{"id":37986,"date":"2025-02-07T20:00:54","date_gmt":"2025-02-07T12:00:54","guid":{"rendered":"https:\/\/17aitech.com\/?p=37986"},"modified":"2025-02-07T20:00:54","modified_gmt":"2025-02-07T12:00:54","slug":"%e8%ae%a9%e5%a4%a7%e6%a8%a1%e5%9e%8b%e4%ba%92%e8%81%94%e7%bd%91%e3%80%8c%e5%86%b2%e6%b5%aa%e3%80%8d%ef%bc%8c%e9%80%9a%e4%b9%89%e5%ae%9e%e9%aa%8c%e5%ae%a4webwalker%e8%a7%a3%e9%94%81%e5%a4%8d%e6%9d%82","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37986","title":{"rendered":"\u8ba9\u5927\u6a21\u578b\u4e92\u8054\u7f51\u300c\u51b2\u6d6a\u300d\uff0c\u901a\u4e49\u5b9e\u9a8c\u5ba4WebWalker\u89e3\u9501\u590d\u6742\u4fe1\u606f\u68c0\u7d22\u65b0\u6280\u80fd"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-01-27-4\" target=\"_blank\">\u8ba9\u5927\u6a21\u578b\u4e92\u8054\u7f51\u300c\u51b2\u6d6a\u300d\uff0c\u901a\u4e49\u5b9e\u9a8c\u5ba4WebWalker\u89e3\u9501\u590d\u6742\u4fe1\u606f\u68c0\u7d22\u65b0\u6280\u80fd<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-416114429f299150b37ffd505c9ae0e1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-416114429f299150b37ffd505c9ae0e1.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>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<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section><strong>\u672c\u6587\u4e3b\u8981\u4f5c\u8005\u6765\u81ea\u901a\u4e49\u5b9e\u9a8c\u5ba4\u548c\u4e1c\u5357\u5927\u5b66\uff0c\u901a\u8baf\u4f5c\u8005\u662f\u901a\u4e49\u5b9e\u9a8c\u5ba4\u848b\u52c7\u548c\u4e1c\u5357\u5927\u5b66\u5468\u5fb7\u5b87\u3002\u5176\u4e2d\u7b2c\u4e00\u4f5c\u8005\u5434\u5bb6\u9686\uff0c\u4e1c\u5357\u5927\u5b66\u7855\u58eb\u4e8c\u5e74\u7ea7\uff0c\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u662f Agent \u548c Efficient NLP\uff0c\u8be5\u5de5\u4f5c\u5728\u963f\u91cc\u5df4\u5df4\u901a\u4e49\u5b9e\u9a8c\u5ba4 RAG \u56e2\u961f\u79d1\u7814\u5b9e\u4e60\u5b8c\u6210\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u4fe1\u606f\u7206\u70b8\u7684\u65f6\u4ee3\uff0c\u4e92\u8054\u7f51\u5c31\u50cf\u4e00\u5ea7\u5e9e\u5927\u7684\u8ff7\u5bab\uff0c\u85cf\u7740\u65e0\u6570\u5b9d\u85cf\u3002\u4f46\u4f20\u7edf\u641c\u7d22\u5f15\u64ce\u5f80\u5f80\u53ea\u80fd\u89e6\u53ca\u8868\u9762\uff0c\u5bf9\u4e8e\u590d\u6742\u3001\u591a\u5c42\u7ea7\u7684\u4fe1\u606f\u68c0\u7d22\u663e\u5f97\u529b\u4e0d\u4ece\u5fc3\u3002\u6bd4\u5982\uff0c\u4f60\u60f3\u77e5\u9053\u67d0\u4e2a\u5b66\u672f\u4f1a\u8bae\u7684\u8be6\u7ec6\u8bae\u7a0b\u3001\u5609\u5bbe\u4ecb\u7ecd\uff0c\u8fd8\u5f97\u81ea\u5df1\u624b\u52a8\u70b9\u5f00\u4e00\u4e2a\u4e2a\u7f51\u9875\u70b9\u51fb\u6df1\u6316\uff0c\u8d39\u65f6\u8d39\u529b\u3002<\/section>\n<section><\/section>\n<section>\u901a\u4e49\u5b9e\u9a8c\u5ba4 RAG \u56e2\u961f\u63d0\u51fa WebWalker \u5e2e\u4f60\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff01<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-d0a4aa54d1b4734901b4d997e690a6fb.