{"id":6325,"date":"2025-10-13T13:56:42","date_gmt":"2025-10-13T05:56:42","guid":{"rendered":"https:\/\/nullthought.net\/?p=6325"},"modified":"2025-10-13T13:56:44","modified_gmt":"2025-10-13T05:56:44","slug":"%e5%af%bb%e8%b7%af%e5%9e%8bai%ef%bc%88wayfinding-ai%ef%bc%89%ef%bc%9a%e6%89%93%e9%80%a0%e6%9b%b4%e5%83%8f%e5%8c%bb%e7%94%9f%e7%9a%84%e5%81%a5%e5%ba%b7%e5%af%b9%e8%af%9d%e7%b3%bb","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=6325","title":{"rendered":"\u5bfb\u8def\u578bAI\uff08Wayfinding AI\uff09\uff1a\u6253\u9020\u201c\u66f4\u50cf\u533b\u751f\u201d\u7684\u5065\u5eb7\u5bf9\u8bdd\u7cfb\u7edf"},"content":{"rendered":"\n<p>\u73b0\u4ee3\u4eba\u83b7\u53d6\u5065\u5eb7\u4fe1\u606f\u7684\u5165\u53e3\u6781\u591a\uff0c\u4f46\u4e5f\u4f34\u968f\u4f4e\u8d28\u4fe1\u606f\u3001\u7406\u89e3\u504f\u5dee\u4e0e\u7126\u8651\u7b49\u98ce\u9669\u3002\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u867d\u7136\u5728\u533b\u5b66\u77e5\u8bc6\u4e0e\u95ee\u7b54\u4efb\u52a1\u4e0a\u8868\u73b0\u4e0d\u4fd7\uff0c\u4f46\u82e5\u7f3a\u4e4f\u5bf9\u4e2a\u4f53\u60c5\u5883\u7684\u4e3b\u52a8\u201c\u95ee\u8bca\u5f0f\u201d\u8ffd\u95ee\uff0c\u56de\u7b54\u5e38\u4f1a\u5931\u7126\u6216\u8bef\u5bfc\u3002\u6587\u7ae0<strong><a href=\"https:\/\/storage.googleapis.com\/research-media\/wayfinding-ai.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Towards Better Health Conversations: The Benefits of Context-seeking<\/a><\/strong>\u56f4\u7ed5\u201c\u60c5\u5883\u641c\u96c6\uff08context-seeking\uff09\u201d\u8fd9\u4e00\u5bf9\u8bdd\u5f0fAI\u5173\u952e\u80fd\u529b\uff0c\u5f00\u5c55\u4e864\u9879\u6df7\u5408\u65b9\u6cd5\u7814\u7a76\uff08\u603b\u53d7\u8bd5N=163\uff09\uff0c\u63d0\u51fa\u5e76\u8fed\u4ee3\u4e86\u4e00\u79cd\u201c\u5bfb\u8def\u578bAI\uff08Wayfinding AI\uff09\u201d\uff0c\u7cfb\u7edf\u8bc4\u4f30\u5176\u5728\u771f\u5b9e\u5065\u5eb7\u63d0\u95ee\u60c5\u5883\u4e2d\u7684\u5bf9\u8bdd\u8d28\u91cf\u4e0e\u7528\u6237\u504f\u597d\u3002\u7814\u7a76\u6838\u5fc3\u53d1\u73b0\uff1a\u5373\u4fbf\u9700\u8981\u591a\u8f6e\u6f84\u6e05\uff0c\u53d7\u8bd5\u8005\u4ecd\u663e\u8457\u504f\u597d\u4f1a\u4e3b\u52a8\u8ffd\u95ee\u60c5\u5883\u7684AI\uff1b\u5728\u968f\u673a\u3001\u76f2\u6cd5\u7684\u5b9a\u91cf\u5bf9\u7167\u4e2d\uff0cWayfinding AI\u5728\u201c\u6709\u7528\u6027\u3001\u95ee\u9898\u76f8\u5173\u5ea6\u3001\u4e2a\u6027\u5316\u8d34\u5408\u5ea6\u201d\u7b49\u6307\u6807\u4e0a\u663e\u8457\u4f18\u4e8e\u57fa\u7ebf\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u6587\u7ae0\u4f5c\u8005\u4e3aRORY