\u548c\u9a6c\u8def\u4e0a\u7684\u771f\u8f66\u53ef\u80fd\u6ca1\u5565\u533a\u522b\u3002\u8fd9\u79cd\u201c\u8fd1\u89c6\u773c\u201d\u8ba9\u5b83\u4eec\u6839\u672c\u5206\u4e0d\u6e05\u8c01\u662f\u65e0\u5173\u7d27\u8981\u7684\u201c\u80cc\u666f\u677f\u201d\uff0c\u8c01\u662f\u8fd1\u5728\u54ab\u5c3a\u7684\u201c\u4ea4\u4e92\u5bf9\u8c61\u201d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"302\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-81-1024x302.png\" alt=\"\" class=\"wp-image-35417\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-81-1024x302.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-81-300x88.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-81-768x226.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-81.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u57fa\u4e8e\u6df1\u5ea6\u7684\u7a7a\u95f4\u5148\u9a8c\u793a\u610f<\/p>\n\n\n\n<p>\u65f6\u95f4\u4e0a\u7684\u201c\u77ed\u89c6\u75c7\u201d\uff1a\u9a7e\u9a76\u662f\u52a8\u6001\u7684\u535a\u5f08\uff0c\u6307\u4ee4\u5f80\u5f80\u6307\u5411\u672a\u6765\uff08\u5982\u201c\u7b49\u524d\u8f66\u8f6c\u5f2f\u540e\uff0c\u8ddf\u4e0a\u53bb\u201d\uff09\u3002\u4f46\u73b0\u6709\u6a21\u578b\u53ea\u80fd\u76ef\u7740\u5f53\u524d\u7684\u4e00\u5e27\u753b\u9762\u201c\u770b\u56fe\u8bf4\u8bdd\u201d\uff0c\u7f3a\u4e4f\u5bf9\u672a\u6765\u72b6\u6001\u7684\u63a8\u6f14\u80fd\u529b\u3002\u8fd9\u79cd\u201c\u8d70\u4e00\u6b65\u770b\u4e00\u6b65\u201d\u7684\u7b56\u7565\uff0c\u6839\u672c\u65e0\u6cd5\u4ece\u6839\u6e90\u4e0a\u6d88\u9664\u6307\u4ee4\u7684\u6b67\u4e49\u3002<\/p>\n\n\n\n<p>\uf06c\u843d\u5730\u4e0a\u7684\u201c\u865a\u80d6\u201d\uff1a \u8fd9\u4e5f\u662f\u6700\u73b0\u5b9e\u7684\u963b\u788d\u3002\u50cfGPT\u6216Qwen-VL\u8fd9\u6837\u7684\u901a\u7528\u5927\u6a21\u578b\u867d\u7136\u806a\u660e\uff0c\u4f46\u53c2\u6570\u91cf\u52a8\u8f84\u767e\u4ebf\uff0c\u63a8\u7406\u5ef6\u8fdf\u6781\u9ad8\u3002\u628a\u5b83\u4eec\u642c\u4e0a\u7b97\u529b\u53d7\u9650\u7684\u8f66\u8f7d\u82af\u7247\uff0c\u6839\u672c\u8dd1\u4e0d\u52a8\u3002\u800c\u5728\u6beb\u79d2\u5fc5\u4e89\u7684\u81ea\u52a8\u9a7e\u9a76\u4e2d\uff0c\u6162\uff0c\u5c31\u610f\u5473\u7740\u5371\u9669\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u4e0d\u80fd\u50cf\u4eba\u7c7b\u53f8\u673a\u4e00\u6837\u62e5\u6709\u201c\u65f6\u7a7a\u524d\u77bb\u6027\u201d\uff0c\u90a3\u4e48\u6240\u8c13\u7684\u4eba\u673a\u5171\u9a7e\u5c31\u6c38\u8fdc\u505c\u7559\u5728\u201c\u542c\u53e3\u4ee4\u505a\u52a8\u4f5c\u201d\u7684\u4f4e\u7ea7\u9636\u6bb5\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"520\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-82-1024x520.png\" alt=\"\" class=\"wp-image-35418\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-82-1024x520.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-82-300x152.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-82-768x390.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-82.