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-d0a4aa54d1b4734901b4d997e690a6fb.gif\"><\/a><\/section>\n<section>\u5982 gif \u6240\u793a\uff0c\u7ed9\u5b9a ACL 2025 \u7684\u7f51\u9875\u5730\u5740\u548c\u95ee\u9898\uff1aindustry track \u7684\u622a\u6b62\u65e5\u671f\u548c\u5f00\u4f1a\u5730\u5740\u3002WebWalker \u901a\u8fc7\u4e00\u6b21\u53c8\u4e00\u6b21\u7684 Click \u70b9\u51fb\u4f9d\u6b21\u627e\u5230\u5bf9\u5e94\u7684\u4fe1\u606f\uff0c\u5bf9\u7f51\u7ad9\u8fdb\u884c\u5145\u5206\u7684\u63a2\u7d22\u548c\u6316\u6398\u3002<\/section>\n<section><\/section>\n<section>\u5c31\u5176\u5e94\u7528\u573a\u666f\u6765\u8bf4\uff0cWebWalker \u65e2\u53ef\u4ee5\u4f5c\u4e3a\u72ec\u7acb\u7684\u7f51\u9875\u4fe1\u606f\u68c0\u7d22\u52a9\u624b\uff0c\u6216\u65e0\u7f1d\u96c6\u6210\u5230 RAG \u7cfb\u7edf\u4e2d\uff0c\u62d3\u5c55\u5176\u5e94\u7528\u8303\u56f4\uff0c\u8ba9\u5b83\u4eec\u80fd\u591f\u5904\u7406\u66f4\u52a0\u590d\u6742\u3001\u591a\u6b65\u9aa4\u7684\u4fe1\u606f\u68c0\u7d22\u4efb\u52a1\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-de1ae0a4b97fb929d3f0e28057652db0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-de1ae0a4b97fb929d3f0e28057652db0.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-a16e4eded9fc36d327a921603d7e8f3d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-a16e4eded9fc36d327a921603d7e8f3d.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aWebWalker: Benchmarking LLMs in Web Traversal<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2501.07572<\/p>\n<\/li>\n<li>\n<p>Homepage \u5730\u5740\uff1a<\/p>\n<p>https:\/\/alibaba-nlp.github.io\/WebWalker\/<\/p>\n<\/li>\n<li>\n<p>Modelscope Demo \u5730\u5740:\u00a0<\/p>\n<p>https:\/\/www.modelscope.cn\/studios\/jialongwu\/WebWalker<\/p>\n<\/li>\n<li>\n<p>Huggingface Demo \u5730\u5740:\u00a0<\/p>\n<p>https:\/\/huggingface.co\/spaces\/callanwu\/WebWalker<\/p>\n<\/li>\n<li>\n<p>Dataset \u5730\u5740:\u00a0<\/p>\n<p>https:\/\/huggingface.co\/datasets\/callanwu\/WebWalkerQA<\/p>\n<\/li>\n<li>\n<p>Leaderboard \u5730\u5740:\u00a0https:\/\/huggingface.co\/spaces\/callanwu\/WebWalkerQALeadeboard<\/p>\n<\/li>\n<li>\n<p>Github \u5730\u5740:\u00a0<\/p>\n<p>https:\/\/github.com\/Alibaba-NLP\/WebWalker<\/p>\n<\/li>\n<\/ul>\n<section><strong>\u80cc\u666f\uff1a\u5927\u6a21\u578b\u7684\u300c\u77e5\u8bc6\u5c40\u9650\u300d\u4e0e\u68c0\u7d22\u74f6\u9888<\/strong><\/section>\n<section><\/section>\n<section>\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1\u4e2d\u5927\u653e\u5f02\u5f69\uff0c\u4f46\u5b83\u4eec\u7684\u300c\u77e5\u8bc6\u300d \u5728\u8bad\u7ec3\u540e\u5c31\u56fa\u5b9a\u4e86\u3002\u867d\u7136\u901a\u8fc7\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u80fd\u4ece\u7f51\u4e0a\u83b7\u53d6\u6700\u65b0\u4fe1\u606f\uff0c\u4f20\u7edf\u641c\u7d22\u5f15\u64ce\u7684\u6a2a\u5411\u641c\u7d22\u65b9\u5f0f\uff0c\u5f88\u96be\u6df1\u5165\u6316\u6398\u7f51\u7ad9\u5185\u90e8\u6df1\u5c42\u5185\u5bb9\uff0c\u5bfc\u81f4\u5927\u6a21\u578b\u5728\u5904\u7406\u590d\u6742\u4fe1\u606f\u65f6\u300c\u5fc3\u6709\u4f59\u800c\u529b\u4e0d\u8db3\u300d\u3002<\/section>\n<section><\/section>\n<section>\u4f20\u7edf\u641c\u7d22\u5f15\u64ce\u5982\u8c37\u6b4c\u3001\u5fc5\u5e94\u7b49\uff0c\u5b83\u4eec\u7684\u641c\u7d22\u65b9\u5f0f\uff0c\u6211\u4eec\u5b9a\u4e49\u4e3a\u5bf9\u95ee\u9898\u6c34\u5e73\u65b9\u5411\u7684\u641c\u7d22\uff0c\u96be\u4ee5\u6df1\u5165\u5230\u7f51\u7ad9\u5185\u90e8\uff0c\u6316\u6398\u90a3\u4e9b\u6df1\u57cb\u5728\u7f51\u9875\u4e4b\u4e0b\u7684\u6df1\u5c42\u5185\u5bb9\uff0c\u5bf9\u4e8e\u9690\u85cf\u5728\u7f51\u9875\u6df1\u5c42\u7684\u6709\u4ef7\u503c\u4fe1\u606f\u65e0\u80fd\u4e3a\u529b\u3002\u65e0\u6cd5\u50cf\u4eba\u7c7b\u4e00\u6837\u901a\u8fc7\u70b9\u51fb\u3001\u8f93\u5165\u7b49\u64cd\u4f5c\uff0c\u9010\u6b65\u6df1\u5165\u63a2\u7d22\u7f51\u9875\uff0c\u83b7\u53d6\u4e30\u5bcc\u7684\u7ec6\u8282\u3002<\/section>\n<section><\/section>\n<section><strong>\u89e3\u51b3\u601d\u8def<\/strong><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u8005\u9996\u5148\u5b9a\u4e49\u4e86 Web Traversal \u4efb\u52a1\uff0c\u5373\u7ed9\u5b9a\u4e00\u4e2a\u4e0e\u95ee\u9898\u76f8\u5173\u7684\u521d\u59cb\u7f51\u7ad9\uff0c\u7cfb\u7edf\u5730\u904d\u5386\u7f51\u9875\u4ee5\u63ed\u9732\u9690\u85cf\u5728\u5176\u4e2d\u7684\u4fe1\u606f\u5bf9\u95ee\u9898\u8fdb\u884c\u56de\u7b54\u3002\u540c\u65f6\uff0cWebWalkerQA \u5e94\u8fd0\u800c\u751f\uff0c\u4e13\u95e8\u8bbe\u8ba1\u6765\u8bc4\u4f30\u5927\u6a21\u578b\u5904\u7406\u590d\u6742\u3001\u591a\u6b65\u9aa4\u7f51\u9875\u4ea4\u4e92\u4e2d\u5d4c\u5165\u67e5\u8be2\u80fd\u529b\u7684\u57fa\u51c6\u6d4b\u8bd5\u3002\u5176\u805a\u7126\u4e8e\u6587\u672c\u63a8\u7406\u80fd\u529b\uff0c\u91c7\u7528\u95ee\u7b54\u683c\u5f0f\u6765\u8bc4\u4f30\u5927\u6a21\u578b\u5728\u7f51\u9875\u573a\u666f\u4e2d\u7684\u95ee\u9898\u89e3\u51b3\u80fd\u529b\uff0c\u5e76\u4e14\u5c06\u52a8\u4f5c\u9650\u5236\u4e3a\u300cClick \u70b9\u51fb\u300d\uff0c\u4ee5\u66f4\u7cbe\u51c6\u5730\u8bc4\u4f30\u667a\u80fd\u4f53\u7684\u5bfc\u822a\u548c\u4fe1\u606f\u5bfb\u6c42\u80fd\u529b\uff0c\u8fd9\u79cd\u8303\u5f0f\u66f4\u52a0\u8d34\u5408\u5b9e\u9645\u5e94\u7528\u573a\u666f\u3002<\/section>\n<section><\/section>\n<section>\u540c\u65f6\uff0c\u7814\u7a76\u8005\u63d0\u51fa\u4e86\u4e00\u4e2a\u57fa\u4e8e Multi-Agent \u6846\u67b6\u642d\u5efa\u7684 WebWalker \u6846\u67b6\uff0c\u8fdb\u884c\u7f51\u9875\u7684\u6e38\u8d70\uff0c\u83b7\u53d6\u9700\u8981\u7684\u4fe1\u606f\u3002<\/section>\n<section><\/section>\n<section><strong>WebWalkerQA \u57fa\u51c6<\/strong><\/section>\n<section><\/section>\n<section>WebWalkerQA \u901a\u8fc7\u4e24\u9636\u6bb5\u6f0f\u6597\u5f0f\u6807\u6ce8\u7b56\u7565\u6784\u5efa\u6570\u636e\uff0c\u5148\u7528 GPT-4o \u8fdb\u884c\u521d\u6b65\u6807\u6ce8\uff0c\u518d\u7531\u4f17\u5305\u6807\u6ce8\u8005\u8fdb\u884c\u8d28\u91cf\u63a7\u5236\u548c\u7b5b\u9009\uff0c\u6700\u7ec8\u83b7\u5f97\u9ad8\u8d28\u91cf\u7684 680 \u4e2a\u95ee\u7b54\u5bf9\uff0c\u8986\u76d6 1373 \u4e2a\u7f51\u9875\uff0c\u5176\u4e2d\u6d89\u53ca\u5230\u7684\u9886\u57df\u6709\u6559\u80b2\u3001\u4f1a\u8bae\u3001\u7ec4\u7ec7\u548c\u6e38\u620f\uff0c\u8d34\u8fd1\u73b0\u5b9e\u771f\u5b9e\u573a\u666f\uff0c\u5e76\u4e14\u5206\u4e3a\u591a\u6e90\u548c\u5355\u6e90\u95ee\u7b54\u4e24\u79cd\u7c7b\u578b\uff0c\u6a21\u62df\u4eba\u7c7b\u4e0d\u540c\u7f51\u9875\u63a2\u7d22\u884c\u4e3a\u3002<\/section>\n<section><\/section>\n<section>\u540c\u65f6\uff0c\u56e2\u961f\u4e86\u5f00\u6e90\u4e86 14k \u6761 silver data\uff0c\u5305\u542b\u4e86\u8be6\u7ec6\u7684\u9875\u9762\u70b9\u51fb\u7684 trajectory\uff0c\u4ee5\u4f9b\u540e\u7eed\u7814\u7a76\u8005\u7814\u7a76\u4f7f\u7528\u3002<\/section>\n<section><\/section>\n<section><strong>WebWalker \u6846\u67b6<\/strong><\/section>\n<section><\/section>\n<section>WebWalker \u6846\u67b6\u7531 Explorer Agent \u548c Critic Agent \u7ec4\u6210\u3002Explorer Agent \u57fa\u4e8e\u9075\u5faa\u601d\u8003 &#8211; \u884c\u52a8 &#8211; \u89c2\u5bdf\u8303\u5f0f\uff0c\u8d1f\u8d23\u5728\u7f51\u9875\u4e2d\u70b9\u51fb\u6309\u94ae\u3001\u8df3\u8f6c\u9875\u9762\uff1bCritic Agent \u5219\u8d1f\u8d23\u8bb0\u5fc6\uff0c\u7ef4\u62a4\u4e00\u4e2a Memory \u6765\u4fdd\u5b58\u5bf9\u95ee\u9898\u56de\u7b54\u6709\u5e2e\u52a9\u7684\u4fe1\u606f\u548c\u5224\u65ad\u5f53\u524d Memory \u4e2d\u7684\u4fe1\u606f\u80fd\u5426\u5bf9\u95ee\u9898\u8fdb\u884c\u56de\u7b54\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u79cd\u5206\u5de5\u534f\u4f5c\u8ba9\u5927\u6a21\u578b\u66f4\u9ad8\u6548\u5730\u7ba1\u7406\u8bb0\u5fc6\uff0c\u5e94\u5bf9\u957f\u6587\u672c\u548c\u590d\u6742\u903b\u8f91\u3002WebWalker \u8ba9\u5927\u6a21\u578b\u5728\u7f51\u9875\u5bfc\u822a\u4efb\u52a1\u4e2d\u80fd\u591f\u66f4\u52a0\u9ad8\u6548\u5730\u5904\u7406\u957f\u6587\u672c\u4fe1\u606f\uff0c\u6df1\u5165\u7f51\u9875\u6316\u6398\u6709\u4ef7\u503c\u7684\u5185\u5bb9\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-5bc3a5ebef4d318ccfeadfd7b6565f4d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-5bc3a5ebef4d318ccfeadfd7b6565f4d.png\"><\/a><\/section>\n<section><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u8005\u5206\u522b\u5728\u4e24\u79cd\u8bbe\u7f6e\u4e0b\u6d4b\u8bd5\u4e86 WebWalkerQA \u7684\u6027\u80fd\u3002\u7b2c\u4e00\u79cd\u662f Agent \u5728 Web Traversal \u4efb\u52a1\u4e0b\u7684\u6027\u80fd\uff0c\u5373\u8f93\u5165\u7ed9\u5b9a\u7684\u7f51\u9875\u548c\u95ee\u9898\uff0c\u8ba9 Agent \u5728\u7f51\u9875\u5185\u6e38\u8d70\uff0c\u83b7\u53d6\u4fe1\u606f\u8fdb\u884c\u56de\u7b54\u3002<\/section>\n<section><\/section>\n<section>\u53e6\u5916\uff0c\u7814\u7a76\u8005\u5206\u522b\u5728\u4e24\u79cd\u6700\u4e3b\u6d41\u7684 Single-Agent \u6846\u67b6 ReAct \u548c Reflexion \u4ee5\u53ca\u4ed6\u4eec\u63d0\u51fa\u7684 WebWalker \u4e0a\u8fdb\u884c\u4e86\u6d4b\u8bd5\u3002\u6d4b\u8bd5\u6307\u6807\u5206\u522b\u662f\u95ee\u7b54\u7684\u6b63\u786e\u7387\u548c\u6b63\u786e\u56de\u7b54\u7684\u60c5\u51b5\u4e0b Agent \u6267\u884c\u70b9\u51fb\u7684\u6b21\u6570 Action Count\u3002<\/section>\n<section><\/section>\n<section><strong>\u5728 Agent \u4e0a\u7684\u6027\u80fd<\/strong><\/section>\n<section>\u00a0<\/section>\n<section>\u4ece\u4e0b\u56fe\u53ef\u4ee5\u770b\u51fa\uff0c\u6570\u636e\u96c6\u6df1\u5ea6\u8d8a\u6df1\uff0c\u8003\u5bdf\u5185\u5bb9\u8d8a\u591a\uff0c\u9700\u8981\u6316\u6398\u7684\u4fe1\u606f\u8d8a\u96be\u627e\u5230\uff0c\u6027\u80fd\u8d8a\u4f4e\uff0c\u8fd9\u4e0e\u8bba\u6587\u6784\u9020 WebWalkerQA \u60f3\u8981\u8003\u5bdf\u7684\u5185\u5bb9\u662f\u4e00\u81f4\u7684\u3002<\/section>\n<section><\/section>\n<section>\u76f8\u6bd4\u4e8e ReAct \u548c Reflexion \u6846\u67b6\uff0c\u5f15\u5165 Multi-Agent \u7684 WebWalker \u6846\u67b6\u5bf9\u4e8e\u957f\u4e0a\u4e0b\u6587\u7406\u89e3\u7684\u7f51\u9875\u63a2\u7d22\u4efb\u52a1\u5f88\u6709\u4f5c\u7528\u3002<\/section>\n<section><\/section>\n<section>\u603b\u4f53\u6765\u8bf4\uff0cWebWalkerQA \u5bf9\u73b0\u6709 Agent \u6765\u8bf4\u662f\u4ecd\u6709\u6311\u6218\uff0c\u5373\u4f7f\u662f\u6027\u80fd\u6700\u5f3a\u7684\u57fa\u4e8e GPT-4o \u7684 WebWalker\uff0c\u5176\u8868\u73b0\u4e5f\u672a\u8fbe\u7406\u60f3\u72b6\u6001\uff0c\u4ec5\u4ec5\u53ea\u6709 40\uff0c\u51f8\u663e\u4e86\u8be5\u57fa\u51c6\u7684\u96be\u5ea6\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-a4bf91e3904270f5d2f80dccc951c13b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-a4bf91e3904270f5d2f80dccc951c13b.png\"><\/a><\/section>\n<section><strong>\u8be6\u7ec6\u5206\u6790<\/strong><\/section>\n<section>\u00a0<\/section>\n<section>\u5982\u4e0b\u5de6\u56fe\u662f\u57fa\u4e8e\u4e0d\u540c\u57fa\u5ea7 LLM \u5728\u4e0d\u540c Agent \u6b63\u786e\u7387\u548c\u6267\u884c\u6b21\u6570\u7684\u5206\u5e03\uff1b\u53f3\u56fe\u662f\u9884\u6d4b\u5206\u5e03\uff0c\u7814\u7a76\u8005\u5bf9\u9519\u8bef\u7c7b\u578b\u8fdb\u884c\u4e86\u7ec6\u81f4\u7684\u5212\u5206\uff0c\u5305\u62ec\u8d85\u8fc7\u7ed9\u5b9a\u7684\u6700\u5927\u6267\u884c\u6b21\u6570 K\uff0c\u62d2\u7b54\u6216\u5b9a\u4f4d\u9519\u8bef\uff08\u6ca1\u6709\u627e\u5230\u6b63\u786e\u7684\u9875\u9762\u5c31\u8fdb\u884c\u4e86\u56de\u7b54\uff09\u4ee5\u53ca\u63a8\u7406\u9519\u8bef\uff08\u8fd9\u91cc\u6307\u627e\u5230\u4e86\u6b63\u786e\u7684\u9875\u9762\u4f46\u662f\u4ecd\u56de\u7b54\u9519\u8bef\uff09\u3002<\/section>\n<section><\/section>\n<section>\u7efc\u5408\u6765\u770b\uff0c\u5728 ReAct \u6846\u67b6\u4e0b\uff0c\u53c2\u6570\u76f8\u5bf9\u8f83\u5c0f\u7684\u6a21\u578b\u7531\u4e8e\u7f3a\u4e4f\u6df1\u5165\u6316\u6398\u4fe1\u606f\u7684\u80fd\u529b\uff0c\u65e0\u8bba\u662f\u5426\u627e\u5230\u4e86\u76f8\u5173\u4fe1\u606f\uff0c\u5728\u8fdb\u884c\u51e0\u6b21\u64cd\u4f5c\u8fed\u4ee3\u540e\u4fbf\u5f00\u59cb\u8fdb\u884c\u56de\u7b54\u5224\u65ad\uff0c\u5e38\u5e38\u8868\u73b0\u51fa\u300c\u6446\u70c2\u300d\u6216\u8005\u4e0d\u8010\u70e6\u7684\u7279\u6027\u3002\u901a\u8fc7\u5f15\u5165\u8bb0\u5fc6\u673a\u5236\u6765\u7ba1\u7406\u957f\u4e0a\u4e0b\u6587\uff0c\u6216\u8005\u968f\u7740\u6a21\u578b\u53c2\u6570\u7684\u589e\u5f3a\u8fd9\u79cd\u73b0\u8c61\u6709\u6240\u7f13\u89e3\uff0c\u8bf4\u660e\u8fd9\u79cd\u73b0\u8c61\u6e90\u4e8e\u957f\u4e0a\u4e0b\u6587\u4e2d\u566a\u58f0\u4fe1\u606f\u7684\u5e72\u6270\u4ee5\u53ca\u6a21\u578b\u81ea\u8eab\u80fd\u529b\u7684\u5c40\u9650\u6027\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-7a143a52e496871417b376d9695bfed5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-7a143a52e496871417b376d9695bfed5.png\"><\/a><\/section>\n<section><strong>\u5728 RAG \u7cfb\u7edf\u4e0a\u7684\u6027\u80fd<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u53e6\u4e00\u79cd\u8bbe\u7f6e\u662f\u76f4\u63a5\u7aef\u5230\u7aef\u6d4b\u8bd5 RAG \u7cfb\u7edf\u4e0b QA \u7684\u6027\u80fd\uff0c\u7814\u7a76\u8005\u5206\u522b\u6d4b\u8bd5\u4e86\u5728 Close Book \u548c\u4e00\u4e9b\u5f00\u6e90\u3001\u5546\u7528 RAG \u7cfb\u7edf\u4e0a\u7684\u6027\u80fd\u3002\u7ed3\u679c\u663e\u793a\uff0cClose Book \u5728 WebWalkerQA \u4e0a\u7ed3\u679c\u5f88\u5dee\uff0c\u56e0\u4e3a\u7814\u7a76\u8005\u6536\u96c6\u9875\u9762\u4fe1\u606f\u5177\u6709\u9ad8\u5ea6\u7684\u65f6\u6548\u6027\u3002<\/section>\n<section><\/section>\n<section>\u540c\u6837\u5730\uff0cWebWalkerQA \u9700\u8981\u641c\u7d22\u5f15\u64ce\u641c\u5230\u6bd4\u8f83\u6df1\u7684\u9875\u9762\u5185\u5bb9\uff0c\u6216\u8005\u9700\u8981\u62c6\u89e3 Query \u8fdb\u884c\u641c\u7d22\uff0c\u8fd9\u7ed9 RAG \u7cfb\u7edf\u5e26\u6765\u4e86\u6311\u6218\uff0c\u6700\u597d\u7684\u7ed3\u679c\u4e5f\u662f 40 \u5de6\u53f3\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-308867844f59f65aa6a599ecd14bc1e7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-308867844f59f65aa6a599ecd14bc1e7.png\"><\/a><\/section>\n<section><strong>\u4e8c\u7ef4 RAG \u7684\u63a2\u7d22<\/strong><\/section>\n<section><\/section>\n<section>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cWebWalker\u00a0\u4e2d\u7684 memory \u5bf9\u4e8e\u56de\u7b54 query \u662f\u975e\u5e38\u91cd\u8981\u7684\u3002\u5982\u679c rag \u94fe\u8def\u4e2d\u7684\u641c\u7d22\u5f15\u64ce\u53ef\u4ee5\u5f53\u4f5c\u5bf9 query \u8fdb\u884c\u6a2a\u5411\u641c\u7d22\uff0cWebWalker\u00a0\u662f\u5bf9\u9875\u9762\u7684\u7eb5\u5411\u6df1\u5ea6\u63a2\u7d22\uff0c\u8fd9\u662f\u5b8c\u5168\u53ef\u4ee5\u4e92\u8865\u7684\u3002<\/section>\n<section><\/section>\n<section>\u56e0\u6b64\uff0c\u5982\u679c\u628a\u00a0WebWalker\u00a0\u4e2d\u7684 memory \u62fc\u63a5\u5230 rag \u94fe\u8def\u4e0a\uff0c\u8fd9\u79cd\u6a2a\u5411\u548c\u7eb5\u5411\u6574\u5408\u8868\u73b0\u51fa\u8272\uff0c\u5728\u6240\u6709\u7c7b\u522b\u548c\u96be\u5ea6\u7684\u6570\u636e\u96c6\u4e0a\u6548\u679c\u5747\u6709\u63d0\u5347\uff0c\u8bc1\u660e\u4e86\u5782\u76f4\u63a2\u7d22\u9875\u9762\u5bf9\u4e8e\u63d0\u5347 RAG \u6027\u80fd\u7684\u6f5c\u529b\u3002<strong>\u8fd9\u662f\u5bf9 RAG \u4e8c\u7ef4\u63a2\u7d22\u7684\u9996\u6b21\u5c1d\u8bd5<\/strong>\uff01<\/section>\n<section><\/section>\n<section>\u6b64\u5916\uff0c\u7814\u7a76\u8005\u5bf9 WebWalker \u7684\u6316\u6398\u70b9\u51fb\u6b21\u6570\u8fdb\u884c scale