{"id":39874,"date":"2025-04-03T23:02:24","date_gmt":"2025-04-03T15:02:24","guid":{"rendered":"https:\/\/17aitech.com\/?p=39874"},"modified":"2025-04-03T23:02:24","modified_gmt":"2025-04-03T15:02:24","slug":"deepresearcher%ef%bc%9a%e4%ba%a4%e5%a4%a7%e3%80%81sii%e5%8f%91%e5%b8%83%e9%a6%96%e4%b8%aa%e7%9c%9f%e5%ae%9e%e7%8e%af%e5%a2%83%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0%e3%80%8cai%e7%a0%94%e7%a9%b6%e8%80%85","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39874","title":{"rendered":"DeepResearcher\uff1a\u4ea4\u5927\u3001SII\u53d1\u5e03\u9996\u4e2a\u771f\u5b9e\u73af\u5883\u5f3a\u5316\u5b66\u4e60\u300cAI\u7814\u7a76\u8005\u300d\u6a21\u578b"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-04-03-9\" target=\"_blank\">DeepResearcher\uff1a\u4ea4\u5927\u3001SII\u53d1\u5e03\u9996\u4e2a\u771f\u5b9e\u73af\u5883\u5f3a\u5316\u5b66\u4e60\u300cAI\u7814\u7a76\u8005\u300d\u6a21\u578b<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-3539f135ec845495e21507a87a5f686e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-3539f135ec845495e21507a87a5f686e.png\"><\/a><\/section>\n<p>\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u4e0e SII \u8054\u5408\u53d1\u5e03\u4e86 DeepResearcher\uff0c\u4ee3\u7801\u8bad\u7ec3\u6846\u67b6\u5b8c\u5168\u5f00\u6e90\u3002\u8fd9\u662f<strong>\u9996\u4e2a\u5728\u771f\u5b9e\u7f51\u7edc\u73af\u5883\u4e2d\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u7684 AI \u7814\u7a76\u6a21\u578b\u3002<\/strong><\/p>\n<p>\u968f\u7740\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u63a8\u7406\u80fd\u529b\u7684\u98de\u901f\u53d1\u5c55\uff0cOpenAI\u3001Google 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\u4e0d\u4f1a\u76f2\u76ee\u63a5\u53d7\u9996\u6b21\u641c\u7d22\u7ed3\u679c\uff0c\u800c\u662f\u4e3b\u52a8\u5f00\u5c55\u7b2c\u4e8c\u8f6e\u66f4\u7cbe\u786e\u7684\u641c\u7d22\u4ee5\u9a8c\u8bc1\u4fe1\u606f\u51c6\u786e\u6027\uff0c\u786e\u4fdd\u6700\u7ec8\u7b54\u6848\u7684\u53ef\u9760\u6027\u3002\u8fd9\u79cd\u81ea\u53d1\u5f62\u6210\u7684\u4ea4\u53c9\u9a8c\u8bc1\u884c\u4e3a\uff0c\u662f AI \u771f\u6b63\u7406\u89e3 &#8220;\u7814\u7a76&#8221; \u672c\u8d28\u7684\u4f53\u73b0\uff01<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-4868249bd11287fbd5c700df9897f4cc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-4868249bd11287fbd5c700df9897f4cc.png\"><\/a><\/section>\n<p>\u867d\u7136\u8fd1\u671f\u7814\u7a76\u5c1d\u8bd5\u5c06\u5f3a\u5316\u5b66\u4e60\u4e0e\u4fe1\u606f\u68c0\u7d22\u7ed3\u5408\uff0c\u4f46\u5b83\u4eec\u5927\u591a\u57fa\u4e8e\u672c\u5730\u77e5\u8bc6\u5e93\u6a21\u62df\u641c\u7d22\uff0c\u800c\u975e\u5728\u771f\u5b9e\u7f51\u7edc\u73af\u5883\u4e2d\u8bad\u7ec3\u3002\u8fd9\u5c31\u50cf\u5728 <strong>&#8220;\u6a21\u62df\u6c34\u6c60&#8221; \u91cc\u5b66\u6e38\u6cf3\uff0c\u800c\u975e\u771f\u6b63\u7684 &#8220;\u5927\u6d77&#8221; \u4e2d\u5386\u7ec3\u3002<\/strong><\/p>\n<p>\u800c DeepResearcher \u5c1d\u8bd5\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u5b83\u76f4\u63a5\u4e0e\u5b9e\u65f6\u641c\u7d22\u5f15\u64ce\u4e92\u52a8\uff0c\u5728\u771f\u5b9e\u4e92\u8054\u7f51\u7684\u590d\u6742\u73af\u5883\u4e2d\u5b66\u4e60\u7814\u7a76\u6280\u80fd\u3002\u5c31\u50cf\u4eba\u7c7b\u7814\u7a76\u8005\u4e00\u6837\uff0c\u5b83\u80fd<strong>\u81ea\u4e3b\u89c4\u5212\u7814\u7a76\u8def\u5f84\u3001\u4ea4\u53c9\u9a8c\u8bc1\u4fe1\u606f\u3001\u52a8\u6001\u8c03\u6574\u7b56\u7565\uff0c\u751a\u81f3\u5728\u4fe1\u606f\u4e0d\u8db3\u65f6\u5766\u8bda\u627f\u8ba4\u9650\u5236\u3002<\/strong><\/p>\n<p>\u8fd9\u4e00\u5f00\u521b\u6027\u5de5\u4f5c\u4e0d\u4ec5\u586b\u8865\u4e86\u5f00\u6e90 Deep Research \u9886\u57df\u7684\u5173\u952e\u7a7a\u767d\uff0c\u4e5f\u4e3a\u7406\u89e3\u5982\u4f55\u57f9\u517b AI \u7684\u771f\u5b9e\u7814\u7a76\u80fd\u529b\u63d0\u4f9b\u4e86\u5168\u65b0\u89c6\u89d2\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-addfbd334a346e772a60aef78f285dba.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-addfbd334a346e772a60aef78f285dba.