SAYRES, YUEXING HAO, ABBI WARD, AMY WANG, BEVERLY FREEMAN, SERENA<br>ZHAN, DIEGO ARDILA, JIMMY LI, I-CHING LEE, ANNA IURCHENKO, SIYI KOU, KARTIKEYA BADOLA, JIMMY HU, BHAWESH KUMAR, KEITH JOHNSON, SUPRIYA VIJAY, JUSTIN KROGUE, AVINATAN HASSIDIM, YOSSI MATIAS, DALE R. WEBSTER, SUNNY VIRMANI, YUN LIU, QUANG DUONG, MIKE SCHAEKERMANN\uff0c\u5747\u6765\u81eaGoogle Research\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"572\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2025\/10\/image-5-1024x572.png\" alt=\"\" class=\"wp-image-6326\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2025\/10\/image-5-1024x572.png 1024w, https:\/\/nullthought.net\/wp-content\/uploads\/2025\/10\/image-5-300x168.png 300w, https:\/\/nullthought.net\/wp-content\/uploads\/2025\/10\/image-5-768x429.png 768w, https:\/\/nullthought.net\/wp-content\/uploads\/2025\/10\/image-5.png 1254w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><a href=\"https:\/\/research.google\/blog\/towards-better-health-conversations-research-insights-on-a-wayfinding-ai-agent-based-on-gemini\" target=\"_blank\" rel=\"noreferrer noopener\">Towards better health conversations: Research insights on a \u201cwayfinding\u201d AI agent based on Gemini<\/a><br>Google Research<\/figcaption><\/figure>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e00\u3001\u7814\u7a76\u8bbe\u8ba1\u4e0e\u539f\u578b\u7cfb\u7edf<\/h5>\n\n\n\n<p>\u7814\u7a76\u5171\u5305\u542b\u4e09\u8f6e\u8d28\u6027\u8bbf\u8c08\u4e0e\u4e00\u6b21\u5b9a\u91cf\u5bf9\u7167\uff1a<br>1\uff09\u8d28\u6027Study 1\u20133\uff1a\u56f4\u7ed5\u201c\u75c7\u72b6\u539f\u56e0\u610f\u56fe\uff08COSI\uff09\u201d\u4e0e\u975eCOSI\u4e24\u7c7b\u5065\u5eb7\u95ee\u9898\uff0c\u8fed\u4ee3\u8bbe\u8ba1\u539f\u578b\uff0c\u6bd4\u8f83\u4e0d\u540c\u8ffd\u95ee\u5f3a\u5ea6\u4e0e\u4e0d\u540c\u754c\u9762\u5e03\u5c40\uff08\u5355\u680f\/\u53cc\u680f\uff09\u5bf9\u5bf9\u8bdd\u8d28\u91cf\u4e0e\u7528\u6237\u884c\u4e3a\u7684\u5f71\u54cd\u3002<br>2\uff09\u5b9a\u91cfStudy 4\uff1a\u968f\u673a\u76f2\u6cd5\u3001\u914d\u5bf9\u4f7f\u7528\u4e24\u79cdAI\uff08Wayfinding vs \u57fa\u7ebf\uff09\uff0c\u7edf\u4e00\u4f7f\u7528\u533f\u540d\u8d26\u53f7\u3001\u81f3\u5c11\u5bf9\u8bdd3\u5206\u949f\uff0c\u4e4b\u540e\u5b8c\u6210\u6ee1\u610f\u5ea6\u4e0e\u504f\u597d\u95ee\u5377\uff0c\u5e76\u53ef\u9009\u62e9\u4e0a\u4f20\u5bf9\u8bdd\u8bb0\u5f55\u7528\u4e8e\u4f1a\u8bdd\u7ed3\u6784\u5206\u6790\u3002\u6307\u6807\u5305\u542b\u6709\u7528\u6027\u3001\u8ffd\u95ee\u76f8\u5173\u5ea6\u3001\u4e2a\u6027\u5316\u3001\u76ee\u6807\u7406\u89e3\u3001\u6613\u7528\u6027\u4e0e\u6548\u7387\u7b496\u7ef4\u3002<\/p>\n\n\n\n<p>\u7cfb\u7edf\u539f\u578b\uff1a<br>\u2022 \u57fa\u7ebfAI\uff1aGemini 2.5 Flash\u5f00\u7bb1\u4f7f\u7528\uff0c\u65e0\u7279\u5b9a\u201c\u4e3b\u52a8\u8ffd\u95ee\u201d\u63d0\u793a\u6a21\u677f\u3002<br>\u2022 Wayfinding AI\uff1a\u5728\u57fa\u7ebf\u4e4b\u4e0a\uff0c\u901a\u8fc7\u63d0\u793a\u5de5\u7a0b\u4e0e\u5f3a\u5316\u5b66\u4e60\uff0c\u5f3a\u5316\u201c\u5148\u6f84\u6e05\u3001\u518d\u4f5c\u7b54\u201d\u7684\u5bf9\u8bdd\u7b56\u7565\uff1bStudy 3\/4\u5728\u754c\u9762\u4e0a\u91c7\u7528\u201c\u7b54\u6848\u2013\u6f84\u6e05\u5206\u680f\uff08\u53cc\u680f\uff09\u201d\u7684\u5e03\u5c40\uff0c\u5c06\u201c\u5f53\u524d\u6700\u4f73\u7b54\u6848\u201d\u56fa\u5b9a\u4e8e\u53f3\u4fa7\uff0c\u5c06\u201c\u6f84\u6e05\u8ffd\u95ee\u201d\u4fdd\u7559\u5728\u4e3b\u5bf9\u8bdd\u6d41\u5de6\u4fa7\uff0c\u964d\u4f4e\u957f\u7b54\u590d\u7a00\u91ca\u8ffd\u95ee\u7684\u98ce\u9669\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e8c\u3001\u8d28\u6027\u53d1\u73b0\uff1a\u4e3b\u52a8\u8ffd\u95ee\u7684\u4ef7\u503c\u4e0eUI\u7684\u5173\u952e\u4f5c\u7528<\/h5>\n\n\n\n<p>\uff08\u4e00\uff09Study 1\uff1a\u7528\u6237\u91cd\u89c6\u201c\u5148\u95ee\u518d\u7b54\u201d\u7684\u94fe\u8def<br>\u5728\u4ec5COSI\u573a\u666f\u4e0b\uff0c\u591a\u6570\u53c2\u4e0e\u8005\u66f4\u504f\u597d\u201c\u81f3\u5c11\u8fde\u7eed4\u8f6e\u53ea\u63d0\u6f84\u6e05\u95ee\u9898\u518d\u56de\u7b54\u201d\u7684\u539f\u578b\uff0c\u8ba4\u4e3a\u66f4\u50cf\u4e0e\u533b\u751f\u4ea4\u8c08\uff0c\u4e5f\u66f4\u80fd\u5efa\u7acb\u4fe1\u4efb\u4e0e\u4fe1\u5fc3\u3002<\/p>\n\n\n\n<p>\uff08\u4e8c\uff09Study 2\uff1a\u957f\u7b54\u590d\u4e0e\u8ffd\u95ee\u88ab\u5ffd\u89c6\u7684\u5f20\u529b<br>\u5f53\u6a21\u578b\u7b54\u590d\u66f4\u957f\u4e14\u8ffd\u95ee\u4f4d\u7f6e\u4e0d\u7a33\u5b9a\u65f6\uff0c\u7528\u6237\u5f80\u5f80\u626b\u8bfb\u4fe1\u606f\u800c\u5ffd\u7565\u6f84\u6e05\u95ee\u9898\uff0c\u751a\u81f3\u628a\u6f84\u6e05\u5f53\u4f5c\u201c\u4fee\u8f9e\u6027\u7ed3\u5c3e\u201d\u3002\u8fd9\u66b4\u9732\u51fa\u201c\u7b54\u6848\u957f\u5ea6\u00d7\u8ffd\u95ee\u53ef\u611f\u77e5\u6027\u201d\u7684\u4ea4\u4e92\u5f71\u54cd\uff1a\u957f\u7b54\u590d\u82e5\u672a\u7a81\u51fa\u8ffd\u95ee\uff0c\u53cd\u800c\u524a\u5f31\u7528\u6237\u914d\u5408\u5ea6\u3002<\/p>\n\n\n\n<p>\uff08\u4e09\uff09Study 