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>ThinkDeeper\u603b\u4f53\u67b6\u6784<\/p>\n\n\n\n<p><strong>02. \u7834\u5c40\uff1a\u62d2\u7edd\u201c\u8d70\u4e00\u6b65\u770b\u4e00\u6b65\u201d\uff0c\u8ba9AV\u5b66\u4f1a\u201c\u8111\u8865\u201d\u672a\u6765<\/strong><\/p>\n\n\n\n<p>ThinkDeeper\u7684\u6838\u5fc3\u601d\u60f3\u975e\u5e38\u76f4\u89c2\uff1aThink Before You Drive\uff08\u4e09\u601d\u800c\u540e\u884c\uff09\u3002<\/p>\n\n\n\n<p>\u5b83\u5f15\u5165\u4e86\u4e00\u4e2a\u7a7a\u95f4\u611f\u77e5\u4e16\u754c\u6a21\u578b\uff08Spatial-Aware World Model, SA-WM\uff09\u3002\u8fd9\u4e2a\u6a21\u578b\u4e0d\u53ea\u662f\u7b80\u5355\u5730\u5904\u7406\u5f53\u524d\u7684\u56fe\u50cf\uff0c\u5b83\u66f4\u50cf\u662f\u7ed9\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u88c5\u4e0a\u4e86\u4e00\u4e2a\u4f1a\u601d\u8003\u7684\u201c\u5927\u8111\u201d, \u8ba9\u5b83\u5728\u505a\u51b3\u7b56\u524d\uff0c\u5148\u5b8c\u6210\u4e24\u4ef6\u6781\u5177\u201c\u4eba\u7c7b\u667a\u6167\u201d\u7684\u4e8b\u60c5\uff1a<\/p>\n\n\n\n<p><strong>\u7b2c\u4e00\u6b65<\/strong>\uff1a\u53bb\u7c97\u53d6\u7cbe\uff08Distill\uff09, \u7ed9\u89c6\u91ce\u201c\u964d\u566a\u201d\uff1aThinkDeeper\u4f1a\u7ed3\u5408\u4e58\u5ba2\u7684\u8bed\u97f3\u6307\u4ee4\uff0c\u4ece\u5f53\u524d\u7eb7\u7e41\u590d\u6742\u7684\u8857\u666f\u4e2d\u63d0\u53d6\u51fa\u5173\u952e\u7684\u201c\u6f5c\u53d8\u91cf\u72b6\u6001\uff08Latent State\uff09\u201d\u3002\u6bd4\u5982\u5f53\u4f60\u63d0\u5230\u201c\u516c\u4ea4\u8f66\u201d\u65f6\uff0c\u5b83\u4f1a\u81ea\u52a8\u8fc7\u6ee4\u6389\u8def\u8fb9\u7684\u6811\u6728\u3001\u884c\u4eba\u548c\u5c0f\u8f7f\u8f66\uff0c\u53ea\u4fdd\u7559\u4e0e\u6307\u4ee4\u76f8\u5173\u7684\u6838\u5fc3\u8981\u7d20\u3002\u5b83\u63d0\u53d6\u7684\u4e0d\u518d\u662f\u6b7b\u677f\u7684\u50cf\u7d20\uff0c\u800c\u662f\u4e0e\u4efb\u52a1\u5f3a\u76f8\u5173\u7684\u5173\u952e\u6f5c\u53d8\u91cf\uff0c\u5c31\u50cf\u4eba\u7c7b\u53f8\u673a\u5728\u5f00\u8f66\u65f6\uff0c\u773c\u4e2d\u53ea\u6709\u8def\u51b5\uff0c\u800c\u81ea\u52a8\u5ffd\u7565\u8def\u8fb9\u5e7f\u544a\u724c\u4e00\u6837\u3002<\/p>\n\n\n\n<p><strong>\u7b2c\u4e8c\u6b65<\/strong>\uff1a\u63a8\u6f14\u672a\u6765\uff08Rollout\uff09\uff0c\u5728\u8111\u4e2d\u201c\u653e\u7535\u5f71\u201d \u3002\u57fa\u4e8e\u63d0\u53d6\u51fa\u7684\u5173\u952e\u4fe1\u606f\uff0cSA-WM\u4f1a\u5feb\u901f\u5728\u6f5c\u610f\u8bc6\u91cc\u5feb\u901f\u201c\u64ad\u653e\u201d\u672a\u6765\u7684\u753b\u9762\uff1a\u9884\u6d4b\u8fd9\u4e9b\u5173\u952e\u7269\u4f53\u4e0b\u4e00\u79d2\u4f1a\u5728\u54ea\u91cc\u3001\u4f1a\u600e\u4e48\u52a8\u3002<\/p>\n\n\n\n<p>\u901a\u8fc7\u8fd9\u79cd\u201c\u672a\u6765\u72b6\u6001\u94fe\u201d\uff08Chain of Future States\uff09\u7684\u63a8\u6f14\uff0cThinkDeeper\u83b7\u5f97\u4e86\u4e00\u4e2a\u4e0a\u5e1d\u89c6\u89d2\u822c\u7684\u524d\u77bb\u6027\u7ebf\u7d22\u3002<\/p>\n\n\n\n<p>\u6700\u540e\uff0c\u518d\u914d\u5408\u4e00\u4e2a\u8d85\u56fe\u89e3\u7801\u5668\uff08Hypergraph Decoder\uff09\uff0c\u5c06\u8fd9\u4e9b\u65f6\u7a7a\u7ebf\u7d22\u4e0e\u89c6\u89c9\u3001\u6df1\u5ea6\u4fe1\u606f\u878d\u5408\uff0cThinkDeeper\u5c31\u80fd\u5728\u6781\u5ea6\u6a21\u7cca\u7684\u6307\u4ee4\u4e0b\uff0c\u7cbe\u51c6\u9501\u5b9a\u4e58\u5ba2\u7684\u60f3\u53bb\u7684\u5730\u65b9\u3002<\/p>\n\n\n\n<p><strong>03. \u6570\u636e\u589e\u5f3a\uff1a\u7528\u5927\u6a21\u578b\u201c\u91cd\u5851\u201d\u6570\u636e\uff0c\u6253\u9020DrivePilot<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"199\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-83-1024x199.png\" alt=\"\" class=\"wp-image-35419\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-83-1024x199.