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aDeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/github.com\/GAIR-NLP\/DeepResearcher\/blob\/main\/resources\/DeepResearcher.pdf<\/p>\n<\/li>\n<li>\n<p>\u4ee3\u7801\u5730\u5740\uff1ahttps:\/\/github.com\/GAIR-NLP\/DeepResearcher<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u5730\u5740\uff1ahttps:\/\/huggingface.co\/GAIR\/DeepResearcher-7b<\/p>\n<\/li>\n<\/ul>\n<p><strong>\u7ed3\u679c\u603b\u7ed3<\/strong><\/p>\n<ul>\n<li>\n<p>DeepResearcher \u5728\u591a\u4e2a\u95ee\u7b54\u6570\u636e\u96c6\u4e0a\u8d85\u8fc7\u6240\u6709\u57fa\u7ebf\uff0c\u4e0e\u57fa\u4e8e\u63d0\u793a\u5de5\u7a0b\u7684\u667a\u80fd\u4f53\u76f8\u6bd4\uff0cDeepResearcher \u5728\u7814\u7a76\u4efb\u52a1\u5b8c\u6210\u5ea6\u65b9\u9762\u6700\u9ad8\u53ef\u63d0\u5347 28.9 \u5206\u3002\u76f8\u8f83\u4e8e\u57fa\u4e8e RAG \u7684\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u667a\u80fd\u4f53\uff0cDeepResearcher \u7684\u63d0\u5347\u5e45\u5ea6\u6700\u9ad8\u53ef\u8fbe 7.2 \u5206\u3002\u8fd9\u5728\u77e5\u8bc6\u8303\u56f4\u8d85\u51fa\u7ef4\u57fa\u767e\u79d1\u7684 Bamboogle \u6d4b\u8bd5\u96c6\u4e0a\u5c24\u4e3a\u660e\u663e\u3002<\/p>\n<\/li>\n<li>\n<p>\u771f\u5b9e\u641c\u7d22\u73af\u5883\u7684\u76f4\u63a5\u4ea4\u4e92\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u5b9e\u73b0\u7ec6\u8282\uff0c\u800c\u662f\u6784\u5efa\u80fd\u591f\u5728\u771f\u5b9e\u4e16\u754c\u5e94\u7528\u4e2d\u9ad8\u6548\u6267\u884c\u7814\u7a76\u4efb\u52a1\u7684\u81ea\u4e3b\u7cfb\u7edf\u7684\u5173\u952e\u7ec4\u6210\u90e8\u5206\u3002<\/p>\n<\/li>\n<li>\n<p>\u518d\u5229\u7528\u771f\u5b9e\u73af\u5883\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u540e\uff0c\u6a21\u578b\u5c55\u793a\u51fa\u89c4\u5212\u3001\u53cd\u601d\u3001\u4ea4\u53c9\u9a8c\u8bc1\u7b49\u884c\u4e3a\uff0c\u5e76\u80fd\u4fdd\u6301\u8bda\u5b9e\u56de\u7b54\u3002<\/p>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-2cb3ad1bc5b9b5fd4c694f2352658d57.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-2cb3ad1bc5b9b5fd4c694f2352658d57.png\"><\/a><\/section>\n<p><strong>\u4e00\u3001\u4e3a\u4ec0\u4e48\u8981\u5728\u771f\u5b9e\u73af\u5883\u505a\u7aef\u5230\u7aef RL scaling<\/strong><\/p>\n<p>\u5728\u5f00\u53d1\u771f\u6b63\u6709\u6548\u7684\u6df1\u5ea6\u7814\u7a76\u4ee3\u7406\u65f6\uff0c\u8bad\u7ec3\u73af\u5883\u7684\u9009\u62e9\u81f3\u5173\u91cd\u8981\u3002\u4e0e\u4f20\u7edf\u7684\u57fa\u4e8e\u672c\u5730 RAG \u7684 RL 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RAG \u73af\u5883\u8fc7\u4e8e &#8220;\u5e72\u51c0&#8221; \u548c\u53ef\u63a7\uff0c\u5b83\u5047\u8bbe\u6240\u6709\u5fc5\u8981\u4fe1\u606f\u90fd\u5df2\u5b58\u5728\u4e8e\u56fa\u5b9a\u77e5\u8bc6\u5e93\u4e2d\uff0c\u8fd9\u4e00\u5047\u8bbe\u5728\u771f\u5b9e\u7684\u6df1\u5ea6\u7814\u7a76\u573a\u666f\u4e2d\u51e0\u4e4e\u4e0d\u6210\u7acb\u3002<\/p>\n<p>\u771f\u5b9e\u73af\u5883\u8fd8\u8981\u6c42\u6a21\u578b\u53d1\u5c55\u590d\u6742\u7684\u4fe1\u606f\u6574\u5408\u80fd\u529b\u3002\u6a21\u578b\u9700\u8981\u5b66\u4e60\u4ece\u591a\u4e2a\u6765\u6e90\u6536\u96c6\u4fe1\u606f\uff0c\u5e76\u901a\u8fc7\u6279\u5224\u6027\u601d\u7ef4\u5c06\u8fd9\u4e9b\u4fe1\u606f\u5408\u6210\u4e3a\u8fde\u8d2f\u7684\u7b54\u6848\u3002\u5b83\u5fc5\u987b\u6743\u8861\u4e0d\u540c\u4fe1\u606f\u6e90\u7684\u53ef\u9760\u6027\uff0c\u8bc6\u522b\u5e76\u89e3\u51b3\u77db\u76fe\u7684\u89c2\u70b9\uff0c\u5e76\u4ee5\u4eba\u7c7b\u53ef\u7406\u89e3\u7684\u65b9\u5f0f\u5448\u73b0\u7ed3\u679c\u3002\u8fd9\u79cd\u590d\u6742\u7684\u4fe1\u606f\u5904\u7406\u80fd\u529b\u53ea\u80fd\u5728\u9762\u5bf9\u771f\u5b9e\u4fe1\u606f\u6e90\u7684\u591a\u6837\u6027\u548c\u4e0d\u53ef\u9884\u6d4b\u6027\u65f6\u624d\u80fd\u771f\u6b63\u53d1\u5c55\u8d77\u6765\u3002<\/p>\n<p><strong>RL Scaling \u662f\u6cdb\u5316\u80fd\u529b\u7684\u4fdd\u969c<\/strong><\/p>\n<p>RL Scaling \u8bad\u7ec3\u662f\u786e\u4fdd\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u7684\u5173\u952e\u673a\u5236\u3002\u901a\u8fc7\u5728\u6d77\u91cf\u771f\u5b9e\u7f51\u7edc\u67e5\u8be2\u4e2d\u4e0d\u65ad\u8bd5\u9519\u548c\u4f18\u5316\uff0c\u6a21\u578b\u80fd\u591f\u9010\u6b65\u5efa\u7acb\u8d77\u5bf9\u641c\u7d22\u7b56\u7565\u7684\u6df1\u523b\u7406\u89e3\uff0c\u800c\u975e\u7b80\u5355\u8bb0\u5fc6\u7279\u5b9a\u67e5\u8be2 &#8211; \u54cd\u5e94\u5bf9\u3002\u8fd9\u79cd\u7406\u89e3\u4f53\u73b0\u5728\u591a\u4e2a\u5c42\u9762\uff1a<\/p>\n<ul>\n<li>\n<p>\u6a21\u578b\u5b66\u4f1a\u4e86\u5982\u4f55\u6839\u636e\u95ee\u9898\u6027\u8d28\u6784\u5efa\u6709\u6548\u7684\u641c\u7d22\u67e5\u8be2<\/p>\n<\/li>\n<li>\n<p>\u5b83\u80fd\u591f\u8bc6\u522b\u54ea\u4e9b\u641c\u7d22\u7ed3\u679c\u503c\u5f97\u6df1\u5165\u63a2\u7d22\uff0c\u54ea\u4e9b\u53ef\u4ee5\u5ffd\u7565<\/p>\n<\/li>\n<li>\n<p>\u5728\u521d\u59cb\u641c\u7d22\u5931\u8d25\u65f6\uff0c\u5b83\u80fd\u591f\u8c03\u6574\u7b56\u7565\uff0c\u5c1d\u8bd5\u4e0d\u540c\u7684\u5173\u952e\u8bcd\u6216\u641c\u7d22\u89d2\u5ea6<\/p>\n<\/li>\n<li>\n<p>\u9762\u5bf9\u590d\u6742\u95ee\u9898\uff0c\u5b83\u80fd\u591f\u5206\u89e3\u4e3a\u591a\u4e2a\u5b50\u95ee\u9898\u5e76\u9010\u4e00\u89e3\u51b3<\/p>\n<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u80fd\u529b\u4f7f\u5f97 