up\uff0c\u770b\u662f\u5426\u80fd\u5f97\u5230\u66f4\u597d\u3001\u66f4\u591a\u7684 memory \u4fe1\u606f\u3002\u968f\u7740\u6316\u6398\u70b9\u51fb\u6b21\u6570\u7684\u589e\u5927\uff0c\u4e0d\u4ec5\u5728 WebWalker \u4e0a\u6709\u8f83\u5927\u63d0\u5347\uff0c\u628a memory \u52a0\u5165\u5230 rag \u7cfb\u7edf\u4e4b\u540e\uff0c\u6027\u80fd\u4e5f\u968f\u4e4b\u63d0\u5347\u3002\u8fd9\u7ed9 rag \u7cfb\u7edf\u8fdb\u884c test-time \u7684\u62d3\u5c55\u63d0\u4f9b\u4e86\u65b0\u7684\u89d2\u5ea6\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-693d9f0d90254f2c72f1377d5841a609.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-693d9f0d90254f2c72f1377d5841a609.png\"><\/a><\/section>\n<section><strong>\u7a81\u51fa Insight<\/strong><\/section>\n<ul>\n<li>\n<p><strong>\u7f51\u9875\u5bfc\u822a\u5bfb\u627e\u4fe1\u606f\u4ecd\u6bd4\u8f83\u56f0\u96be<\/strong>\uff1a\u5728\u9700\u8981\u89c4\u5212\u548c\u63a8\u7406\u7684\u4efb\u52a1\u4e2d\uff0c\u7f51\u9875\u5bfc\u822a\u4efb\u52a1\u4ecd\u9700\u8fdb\u884c\u8fdb\u4e00\u6b65\u7684\u7814\u7a76\u548c\u63a2\u7d22\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u7ed3\u5408 RAG \u6709\u6548<\/strong>\uff1aRAG \u4e0e WebWalker \u7684\u7ed3\u5408\uff0c\u5728\u4fe1\u606f\u68c0\u7d22\u95ee\u7b54\u4efb\u52a1\u4e2d\u5c55\u73b0\u51fa\u5f3a\u5927\u6548\u679c\u3002\u8fd9\u79cd\u534f\u540c\u4f5c\u7528\u4e0d\u4ec5\u63d0\u5347\u4e86\u4fe1\u606f\u68c0\u7d22\u7684\u6548\u7387\uff0c\u8fd8\u4e3a\u5904\u7406\u590d\u6742\u4efb\u52a1\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u652f\u6301\u3002Agentic \u7684\u4e8c\u7ef4 RAG \u4f1a\u5f88\u6709\u5e2e\u52a9\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5782\u76f4\u63a2\u7d22\u6709\u6f5c\u529b<\/strong>\uff1a\u9875\u9762\u7684\u5782\u76f4\u63a2\u7d22\u4e3a RAG \u7cfb\u7edf test-time \u7684\u6269\u5c55\u63d0\u4f9b\u4e86\u65b0\u601d\u8def\u3002\u7a81\u7834\u8fed\u4ee3\u641c\u7d22\u7684\u8303\u5f0f\uff0c\u5bf9\u9875\u9762\u8fdb\u884c\u5782\u76f4\u63a2\u7d22\u3002<\/p>\n<\/li>\n<\/ul>\n<section>\u603b\u4e4b\uff0c<strong>WebWalkerQA \u548c WebWalker \u7684\u51fa\u73b0\uff0c\u4e3a\u5927\u6a21\u578b\u5728\u590d\u6742\u3001\u591a\u6b65\u9aa4\u4fe1\u606f\u68c0\u7d22\u4efb\u52a1\u4e2d\u7684\u7f51\u9875\u904d\u5386\u80fd\u529b\u8bc4\u4f30\u63d0\u4f9b\u4e86\u65b0\u6807\u51c6\u548c\u5de5\u5177\u3002\u5b83\u4eec\u5f3a\u8c03\u4e86\u7f51\u9875\u4fe1\u606f\u83b7\u53d6\u4efb\u52a1\u4e2d\u6df1\u5ea6\u3001\u5782\u76f4\u63a2\u7d22\u7684\u91cd\u8981\u6027\uff0c\u662f\u53ef\u80fd\u4e00\u76f4 Agentic RAG 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