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-83-300x58.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-83-768x149.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-83.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>DrivePilot\u6570\u636e\u96c6\u603b\u89c8<\/p>\n\n\n\n<p>\u9664\u4e86\u6a21\u578b\u521b\u65b0\uff0c\u8be5\u56e2\u961f\u8fd8\u53d1\u5e03\u4e86DrivePilot\u6570\u636e\u96c6\u3002\u5728\u81ea\u52a8\u9a7e\u9a76\u9886\u57df\uff0c\u6570\u636e\u5c31\u662f\u71c3\u6599\u3002\u4f46\u4f20\u7edf\u7684\u516c\u5f00\u6570\u636e\u96c6\u5f80\u5f80\u9762\u4e34\u201c\u8425\u517b\u4e0d\u826f\u201d\u7684\u7a98\u5883\uff1a\u573a\u666f\u5355\u4e00\u3001\u6807\u6ce8\u53ea\u6709\u51b7\u51b0\u51b0\u7684\u7269\u4f53\u6846\uff0c\u7f3a\u4e4f\u6df1\u5c42\u7684\u8bed\u610f\u7406\u89e3\u3002\u4e3a\u4e86\u7ed9AI\u63d0\u4f9b\u6700\u4f18\u8d28\u7684\u201c\u6559\u6750\u201d\uff0c\u56e2\u961f\u5229\u7528Qwen2-VL\u5927\u6a21\u578b\u7684\u5f3a\u5927\u573a\u666f\u7406\u89e3\u80fd\u529b\uff0c\u914d\u5408RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u548cCoT\uff08\u601d\u7ef4\u94fe\uff09\u6280\u672f\uff0c\u6784\u5efa\u4e86\u4e00\u5957\u81ea\u52a8\u5316\u7684\u9ad8\u8d28\u91cf\u6570\u636e\u751f\u4ea7\u6d41\u6c34\u7ebf\uff0c\u53d1\u5e03\u4e86DrivePilot\u6570\u636e\u96c6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"384\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-84-1024x384.png\" alt=\"\" class=\"wp-image-35420\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-84-1024x384.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-84-300x113.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-84-768x288.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-84.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5229\u7528\u601d\u7ef4\u94fe\uff08CoT\uff09\u5f15\u5bfc\u5927\u6a21\u578b\u751f\u6210\u9ad8\u7ef4\u8bed\u4e49\u6807\u6ce8\u7684\u63d0\u793a\u8bcd\u8bbe\u8ba1\u793a\u610f<\/p>\n\n\n\n<p>\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u6570\u636e\u91cf\u7684\u5806\u780c\uff0c\u66f4\u662f\u7ef4\u5ea6\u7684\u5347\u7ef4\u3002DrivePilot\u5305\u542b\u4e86\u6570\u4e07\u4e2a\u590d\u6742\u573a\u666f\uff0c\u63d0\u4f9b\u4e86\u591a\u8fbe14\u4e2a\u7ef4\u5ea6\u7684\u8be6\u5c3d\u8bed\u4e49\u6807\u6ce8\uff0c\u4ece\u5929\u6c14\u53d8\u5316\u5230\u60c5\u7eea\u4e0a\u4e0b\u6587\uff0c\u4ece\u4ea4\u901a\u89c4\u5219\u5230\u9a7e\u9a76\u610f\u56fe\u3002\u5b83\u8ba9\u6570\u636e\u4ece\u67af\u71e5\u7684\u201c\u770b\u56fe\u753b\u6846\u201d\uff0c\u8fdb\u5316\u4e3a\u4e86\u4e00\u672c\u672c\u56fe\u6587\u5e76\u8302\u3001\u903b\u8f91\u4e25\u5bc6\u7684\u201c\u9a7e\u9a76\u6559\u79d1\u4e66\u201d\u3002<\/p>\n\n\n\n<p><strong>04