DeepResearcher \u80fd\u591f\u5904\u7406\u8bad\u7ec3\u4e2d\u4ece\u672a\u89c1\u8fc7\u7684\u95ee\u9898\u7c7b\u578b\uff0c\u8868\u73b0\u51fa\u771f\u6b63\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u800c\u975e\u4ec5\u4f9d\u8d56\u4e8e\u53c2\u6570\u5316\u8bb0\u5fc6\u3002<\/p>\n<p><strong>\u7aef\u5230\u7aef\u8bad\u7ec3\u8ba9\u6a21\u578b\u6446\u8131\u5de5\u4f5c\u6d41\u7684\u684e\u688f<\/strong><\/p>\n<p>\u4f20\u7edf\u7684\u63d0\u793a\u5de5\u7a0b\u65b9\u6cd5\u901a\u5e38\u9884\u8bbe\u4e86\u56fa\u5b9a\u7684\u5de5\u4f5c\u6d41\u7a0b\uff1a\u5148\u505a A\uff0c\u518d\u505a B\uff0c\u6700\u540e\u505a C\u3002\u8fd9\u79cd\u65b9\u6cd5\u5728\u5904\u7406\u6807\u51c6\u95ee\u9898\u65f6\u53ef\u80fd\u6709\u6548\uff0c\u4f46\u9762\u5bf9\u590d\u6742\u591a\u53d8\u7684\u7814\u7a76\u4efb\u52a1\u65f6\u5f80\u5f80\u663e\u5f97\u50f5\u5316\u3002\u901a\u8fc7\u7aef\u5230\u7aef\u7684 RL \u8bad\u7ec3\uff0cDeepResearcher \u80fd\u591f\uff1a<\/p>\n<ul>\n<li>\n<p>\u81ea\u4e3b\u53d1\u73b0\u6700\u4f18\u7684\u7814\u7a76\u8def\u5f84\uff0c\u800c\u975e\u9075\u5faa\u9884\u5b9a\u4e49\u7684\u5de5\u4f5c\u6d41\u3002<\/p>\n<\/li>\n<li>\n<p>\u6839\u636e\u95ee\u9898\u7684\u5b9e\u9645\u9700\u6c42\u7075\u6d3b\u8c03\u6574\u641c\u7d22\u6df1\u5ea6\u548c\u5e7f\u5ea6\u3002<\/p>\n<\/li>\n<li>\n<p>\u5728\u641c\u7d22\u8fc7\u7a0b\u4e2d\u6839\u636e\u65b0\u53d1\u73b0\u7684\u4fe1\u606f\u52a8\u6001\u8c03\u6574\u7814\u7a76\u65b9\u5411\u3002<\/p>\n<\/li>\n<li>\n<p>\u53d1\u5c55\u51fa\u4eba\u7c7b\u8bbe\u8ba1\u8005\u53ef\u80fd\u672a\u66fe\u9884\u6599\u5230\u7684\u521b\u65b0\u6027\u95ee\u9898\u89e3\u51b3\u7b56\u7565\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u8fd9\u79cd\u81ea\u4e3b\u6027\u4f7f DeepResearcher \u80fd\u591f\u5e94\u5bf9\u5404\u79cd\u7814\u7a76\u573a\u666f\uff0c\u5305\u62ec\u90a3\u4e9b\u9700\u8981\u9ad8\u5ea6\u521b\u9020\u6027\u548c\u9002\u5e94\u6027\u7684\u590d\u6742\u95ee\u9898\u3002\u6a21\u578b\u4e0d\u518d\u88ab\u9650\u5236\u5728\u8bbe\u8ba1\u8005\u7684\u601d\u7ef4\u6846\u67b6\u5185\uff0c\u800c\u662f\u80fd\u591f\u63a2\u7d22\u66f4\u5e7f\u9614\u7684\u89e3\u51b3\u65b9\u6848\u7a7a\u95f4\u3002<\/p>\n<p>\u901a\u8fc7\u5728\u771f\u5b9e\u7f51\u7edc\u73af\u5883\u4e2d\u8fdb\u884c RL Scaling \u548c\u7aef\u5230\u7aef\u8bad\u7ec3\uff0cDeepResearcher \u6253\u7834\u4e86\u4f20\u7edf\u7814\u7a76\u4ee3\u7406\u7684\u9650\u5236\uff0c\u4e3a AI \u8f85\u52a9\u7814\u7a76\u5f00\u8f9f\u4e86\u65b0\u7684\u53ef\u80fd\u6027\u3002<\/p>\n<p><strong>\u4e8c\u3001\u5982\u4f55\u89e3\u51b3\u771f\u5b9e\u73af\u5883 RL Scaling \u7684\u5de5\u7a0b\u6311\u6218<\/strong><\/p>\n<p>\u5728\u771f\u5b9e\u7f51\u7edc\u73af\u5883\u4e2d\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u9762\u4e34\u8bb8\u591a\u672c\u5730 RAG \u73af\u5883\u4e2d\u4e0d\u5b58\u5728\u7684\u6280\u672f\u6311\u6218\u3002\u7814\u7a76\u56e2\u961f\u901a\u8fc7\u521b\u65b0\u65b9\u6cd5\u89e3\u51b3\u4e86\u8fd9\u4e9b\u95ee\u9898\uff0c\u786e\u4fdd\u7cfb\u7edf\u80fd\u591f\u5728\u5f00\u653e\u7f51\u7edc\u73af\u5883\u4e2d\u7a33\u5b9a\u9ad8\u6548\u5730\u8fd0\u884c\u3002<\/p>\n<p><strong>\u5904\u7406\u5927\u91cf\u5e76\u53d1\u8bf7\u6c42<\/strong><\/p>\n<p>\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u7279\u522b\u662f\u4f7f\u7528 GRPO \u7b97\u6cd5\u65f6\uff0c\u7cfb\u7edf\u9700\u8981\u4e3a\u6bcf\u4e2a\u95ee\u9898\u5e76\u884c\u751f\u6210\u591a\u4e2a\u72ec\u7acb\u8f68\u8ff9\uff08\u5728\u5b9e\u73b0\u4e2d\u662f 16 \u4e2a\uff09\uff0c\u8fd9\u4ea7\u751f\u4e86\u6d77\u91cf\u5e76\u53d1\u8bf7\u6c42\u3002\u5355\u4e00\u670d\u52a1\u5668\u4f1a\u88ab\u7f51\u7ad9\u53cd\u722c\u63aa\u65bd\u9650\u6d41\uff0c\u4e14\u8fd9\u4e9b\u8bf7\u6c42\u9700\u8981\u5b9e\u65f6\u5904\u7406\u4ee5\u4fdd\u8bc1\u8bad\u7ec3\u6548\u7387\u3002\u4e3a\u6b64\uff0c\u7814\u7a76\u56e2\u961f\u8bbe\u8ba1\u4e86\u5206\u5e03\u5f0f CPU \u670d\u52a1\u5668\u96c6\u7fa4\u67b6\u6784\uff0c\u5b9e\u73b0\u4e86\u9ad8\u6548\u7684\u4efb\u52a1\u5206\u914d\u673a\u5236\uff0c\u5e76\u5efa\u7acb\u4e86\u8bf7\u6c42\u961f\u5217\u548c\u8d1f\u8f7d\u5747\u8861\u7cfb\u7edf\uff0c\u4fdd\u8bc1\u6bcf\u53f0\u670d\u52a1\u5668\u6240\u9700\u8981\u5904\u7406\u7684\u4efb\u52a1\u91cf\u63a5\u8fd1\u3002<\/p>\n<p><strong>\u5e94\u5bf9\u7f51\u7edc\u722c\u53d6\u4e0e API \u9650\u5236<\/strong><\/p>\n<p>\u771f\u5b9e\u7f51\u7edc\u73af\u5883\u4e2d\uff0c\u7f51\u7ad9\u53cd\u722c\u63aa\u65bd\u3001API \u9650\u5236\u548c\u7f51\u7edc\u5ef6\u8fdf\u662f\u4e0d\u53ef\u907f\u514d\u7684\u6311\u6218\u3002\u7f51\u7ad9\u53ef\u80fd\u5728\u68c0\u6d4b\u5230\u5927\u91cf\u8bf7\u6c42\u65f6\u8fd4\u56de\u65e0\u5173\u5185\u5bb9\u6216\u62d2\u7edd\u54cd\u5e94\uff0c\u800c\u641c\u7d22\u5f15\u64ce API \u901a\u5e38\u6709\u4e25\u683c\u7684\u9891\u7387\u9650\u5236\u548c\u4f7f\u7528\u6210\u672c\u3002\u4e3a\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0c\u7814\u7a76\u56e2\u961f\u5b9e\u73b0\u4e86\u667a\u80fd\u91cd\u8bd5\u673a\u5236\uff0c\u80fd\u5728\u9047\u5230\u4e34\u65f6\u6545\u969c\u65f6\u81ea\u52a8\u8c03\u6574\u7b56\u7565\uff1b\u6784\u5efa\u4e86\u9ad8\u6548\u7684\u7f13\u5b58\u547d\u4e2d\u7cfb\u7edf\uff0c\u76f8\u540c\u67e5\u8be2\u5728\u4e00\u5b9a\u65f6\u95f4\u5185\uff08\u5982 7 \u5929\uff09\u76f4\u63a5\u4ece\u7f13\u5b58\u83b7\u53d6\u7ed3\u679c\uff1b\u540c\u65f6\u5f00\u53d1\u4e86\u8bf7\u6c42\u5206\u6563\u7b56\u7565\uff0c\u52a8\u6001\u76d1\u63a7 API \u4f7f\u7528\u60c5\u51b5\u5e76\u8c03\u6574\u8bf7\u6c42\u8282\u594f\uff0c\u907f\u514d\u89e6\u53d1\u9650\u5236\u7684\u540c\u65f6\u63a7\u5236\u6210\u672c\u3002<\/p>\n<p><strong>\u591a\u4ee3\u7406\u6846\u67b6\u4f18\u5316\u4fe1\u606f\u63d0\u53d6<\/strong><\/p>\n<p>\u7f51\u9875\u5185\u5bb9\u901a\u5e38\u7ed3\u6784\u590d\u6742\u4e14\u5197\u957f\uff0c\u4e0e\u67e5\u8be2\u76f8\u5173\u7684\u4fe1\u606f\u53ef\u80fd\u53ea\u5360\u5f88\u5c0f\u4e00\u90e8\u5206\u3002\u4e3a\u9ad8\u6548\u63d0\u53d6\u6709\u4ef7\u503c\u4fe1\u606f\uff0c\u7814\u7a76\u56e2\u961f\u8bbe\u8ba1\u4e86\u591a\u4ee3\u7406\u534f\u4f5c\u6846\u67b6\uff0c\u8ba9\u4e13\u95e8\u7684\u9605\u8bfb\u4ee3\u7406\u8d1f\u8d23\u5185\u5bb9\u63d0\u53d6\u5de5\u4f5c\u3002\u7cfb\u7edf\u5c06\u957f\u7f51\u9875\u5206\u5272\u6210\u53ef\u7ba1\u7406\u7684\u5c0f\u6bb5\uff0c\u9605\u8bfb\u4ee3\u7406\u4ece\u9875\u9762\u5f00\u59cb\u90e8\u5206\u987a\u5e8f\u5904\u7406\uff0c\u57fa\u4e8e\u5f53\u524d\u67e5\u8be2\u548c\u5df2\u6536\u96c6\u4fe1\u606f\u52a8\u6001\u51b3\u5b9a\u662f\u5426\u7ee7\u7eed\u8bfb\u53d6\u3002\u5982\u679c\u524d\u51e0\u90e8\u5206\u4e3b\u8981\u5305\u542b\u65e0\u5173\u5185\u5bb9\uff0c\u7cfb\u7edf\u4f1a\u5224\u65ad\u6574\u4e2a\u7f51\u9875\u53ef\u80fd\u4e0d\u503c\u5f97\u6df1\u5165\uff0c\u4ece\u800c\u8df3\u8fc7\u540e\u7eed\u5185\u5bb9\u3002\u8fd9\u79cd\u6e10\u8fdb\u5f0f\u5904\u7406\u65b9\u6cd5\u4e0d\u4ec5\u63d0\u9ad8\u4e86\u8ba1\u7b97\u6548\u7387\uff0c\u8fd8\u80fd\u66f4\u51c6\u786e\u5730\u8bc6\u522b\u548c\u63d0\u53d6\u76f8\u5173\u4fe1\u606f\u3002<\/p>\n<p><strong>\u4e09\u3001DeepResearcher \u8bad\u7ec3\u67b6\u6784<\/strong><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-b1d61fd9d735b69418014b54d042ac0b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-b1d61fd9d735b69418014b54d042ac0b.png\"><\/a><\/section>\n<p><strong>DeepResearcher \u00a0\u7684\u6df1\u5ea6\u7814\u7a76\u8f68\u8ff9<\/strong><\/p>\n<p>\u5728 DeepResearcher \u7684\u63a8\u7406\u8f68\u8ff9\u4e2d\uff0c\u667a\u80fd\u4f53\u4f1a\u6839\u636e\u7528\u6237\u95ee\u9898\u548c\u89c2\u6d4b\u7ed3\u679c\u8fdb\u884c\u8fed\u4ee3\u63a8\u7406\u4e0e\u5de5\u5177\u9009\u62e9\uff0c\u5728\u52a8\u6001\u7684\u771f\u5b9e\u4e16\u754c\u73af\u5883\u4e2d\u901a\u8fc7<strong>\u7f51\u9875\u641c\u7d22<\/strong>\u89e3\u51b3\u95ee\u9898\u3002<\/p>\n<ul>\n<li>\n<p><strong>\u63a8\u7406\uff08Reasoning\uff09<\/strong>\uff1aDeepResearcher \u5728\u6267\u884c\u5177\u4f53\u52a8\u4f5c\u4e4b\u524d\u5fc5\u987b\u5148\u8fdb\u884c\u63a8\u7406\u3002\u6bcf\u6b21\u63a8\u7406\u8fc7\u7a0b\u90fd\u88ab\u5c01\u88c5\u5728  \u6807\u7b7e\u5185\uff0c\u9075\u5faa DeepSeek-R1 \u7684\u8bbe\u5b9a\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u7f51\u9875\u641c\u7d22\u5de5\u5177\uff08Web Search Tool\uff09<\/strong>\uff1aDeepResearcher \u901a\u8fc7\u751f\u6210<strong> JSON \u683c\u5f0f\u7684\u8bf7\u6c42<\/strong>\u6765\u8c03\u7528\u7f51\u9875\u641c\u7d22\u5de5\u5177\u3002\u641c\u7d22\u7ed3\u679c\u4ee5\u7ed3\u6784\u5316\u683c\u5f0f\u8fd4\u56de\uff0c\u6bcf\u6761\u7ed3\u679c\u5305\u542b<strong>\u6807\u9898\uff08title\uff09\u3001URL \u548c\u6458\u8981\uff08snippet\uff09<\/strong>\u3002\u5f53\u524d\u5b9e\u73b0\u4f7f\u7528\u56fa\u5b9a\u7684<strong> top-k\uff08\u5982 10\uff09<\/strong>\u00a0\u4f5c\u4e3a\u641c\u7d22\u7ed3\u679c\u7684\u68c0\u7d22\u53c2\u6570\u3002\u672a\u6765\u5de5\u4f5c\u53ef\u4ee5\u63a2\u7d22\u57fa\u4e8e LLM \u7684\u52a8\u6001\u53c2\u6570\u4f18\u5316 \u4ee5\u63d0\u5347\u641c\u7d22\u6548\u7387\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u7f51\u9875\u6d4f\u89c8\u667a\u80fd\u4f53\uff08Web Browsing Agent\uff09<\/strong>\uff1a\u7f51\u9875\u6d4f\u89c8\u667a\u80fd\u4f53\u4e3a DeepResearcher \u7cfb\u7edf\u63d0\u4f9b<strong>\u53ef\u9760\u3001\u4e0e\u95ee\u9898\u76f8\u5173\u3001\u4e14\u53ef\u589e\u91cf\u66f4\u65b0\u7684\u4fe1\u606f<\/strong>\u3002\u5177\u4f53\u800c\u8a00\uff0c\u5b83\u5bf9\u6bcf\u4e2a\u67e5\u8be2\u7ef4\u62a4\u4e00\u4e2a<strong>\u77ed\u671f\u8bb0\u5fc6\u5e93<\/strong>\u3002\u5f53\u6536\u5230\u7f51\u9875\u6d4f\u89c8\u8bf7\u6c42\u65f6\uff0c\u667a\u80fd\u4f53\u9996\u5148\u5904\u7406 URL \u7684\u7b2c\u4e00\u9875\u5185\u5bb9\uff0c\u7136\u540e\u57fa\u4e8e\u67e5\u8be2\u3001\u5386\u53f2\u8bb0\u5fc6\u548c\u65b0\u83b7\u53d6\u7684\u7f51\u9875\u5185\u5bb9\u6267\u884c\u4e24\u79cd\u64cd\u4f5c\uff1a<\/p>\n<p>\u00a01. \u5224\u65ad\u662f\u5426\u9700\u8981\u7ee7\u7eed\u8bfb\u53d6\u4e0b\u4e00\u4e2a URL \/ \u9875\u9762\u7247\u6bb5\uff0c\u6216\u8005\u505c\u6b62\u6d4f\u89c8\u3002<\/p>\n<p>\u00a02. \u5c06\u76f8\u5173\u4fe1\u606f\u8ffd\u52a0\u5230\u77ed\u671f\u8bb0\u5fc6\u5e93\u3002<\/p>\n<p>\u5f53\u667a\u80fd\u4f53\u51b3\u5b9a\u505c\u6b62\u6d4f\u89c8\u65f6\uff0c\u5b83\u4f1a<strong>\u6574\u7406\u77ed\u671f\u8bb0\u5fc6\u5e93\u4e2d\u7684\u65b0\u589e\u4fe1\u606f<\/strong>\u5e76\u5c06\u5176\u8fd4\u56de\u7ed9 DeepResearcher \u7cfb\u7edf\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u56de\u7b54\u751f\u6210\uff08Answering\uff09<\/strong>\uff1a\u5f53\u6a21\u578b\u5224\u65ad\u5df2\u83b7\u53d6\u8db3\u591f\u4fe1\u606f\u540e\uff0c\u5b83\u4f1a\u751f\u6210\u6700\u7ec8\u7b54\u6848\uff0c\u5e76\u5c06\u5176\u5c01\u88c5\u5728  \u6807\u7b7e\u5185\u8fd4\u56de\u7ed9\u7528\u6237\u3002<\/p>\n<\/li>\n<\/ul>\n<p><strong>\u8bad\u7ec3\u65b9\u6cd5<\/strong><\/p>\n<p>\u8be5\u9879\u76ee\u91c7\u7528\u5f3a\u5316\u5b66\u4e60\uff08Reinforcement Learning, RL\uff09\u8bad\u7ec3\u667a\u80fd\u4f53\u3002\u672c\u8282\u6982\u8ff0\u4e86\u5177\u4f53\u5982\u4f55\u5229\u7528 RL \u6846\u67b6\u8fdb\u884c\u8bad\u7ec3\uff0c\u4ee5\u53ca\u5728\u5176\u4e2d\u4f7f\u7528\u7684\u5177\u4f53\u7b97\u6cd5\u548c\u5de5\u5177\u3002<\/p>\n<p><strong>GRPO \u7b97\u6cd5<\/strong><\/p>\n<p>\u5728\u672c\u7814\u7a76\u4e2d\uff0c\u7814\u7a76\u56e2\u961f\u91c7\u7528<strong>\u7fa4\u4f53\u76f8\u5bf9\u7b56\u7565\u4f18\u5316\uff08Group Relative Policy Optimization, GRPO\uff09<\/strong> \u7b97\u6cd5\u3002GRPO \u901a\u8fc7\u5229\u7528\u53c2\u8003\u7b56\u7565\u4ee5\u53ca\u7531\u73b0\u6709\u7b56\u7565\uff0c\u751f\u6210\u7684\u4e00\u7ec4 rollout \u6765\u4f18\u5316\u5f53\u524d\u7b56\u7565\u3002\u5177\u4f53\u800c\u8a00\uff0c\u7ed9\u5b9a G \u4e2a rollout\uff1a<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-0043d4055e3fc7bbfbb1db688d8a6146.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-0043d4055e3fc7bbfbb1db688d8a6146.png\"><\/a><\/section>\n<p>\u5176\u4e2d\uff0c\u6bcf\u4e2a\u8f93\u5165 x \u670d\u4ece\u7ecf\u9a8c\u5206\u5e03 D\uff08\u5373 x\u223cD\uff09\uff0cGRPO \u4f7f\u7528\u8fd9\u4e9b\u8f68\u8ff9\u6765\u4f30\u8ba1\u57fa\u51c6\uff08baseline\uff09\uff0c\u800c\u65e0\u9700\u5355\u72ec\u8bad\u7ec3\u4e00\u4e2a\u8bc4\u8bba\u6a21\u578b\uff08critic\uff09\u3002\u968f\u540e\uff0c\u901a\u8fc7\u6700\u5927\u5316\u4ee5\u4e0b\u76ee\u6807\u51fd\u6570\u6765\u4f18\u5316\u5f53\u524d\u7b56\u7565\uff1a<\/p>\n<p><strong>\u89c2\u67e5\u63a9\u7801\uff08Masking Observations\uff09<\/strong><\/p>\n<p>\u5de5\u5177\u7684\u8f93\u51fa\u662f\u4e00\u4e2a\u89c2\u5bdf\u7ed3\u679c\uff0c\u800c\u4e0d\u662f\u671f\u671b\u6a21\u578b\u4ea7\u751f\u7684\u8f93\u51fa\u3002\u56e0\u6b64\u7814\u7a76\u56e2\u961f\u8fd8\u4f7f<strong>\u7528\u63a9\u7801\u6765\u9632\u6b62\u5de5\u5177\u7684\u8f93\u51fa\u53c2\u4e0e\u8bad\u7ec3<\/strong>\uff0c\u53ea\u5141\u8bb8\u6a21\u578b\u7684\u54cd\u5e94\u5bf9\u8bad\u7ec3\u8fc7\u7a0b\u505a\u51fa\u8d21\u732e\u3002<\/p>\n<p><strong>\u5956\u52b1\u51fd\u6570<\/strong><\/p>\n<p>\u4f7f\u7528 <strong>F1 \u5206\u6570<\/strong>\u4f5c\u4e3a\u5956\u52b1\u51fd\u6570\uff0c\u5e76\u5bf9\u683c\u5f0f\u9519\u8bef\u7684\u56de\u590d\u5904\u4ee5\u60e9\u7f5a\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-de32cd4db928252c5086d8c198390e7c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-de32cd4db928252c5086d8c198390e7c.