3\uff1a\u5c06\u201c\u7b54\u6848\u201d\u4e0e\u201c\u6f84\u6e05\u8ffd\u95ee\u201d\u663e\u5f0f\u5206\u680f<br>\u6bd4\u8f83\u5355\u680f\u4e0e\u53cc\u680fUI\uff0c\u53c2\u4e0e\u8005\u5728\u504f\u597d\u4e0a\u63a5\u8fd1\u4e94\u4e94\u5f00\uff0c\u4f46\u4e00\u81f4\u504f\u597d\u201c\u53cc\u680f\u4e2d\u9ed8\u8ba4\u5c55\u5f00\u7b54\u6848\u201d\u7684\u53d8\u4f53\uff1a\u53f3\u680f\u7684\u201c\u5f53\u524d\u7b54\u6848\u201d\u4e0d\u6253\u65ad\u5de6\u4fa7\u5bf9\u8bdd\u4e3b\u7ebf\uff0c\u5de6\u4fa7\u6f84\u6e05\u95ee\u9898\u66f4\u6613\u88ab\u6ce8\u610f\u4e0e\u54cd\u5e94\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e09\u3001\u5b9a\u91cf\u5bf9\u7167\uff08Study 4\uff09\uff1aWayfinding AI\u5728\u591a\u7ef4\u6ee1\u610f\u5ea6\u4e0a\u5360\u4f18<\/h5>\n\n\n\n<p>\uff08\u4e00\uff09\u603b\u4f53\u6ee1\u610f\u5ea6\u4e0e\u504f\u597d<br>\u53d7\u8bd5\u8005\u5728\u5206\u522b\u4f53\u9a8c\u4e24\u6b3eAI\u540e\u6253\u5206\uff0c\u5e76\u505a\u5e76\u5217\u504f\u597d\u6bd4\u8f83\u3002\u7ed3\u679c\u663e\u793a\uff0cWayfinding AI\u5728\u6709\u7528\u6027\u3001\u95ee\u9898\u76f8\u5173\u5ea6\u3001\u4e2a\u6027\u5316\u8d34\u5408\u5ea6\u4e0e\u76ee\u6807\u7406\u89e3\u7b49\u7ef4\u5ea6\u4e0a\u663e\u8457\u80dc\u51fa\uff08\u56fe4\uff09\uff1b\u6613\u7528\u6027\u4e0e\u6548\u7387\u7684\u603b\u4f53\u6bd4\u8f83\u66f4\u63a5\u8fd1\u4e2d\u6027\u3002<\/p>\n\n\n\n<p>\uff08\u4e8c\uff09\u4f1a\u8bdd\u7ed3\u6784\u4e0e\u8ffd\u95ee\u884c\u4e3a<br>Wayfinding AI\u5728\u9996\u8f6e\u7b54\u590d\u4e2d\u4e3b\u52a8\u63d0\u51fa\u201c\u5177\u4f53\u6f84\u6e05\u95ee\u9898\u201d\u7684\u5360\u6bd4\u8fdc\u9ad8\u4e8e\u57fa\u7ebf\uff08Clarifying Q\uff1a87.7% vs 8.0%\uff09\uff0c\u57fa\u7ebf\u66f4\u591a\u4e3a\u201c\u65e0\u63d0\u95ee\u201d\uff0890.1%\uff09\u3002\u6574\u4f53\u5bf9\u8bdd\u4e2d\uff0cWayfinding AI\u572896%\u7684\u4f1a\u8bdd\u91cc\u4f1a\u63d0\u51fa\u660e\u786e\u6f84\u6e05\uff1b\u4e0e\u4e4b\u5bf9\u5e94\uff0c\u7528\u6237\u66f4\u503e\u5411\u7528\u201c\u56de\u7b54\u6f84\u6e05\u201d\u7684\u65b9\u5f0f\u63a8\u8fdb\uff0c\u800c\u975e\u968f\u610f\u201c\u5c55\u5f00\/\u8f6c\u5411\u201d\u65b0\u8bdd\u9898\u3002<\/p>\n\n\n\n<p>\uff08\u4e09\uff09\u5bf9\u8bdd\u8f6e\u6b21\u4e0e\u4efb\u52a1\u7c7b\u578b<br>Wayfinding AI\u7684\u5e73\u5747\u8f6e\u6b21\u8f83\u9ad8\uff084.51 vs 3.69\uff0cp=0.025\uff09\uff0c\u4e3b\u8981\u6765\u81eaCOSI\u4efb\u52a1\uff084.96 vs 3.29\uff0cp&lt;0.001\uff09\uff1b\u975eCOSI\u5dee\u5f02\u4e0d\u663e\u8457\u3002\u8fd9\u8bf4\u660e\u201c\u5148\u6f84\u6e05\u518d\u89e3\u7b54\u201d\u7684\u7b56\u7565\uff0c\u5c24\u5176\u6709\u52a9\u4e8e\u201c\u627e\u75c7\u56e0\u201d\u7c7b\u95ee\u9898\u6784\u5efa\u66f4\u624e\u5b9e\u7684\u4fe1\u606f\u5730\u57fa\u3002<\/p>\n\n\n\n<h5 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