. \u5b9e\u9a8c\u7ed3\u679c<\/strong><\/p>\n\n\n\n<p>\u5728Talk2Car\u7b49\u516d\u5927\u4e3b\u6d41\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0cThinkDeeper\u5c55\u73b0\u4e86\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u8868\u73b0\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u767b\u9876Talk2Car\u699c\u9996\uff1a\u5728\u8fd9\u4e00\u6700\u5177\u6311\u6218\u6027\u7684\u81ea\u52a8\u9a7e\u9a76\u6307\u4ee4\u5b9a\u4f4d\u57fa\u51c6\u4e0a\uff0c\u8d85\u8d8a\u4e86\u6240\u6709\u73b0\u6709\u65b9\u6848\u3002<\/li>\n\n\n\n<li>\u4e13\u6cbb\u201c\u7591\u96be\u6742\u75c7\u201d\uff1a\u5728DrivePilot\u7684\u957f\u6587\u672c\uff08Long-text\uff09\u3001\u591a\u667a\u80fd\u4f53\uff08Multi-agent\uff09\u548c\u6a21\u7cca\u6307\u4ee4\uff08Ambiguity\uff09\u7b49Corner Case\u573a\u666f\u4e2d\uff0cThinkDeeper\u7684\u4f18\u52bf\u5c24\u4e3a\u660e\u663e\uff0c\u5927\u5e45\u9886\u5148MiniGPT-v2\/Qwen2.5-VL\u7b49\u901a\u7528\u5927\u6a21\u578b\u3002<\/li>\n\n\n\n<li>\u51c6\u786e\u4e14\u9ad8\u6548\uff1aThinkDeeper\u5728\u4fdd\u6301\u9ad8\u6027\u80fd\u7684\u540c\u65f6\uff0c\u63a8\u7406\u901f\u5ea6\u8fbe\u5230\u4e8639ms \uff08A40 GPU\uff09\uff0c\u5b8c\u5168\u6ee1\u8db3\u8f66\u8f7d\u82af\u7247\u7684\u5b9e\u65f6\u6027\u8981\u6c42\uff1a\u65e2\u8dd1\u5f97\u8fc7SOTA\uff0c\u4e5f\u8dd1\u5f97\u52a8\u5b9e\u8f66\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"271\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-85-1024x271.png\" alt=\"\" class=\"wp-image-35421\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-85-1024x271.png 1024w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-85-300x79.png 300w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-85-768x203.png 768w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/12\/\u56fe\u7247-85.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>SA-WM\u5f53\u524d\/\u672a\u6765\u6f5c\u5728\u72b6\u6001\u53ef\u89c6\u5316\u53ca\u6a21\u578b\u6027\u80fd\u5728DrivePilot\u6570\u636e\u96c6\u4e0a\u7684\u5b9a\u6027\u7ed3\u679c<\/p>\n\n\n\n<p><strong>05.\u7ed3\u8bed<\/strong><\/p>\n\n\n\n<p>ThinkDeeper\u7684\u51fa\u73b0\uff0c\u8bc1\u660e\u4e86\u4e16\u754c\u6a21\u578b\u5728\u81ea\u52a8\u9a7e\u9a76\u611f\u77e5\u548c\u4eba\u673a\u4ea4\u4e92\u7406\u89e3\u5c42\u9762\u7684\u5de8\u5927\u6f5c\u529b\u3002\u5b83\u8ba9\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u4e0d\u518d\u662f\u88ab\u52a8\u63a5\u6536\u6307\u4ee4\u7684\u673a\u5668\uff0c\u800c\u53d8\u6210\u4e86\u4e00\u4e2a\u61c2\u5f97\u89c2\u5bdf\u73af\u5883\u3001\u61c2\u5f97\u63a8\u6f14\u672a\u6765\u3001\u61c2\u5f97\u7406\u89e3\u610f\u56fe\u7684\u667a\u80fd\u4f53\u3002<\/p>\n\n\n\n<p>\u5f53\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u5b66\u4f1a\u4e86\u201cThink Before Drive\u201d\uff0c\u6211\u4eec\u79bb\u771f\u6b63\u653e\u5fc3\u5730\u628a\u65b9\u5411\u76d8\u4ea4\u7ed9\u5b83\u7684\u90a3\u5929\uff0c\u53c8\u8fd1\u4e86\u4e00\u6b65\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u539f\u6587\u94fe\u63a5\uff1ahttps:\/\/mp.weixin. 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