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u683c\u5f0f\u60e9\u7f5a\uff08Format Penalty\uff09\uff1a\u5982\u679c\u7b54\u6848\u683c\u5f0f\u4e0d\u6b63\u786e\uff08\u4f8b\u5982\u7f3a\u5c11\u6807\u7b7e\u6216\u5b58\u5728\u7ed3\u6784\u6027\u9519\u8bef\uff09\uff0c\u667a\u80fd\u4f53\u5c06\u53d7\u5230\u00a0-1\u00a0\u7684\u60e9\u7f5a\u3002<\/p>\n<\/li>\n<li>\n<p>F1 \u5956\u52b1\uff08F1 Reward\uff09\uff1a\u5982\u679c\u7b54\u6848\u683c\u5f0f\u6b63\u786e\uff0c\u5956\u52b1\u5c06\u57fa\u4e8e<strong>\u8bcd\u7ea7\u522b F1 \u5206\u6570<\/strong>\uff0c\u8be5\u6307\u6807\u7528\u4e8e\u8861\u91cf\u751f\u6210\u7b54\u6848\u76f8\u5bf9\u4e8e\u53c2\u8003\u7b54\u6848\u7684\u51c6\u786e\u6027\u3002F1 \u5206\u6570\u8d8a\u9ad8\uff0c\u5956\u52b1\u8d8a\u9ad8\u3002<\/p>\n<\/li>\n<\/ul>\n<p><strong>\u56db\u3001 \u5b9e\u9a8c\u7ed3\u679c\u89e3\u8bfb<\/strong><\/p>\n<p>\u5b9e\u9a8c\u7ed3\u679c\u5145\u5206\u8bc1\u660e\u4e86 DeepResearcher \u7684\u5f3a\u5927\u6027\u80fd\u548c\u6cdb\u5316\u80fd\u529b\uff0c\u540c\u65f6\u660e\u786e\u663e\u793a\u4e86\u5728\u771f\u5b9e\u73af\u5883\u4e2d\u8bad\u7ec3\u7684\u5173\u952e\u4f18\u52bf\u3002<\/p>\n<p><strong>\u5353\u8d8a\u7684\u6027\u80fd\u4e0e\u5f3a\u5927\u7684\u6cdb\u5316\u80fd\u529b<\/strong><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-c0adaabc0435a45a0bfc0c551184739d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-c0adaabc0435a45a0bfc0c551184739d.png\"><\/a><\/section>\n<p>DeepResearcher \u5728\u5404\u7c7b\u8bc4\u4f30\u57fa\u51c6\u4e0a\u5747\u8868\u73b0\u51fa\u8272\u3002\u5728\u8bad\u7ec3\u9886\u57df\u5185\u7684\u6d4b\u8bd5\u4e2d\uff08<strong>\u5305\u62ec NQ\u3001TriviaQA\u3001HotpotQA \u548c 2Wiki \u6570\u636e\u96c6<\/strong>\uff09\uff0c\u7cfb\u7edf\u6bd4\u63d0\u793a\u5de5\u7a0b Agent \u63d0\u9ad8\u4e86 28.9 \u70b9\u7684\u6027\u80fd\uff0c\u6bd4\u57fa\u4e8e RAG \u7684 RL Agent \u63d0\u9ad8\u4e86\u9ad8\u8fbe 7.2 \u70b9\u3002\u8fd9\u4e00\u7ed3\u679c\u7279\u522b\u663e\u8457\uff0c\u56e0\u4e3a\u5b83\u8868\u660e\u5373\u4f7f\u5728\u9ad8\u5ea6\u7ade\u4e89\u7684\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u771f\u5b9e\u73af\u5883\u8bad\u7ec3\u4ecd\u80fd\u5e26\u6765\u660e\u663e\u7684\u6027\u80fd\u63d0\u5347\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-69f631bed29dbca0ba875bdcb63760fc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-69f631bed29dbca0ba875bdcb63760fc.png\"><\/a><\/section>\n<p>\u66f4\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u662f\u7cfb\u7edf\u5728\u9886\u57df\u5916\uff08OOD\uff09\u6570\u636e\u96c6\u4e0a\u7684\u8868\u73b0\u3002\u5728 <strong>MuSiQue\u3001Bamboogle \u548c PopQA<\/strong> \u8fd9\u4e09\u4e2a\u4e0e\u8bad\u7ec3\u6570\u636e\u5dee\u5f02\u8f83\u5927\u7684\u6d4b\u8bd5\u96c6\u4e0a\uff0cDeepResearcher \u4e00\u81f4\u8d85\u8d8a\u6240\u6709\u5176\u4ed6\u57fa\u7ebf\u65b9\u6cd5\u3002\u8fd9\u79cd\u8de8\u9886\u57df\u7684\u6cdb\u5316\u80fd\u529b\u8bc1\u660e\u7cfb\u7edf\u4e0d\u53ea\u662f\u8bb0\u4f4f\u4e86\u7279\u5b9a\u5206\u5e03\u7684\u95ee\u7b54\u6a21\u5f0f\uff0c\u800c\u662f\u771f\u6b63\u5b66\u4e60\u4e86\u901a\u7528\u7684\u7814\u7a76\u6280\u80fd\u3002\u6a21\u578b\u80fd\u591f\u5c06\u5728\u4e00\u79cd\u95ee\u9898\u7c7b\u578b\u4e0a\u5b66\u5230\u7684\u63a8\u7406\u548c\u641c\u7d22\u7b56\u7565\u8fc1\u79fb\u5230\u5168\u65b0\u7684\u95ee\u9898\u9886\u57df\uff0c\u8fd9\u5bf9\u4e8e\u5b9e\u9645\u5e94\u7528\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<p><strong>\u771f\u5b9e\u73af\u5883\u8bad\u7ec3\u7684\u51b3\u5b9a\u6027\u4f18\u52bf<\/strong><\/p>\n<p>\u7814\u7a76\u56e2\u961f\u7684\u5b9e\u9a8c\u8bbe\u8ba1\u7279\u522b\u7a81\u663e\u4e86\u771f\u5b9e\u73af\u5883\u8bad\u7ec3\u76f8\u5bf9\u4e8e\u6a21\u62df\u73af\u5883\u7684\u4f18\u52bf\u3002\u5c24\u5176\u662f\u5728 Bamboogle \u6d4b\u8bd5\u96c6\u4e0a\uff0c\u8fd9\u4e2a\u57fa\u51c6\u7279\u610f\u5305\u542b\u4e86\u9700\u8981\u8d85\u51fa\u7ef4\u57fa\u767e\u79d1\u77e5\u8bc6\u8303\u56f4\u7684\u95ee\u9898\u3002\u5728\u8fd9\u4e00\u6311\u6218\u4e0a\uff0cDeepResearcher \u663e\u8457\u4f18\u4e8e\u6240\u6709\u4ec5\u4f7f\u7528\u672c\u5730 RAG \u7684\u65b9\u6cd5\u3002<\/p>\n<p>\u6700\u5177\u8bf4\u670d\u529b\u7684\u662f\u5176\u4e2d\u7684\u5bf9\u6bd4\u5b9e\u9a8c\uff1a\u5373\u4f7f\u5141\u8bb8 R1-Searcher\uff08\u4e00\u4e2a\u5728\u672c\u5730 RAG \u4e0a\u8bad\u7ec3\u7684\u7cfb\u7edf\uff09\u5728\u63a8\u7406\u9636\u6bb5\u8bbf\u95ee\u771f\u5b9e\u7f51\u7edc\u641c\u7d22\uff0c\u5b83\u7684\u6027\u80fd\u4ecd\u7136\u8fdc\u4f4e\u4e8e DeepResearcher\u3002\u8fd9\u4e00\u7ed3\u679c\u6e05\u6670\u5730\u8868\u660e\uff0c\u4ec5\u4ec5\u5728\u63a8\u7406\u9636\u6bb5\u4f7f\u7528\u771f\u5b9e\u641c\u7d22\u662f\u4e0d\u591f\u7684\uff0c\u771f\u6b63\u7684\u5173\u952e\u5728\u4e8e\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u76f4\u63a5\u4e0e\u771f\u5b9e\u73af\u5883\u4e92\u52a8\u3002<\/p>\n<p><strong>\u4e94\u3001RL scaling \u540e\u7684\u6d8c\u73b0\u884c\u4e3a<\/strong><\/p>\n<p>\u6b64\u5916\uff0c\u7814\u7a76\u56e2\u961f\u7684\u5b9a\u6027\u5206\u6790\u63ed\u793a\u4e86 DeepResearcher \u901a\u8fc7\u7aef\u5230\u7aef\u7684 RL scaling\uff0cDeepResearcher \u5c55\u73b0\u51fa\u591a\u79cd\u975e\u9884\u671f\u7684\u8ba4\u77e5\u80fd\u529b\uff0c\u8fd9\u4e9b\u80fd\u529b\u662f\u81ea\u7136\u6d8c\u73b0\u7684\uff0c\u800c\u975e\u4eba\u5de5\u7f16\u7a0b\u8bbe\u8ba1\u7684\u7ed3\u679c\u3002\u5728\u95ee\u9898\u6c42\u89e3\u8fc7\u7a0b\u4e2d\uff0cDeepResearcher \u5c55\u73b0\u51fa\u4e86\u521d\u6b65\u89c4\u5212\u3001\u8de8\u6765\u6e90\u4ea4\u53c9\u9a8c\u8bc1\u7b54\u6848\u3001\u901a\u8fc7\u53cd\u601d\u8c03\u6574\u7814\u7a76\u65b9\u5411\uff0c\u4ee5\u53ca\u5728\u65e0\u6cd5\u627e\u5230\u786e\u5207\u7b54\u6848\u65f6\u4fdd\u6301\u8bda\u5b9e\u7b49\u80fd\u529b\u3002\u8fd9\u4e9b\u80fd\u529b\u6784\u6210\u4e86\u6df1\u5ea6\u7814\u7a76\u667a\u80fd\u4f53\u7684\u91cd\u8981\u7279\u5f81\uff0c\u5e76\u53cd\u6620\u4e86\u4eba\u7c7b\u7814\u7a76\u8005\u6240\u91cd\u89c6\u7684\u6838\u5fc3\u6280\u80fd\u3002<\/p>\n<p><strong>1. \u89c4\u5212\u80fd\u529b<\/strong><\/p>\n<p>DeepResearcher \u80fd\u591f\u5728\u5f00\u59cb\u641c\u7d22\u524d\u5148\u5236\u5b9a\u521d\u6b65\u8ba1\u5212\uff0c\u786e\u5b9a\u5173\u952e\u5b50\u95ee\u9898\u548c\u641c\u7d22\u7b56\u7565\uff0c\u7c7b\u4f3c\u4eba\u7c7b\u7814\u7a76\u8005\u7684\u5de5\u4f5c\u65b9\u6cd5\u3002<\/p>\n<p><strong>2. \u4ea4\u53c9\u9a8c\u8bc1\u884c\u4e3a<\/strong><\/p>\n<p>\u7cfb\u7edf\u4f1a\u81ea\u52a8\u4ece\u591a\u4e2a\u6765\u6e90\u83b7\u53d6\u4fe1\u606f\u5e76\u8fdb\u884c\u4ea4\u53c9\u9a8c\u8bc1\uff0c\u5728\u9047\u5230\u77db\u76fe\u4fe1\u606f\u65f6\uff0c\u4f1a\u57fa\u4e8e\u53ef\u9760\u6027\u548c\u4e00\u81f4\u6027\u8fdb\u884c\u5224\u65ad\uff0c\u5927\u5927\u63d0\u9ad8\u4e86\u7b54\u6848\u51c6\u786e\u6027\u3002<\/p>\n<p><strong>3. \u53cd\u601d\u548c\u8c03\u6574\u7814\u7a76\u7b56\u7565<\/strong><\/p>\n<p>\u5f53\u53d1\u73b0\u5f53\u524d\u641c\u7d22\u8def\u5f84\u65e0\u6548\u65f6\uff0cDeepResearcher \u80fd\u591f\u53cd\u601d\u5df2\u83b7\u53d6\u7684\u4fe1\u606f\uff0c\u91cd\u65b0\u8c03\u6574\u641c\u7d22\u65b9\u5411\u3002\u8fd9\u79cd\u81ea\u9002\u5e94\u884c\u4e3a\u4f7f\u5176\u80fd\u591f\u514b\u670d\u521d\u59cb\u641c\u7d22\u7b56\u7565\u7684\u5c40\u9650\u6027\u3002<\/p>\n<p><strong>4. \u8bda\u5b9e\u4e0e\u900f\u660e<\/strong><\/p>\n<p>\u5f53\u65e0\u6cd5\u627e\u5230\u786e\u5207\u7b54\u6848\u65f6\uff0c\u7cfb\u7edf\u4f1a\u5766\u8bda\u8868\u660e\u9650\u5236\uff0c\u800c\u4e0d\u662f\u7f16\u9020\u4fe1\u606f\u3002\u8fd9\u79cd\u8bda\u5b9e\u884c\u4e3a\u5bf9\u4e8e\u7814\u7a76\u4ee3\u7406\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-dfd72c1d47e5acea0bff8f4e0e714194.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-dfd72c1d47e5acea0bff8f4e0e714194.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-f06de9d568e7c88adc2dd1e06a625ed2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-f06de9d568e7c88adc2dd1e06a625ed2.png\"><\/a><\/section>\n<p><strong>\u8bad\u7ec3\u6f14\u5316\u8d8b\u52bf<\/strong><\/p>\n<p>\u5b9e\u9a8c\u8fd8\u53d1\u73b0\u4e86\u51e0\u4e2a\u6709\u8da3\u7684\u8bad\u7ec3\u52a8\u6001\uff1a<\/p>\n<ul>\n<li>\n<p>\u6027\u80fd\u968f\u5f3a\u5316\u5b66\u4e60\u9010\u6b65\u63d0\u5347\uff0cF1 \u5206\u6570\u4ece 0.375 \u7a33\u6b65\u589e\u957f\u5230\u7ea6 0.55\u3002\u6a21\u578b\u5728\u5f3a\u5316\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u6027\u80fd\u4e0d\u65ad\u63d0\u9ad8\uff0c\u8868\u73b0\u51fa\u7a33\u6b65\u4f18\u5316\u7684\u8d8b\u52bf\u3002<\/p>\n<\/li>\n<li>\n<p>\u968f\u7740\u8bad\u7ec3\u8fdb\u5c55\uff0c\u6a21\u578b\u5904\u7406\u56f0\u96be\u95ee\u9898\u65f6\u4f1a\u4f7f\u7528\u66f4\u591a\u63a8\u7406\u6b65\u9aa4\u548c\u5de5\u5177\u8c03\u7528\uff0c\u968f\u7740\u8bad\u7ec3\u7684\u8fdb\u884c\uff0c\u4e0d\u540c\u96be\u5ea6\u6c34\u5e73\u4e0b\u7684\u5de5\u5177\u8c03\u7528\u6b21\u6570\u4e5f\u5728\u589e\u52a0\u3002\u5176\u4e2d\uff0c4-hop\uff08\u56db\u8df3\u95ee\u9898\uff09\u5728 34 \u8f6e\u8bad\u7ec3\u540e\u4ecd\u4fdd\u6301\u589e\u957f\u8d8b\u52bf\uff0c\u8fd9\u8868\u660e\u6a21\u578b\u5728\u5904\u7406\u66f4\u590d\u6742\u95ee\u9898\u65f6\uff0c\u4ecd\u5728\u5b66\u4e60\u5982\u4f55\u68c0\u7d22\u66f4\u591a\u4fe1\u606f\u4ee5\u63d0\u9ad8\u63a8\u7406\u80fd\u529b\u3002<\/p>\n<\/li>\n<li>\n<p>\u6240\u6709\u63a8\u7406\u6b65\u6570\u8bbe\u5b9a\u4e0b\uff0c\u54cd\u5e94\u957f\u5ea6\u5747\u5448\u6301\u7eed\u589e\u957f\u8d8b\u52bf\uff0c\u8868\u660e\u6a21\u578b\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4e0d\u65ad\u6269\u5c55\u5176\u63a8\u7406\u8fc7\u7a0b\u3002\u968f\u7740\u63a8\u7406\u590d\u6742\u5ea6\u7684\u63d0\u9ad8\uff0c\u6a21\u578b\u80fd\u591f\u9002\u5e94\u6027\u7684\u751f\u6210\u8d8a\u6765\u8d8a\u8be6\u7ec6\u7684\u54cd\u5e94\uff0c\u5305\u62ec\u53cc\u91cd\u68c0\u67e5\u3001\u7ec6\u5316\u548c\u89c4\u5212\u7b49\u9ad8\u7ea7\u63a8\u7406\u884c\u4e3a\u3002<\/p>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-14023e4f010d6f24597249c54c87355e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-14023e4f010d6f24597249c54c87355e.png\"><\/a><\/section>\n<p><strong>\u516d\u3001\u603b\u7ed3\u4e0e\u610f\u4e49<\/strong><\/p>\n<p>DeepResearcher \u4ee3\u8868\u4e86 AI \u8f85\u52a9\u7814\u7a76\u7684\u91cd\u5927\u7a81\u7834\uff0c\u9996\u6b21\u5728\u771f\u5b9e\u7f51\u7edc\u73af\u5883\u4e2d\u6210\u529f\u5b9e\u73b0\u5927\u89c4\u6a21\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u3002\u8be5\u7814\u7a76\u7684\u610f\u4e49\u4e3b\u8981\u4f53\u73b0\u5728\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\uff1a<\/p>\n<p><strong>\u5b66\u672f\u8d21\u732e<\/strong><\/p>\n<ul>\n<li>\n<p>\u63d0\u51fa\u4e86 DeepResearcher\uff0c\u4e00\u79cd\u7a81\u7834\u6027\u7684\u5f3a\u5316\u5b66\u4e60\u6269\u5c55\u65b9\u6cd5\uff0c\u4f7f\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u80fd\u591f\u5728\u771f\u5b9e\u4e16\u754c\u7684\u7f51\u9875\u641c\u7d22\u73af\u5883\u4e2d\u9ad8\u6548\u8fd0\u884c\u3002\u4e0e\u4f9d\u8d56\u9759\u6001\u77e5\u8bc6\u5e93\u6216\u53d7\u63a7\u68c0\u7d22\u73af\u5883\u7684\u73b0\u6709\u65b9\u6cd5\u4e0d\u540c\uff0cDeepResearcher \u8bad\u7ec3\u667a\u80fd\u4f53\u76f4\u63a5\u4e0e\u5b9e\u65f6\u641c\u7d22\u5f15\u64ce\u4ea4\u4e92\uff0c\u4f7f\u5176\u80fd\u591f\u5e94\u5bf9\u5f00\u653e\u7f51\u7edc\u4e2d\u56fa\u6709\u7684\u590d\u6742\u6027\u548c\u52a8\u6001\u53d8\u5316\uff08\u5982 API \u9650\u5236\u3001\u7f51\u9875\u89e3\u6790\u3001\u53cd\u722c\u673a\u5236\uff09\u3002\u8fd9\u79cd\u76f4\u63a5\u63a5\u89e6\u52a8\u6001\u641c\u7d22\u73af\u5883\uff0c\u4f7f DeepResearcher \u5728\u4efb\u52a1\u5b8c\u6210\u5ea6\u548c\u7814\u7a76\u80fd\u529b\u65b9\u9762\uff0c\u76f8\u8f83\u4e8e\u57fa\u4e8e\u63d0\u793a\u5de5\u7a0b\uff08prompt-engineered\uff09\u548c\u57fa\u4e8e RAG \u7684\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\u5747\u5b9e\u73b0\u4e86\u663e\u8457\u63d0\u5347\u3002\u5e76\u5f00\u5c55\u4e86\u5e7f\u6cdb\u5b9e\u9a8c\uff0c\u8bc1\u660e\u4e86\u771f\u5b9e\u73af\u5883\u8bad\u7ec3\u7684\u663e\u8457\u4f18\u52bf\u3002<\/p>\n<\/li>\n<li>\n<p>\u63d0\u51fa\u4e86\u4e13\u4e3a\u771f\u5b9e\u7f51\u7edc\u73af\u5883\u8bbe\u8ba1\u7684 RL \u6846\u67b6\uff0c\u5b9e\u73b0\u8fed\u4ee3\u63a8\u7406\u3001\u641c\u7d22\uff0c\u53ca\u591a\u6e90\u4fe1\u606f\u6574\u5408\u3002\u901a\u8fc7\u91c7\u7528\u7aef\u5230\u7aef\u8bad\u7ec3\u6846\u67b6\uff0cDeepResearcher \u7a81\u7834\u4e86\u4eba\u5de5\u8bbe\u8ba1\u7684\u56fa\u5b9a\u6d41\u7a0b\uff0c\u4f7f\u667a\u80fd\u4f53\u80fd\u591f\u81ea\u4e3b\u5b66\u4e60\u95ee\u9898\u6c42\u89e3\u7b56\u7565\u3002\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u4ec5\u514b\u670d\u4e86\u771f\u5b9e\u4e16\u754c\u7f51\u9875\u641c\u7d22\u4e2d\u7684\u72ec\u7279\u6311\u6218\uff0c\u5982\u7f51\u7edc\u5ef6\u8fdf\u548c\u53cd\u722c\u866b\u673a\u5236\uff0c\u8fd8\u6784\u5efa\u4e86\u4e00\u79cd\u7a33\u5065\u7684\u591a\u667a\u80fd\u4f53\u67b6\u6784\uff0c\u63d0\u5347\u4e86\u667a\u80fd\u4f53\u4ece\u7f51\u9875\u4e2d\u6536\u96c6\u591a\u6837\u5316\u4fe1\u606f\u7684\u80fd\u529b\u3002\u6700\u7ec8\uff0c\u8be5\u7cfb\u7edf\u5c55\u73b0\u51fa\u591a\u79cd\u9ad8\u7ea7\u8ba4\u77e5\u884c\u4e3a\uff0c\u5305\u62ec\u89c4\u5212\uff08planning\uff09\u3001\u4ea4\u53c9\u9a8c\u8bc1\uff08cross-validation\uff09\u3001\u53cd\u601d\uff08reflection\uff09\u548c\u8bda\u5b9e\u6027\uff08honesty\uff09\uff0c\u8fd9\u4e9b\u80fd\u529b\u5bf9\u4e8e\u81ea\u4e3b\u7814\u7a76\u667a\u80fd\u4f53\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<\/li>\n<li>\n<p>\u89c2\u5bdf\u5e76\u5206\u6790\u4e86\u7cfb\u7edf\u7684\u6d8c\u73b0\u884c\u4e3a\uff0c\u4e3a\u672a\u6765\u7814\u7a76\u63d0\u4f9b\u4e86\u5b9d\u8d35\u89c1\u89e3\u3002DeepResearcher 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