{"id":105777,"date":"2026-09-16T00:08:30","date_gmt":"2026-09-15T16:08:30","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/105777.html"},"modified":"2026-09-16T00:08:30","modified_gmt":"2026-09-15T16:08:30","slug":"agent-%e6%9c%80%e8%b4%b5%e7%9a%84%e9%94%99%e8%af%af%ef%bc%8c%e6%98%af%e6%b2%a1%e5%90%ac%e6%87%82%e5%b0%b1%e5%bc%80%e5%b9%b2%ef%bc%88%e9%99%84%e9%9c%80%e6%b1%82%e5%9b%9e%e9%9f%b3%e5%a3%81-%e6%84%8f","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/105777.html","title":{"rendered":"Agent \u6700\u8d35\u7684\u9519\u8bef\uff0c\u662f\u6ca1\u542c\u61c2\u5c31\u5f00\u5e72\uff08\u9644\u9700\u6c42\u56de\u97f3\u58c1 - \u610f\u56fe\u786e\u8ba4\u5b98skill\u5b89\u88c5\u5730\u5740\uff09"},"content":{"rendered":"<p>\u6458\u8981&#xff1a;Agent \u8fd4\u5de5\u7684\u5934\u53f7\u539f\u56e0\u4e0d\u662f\u80fd\u529b\u4e0d\u8db3&#xff0c;\u800c\u662f\u6ca1\u542c\u61c2\u9700\u6c42\u5c31\u5f00\u5e72\u3002\u672c\u6587\u7ed9 Agent \u88c5\u4e00\u9053\u300c\u6f84\u6e05\u95f8\u95e8\u300d&#xff1a;\u5148\u628a\u4e0d\u786e\u5b9a\u6027\u5206\u6210\u8ba4\u77e5\u3001\u610f\u56fe\u3001\u968f\u673a\u4e09\u7c7b&#xff0c;\u52a0\u6743\u6210\u603b\u4e0d\u786e\u5b9a\u5ea6 U_total \u540e\u8fc7\u4e09\u6863\u95f8\u95e8\u2014\u2014\u4f4e\u5230\u53ef\u5ffd\u7565\u5c31\u56de\u97f3\u786e\u8ba4\u76f4\u63a5\u5e72&#xff0c;\u4e2d\u7b49\u5c31\u7528\u9ed8\u8ba4\u503c\u63a8\u8fdb\u5e76\u6807\u6ce8\u5047\u8bbe&#xff0c;\u8fc7\u4e86\u7ebf\u624d\u5f00\u53e3\u95ee&#xff1b;\u540c\u65f6\u8bbe\u4e00\u6761\u7ea2\u7ebf&#xff0c;\u51e1\u6d89\u53ca\u4e0d\u53ef\u9006\u52a8\u4f5c\u4e14\u5173\u952e\u53c2\u6570\u7f3a\u5931&#xff0c;\u65e0\u6761\u4ef6\u5fc5\u95ee\u3002\u518d\u6309\u300c\u671f\u671b\u4e0d\u786e\u5b9a\u51cf\u5c11\u91cf\u300d\u7ed9\u95ee\u9898\u6392\u5e8f&#xff0c;\u53ea\u95ee\u6700\u503c\u94b1\u7684\u90a3\u4e2a\u3002\u673a\u5236\u7ecf Qulac \u4e0e InfoQuest \u4e24\u4e2a\u516c\u5f00\u6570\u636e\u96c6\u56de\u6d4b&#xff0c;\u6293\u51fa\u5e76\u4fee\u6389 3 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\u8fd4\u5de5\u7684\u539f\u56e0\u91cc&#xff0c;\u80fd\u529b\u95ee\u9898\u6392\u4e0d\u4e0a\u53f7\u2014\u2014\u7edd\u5927\u591a\u6570\u662f\u5b83\u4e00\u5f00\u59cb\u5c31\u7406\u89e3\u9519\u4e86\u9700\u6c42\u3002<\/p>\n<p>\u4f60\u8bf4&#034;\u5e2e\u6211\u6574\u7406\u4e00\u4e0b\u8fd9\u4efd\u6570\u636e&#034;&#xff0c;\u5b83\u7acb\u523b\u7ed9\u4f60\u4e00\u4efd\u7aef\u7aef\u6b63\u6b63\u7684\u8868\u683c\u2014\u2014\u5b57\u6bb5\u5168\u5bf9&#xff0c;\u53e3\u5f84\u5168\u9519\u3002\u4f60\u82b1\u5341\u5206\u949f\u91cd\u8bb2\u4e00\u904d\u9700\u6c42&#xff0c;\u5b83\u4e24\u5206\u949f\u6539\u5b8c\u3002<\/p>\n<p>\u4e5f\u53ef\u80fd\u66f4\u7cdf&#xff1a;\u5b83\u53cd\u624b\u95ee\u4f60\u4e03\u4e2a\u95ee\u9898&#xff0c;\u4f60\u70e6\u5f97\u76f4\u63a5\u8bf4&#034;\u7b97\u4e86&#xff0c;\u6211\u81ea\u5df1\u5f04&#034;\u3002<\/p>\n<p>\u8fd9\u4e24\u79cd\u7ffb\u8f66&#xff0c;\u662f\u540c\u4e00\u4e2a\u75c5\u6839&#xff1a;\u5b83\u6ca1\u6709\u5728\u52a8\u624b\u4e4b\u524d&#xff0c;\u5224\u65ad\u6e05\u695a\u81ea\u5df1\u8be5\u4e0d\u8be5\u95ee\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"619\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260915160828-6aa96d7cc45ce.jpg\" width=\"1000\" \/><\/p>\n<p>\u4e00\u5f20\u56fe\u770b\u61c2&#xff1a;\u4e09\u7c7b\u4e0d\u786e\u5b9a\u6027\u52a0\u6743\u6210 U_total&#xff0c;\u8fc7\u4e09\u6863\u95f8\u95e8&#xff0c;\u53ea\u95ee\u6700\u503c\u94b1\u7684\u95ee\u9898\u3002<\/p>\n<h3>\u4e00\u3001\u75db\u70b9&#xff1a;\u8981\u4e48\u786c\u8499&#xff0c;\u8981\u4e48\u70e6\u4eba<\/h3>\n<p>Agent \u7684\u5934\u53f7\u5931\u8d25\u539f\u56e0&#xff0c;\u4ece\u6765\u4e0d\u662f\u80fd\u529b\u4e0d\u591f&#xff0c;\u800c\u662f\u6ca1\u542c\u61c2\u9700\u6c42\u5c31\u5f00\u5e72\u3002<\/p>\n<p>\u7528\u6237\u629b\u6765\u4e00\u53e5\u6a21\u7cca\u7684\u8bdd&#xff0c;Agent \u9762\u524d\u53ea\u6709\u4e24\u6761\u8def&#xff1a;<\/p>\n<ul>\n<li>\u786c\u8499\u2014\u2014\u6311\u4e00\u4e2a\u81ea\u5df1\u89c9\u5f97\u53ef\u80fd\u7684\u89e3\u91ca\u76f4\u63a5\u505a&#xff0c;\u505a\u9519\u4e86\u5c31\u662f\u4e00\u6b21\u8fd4\u5de5&#xff0c;\u8fd8\u662f\u65b9\u5411\u6027\u7684\u8fd4\u5de5&#xff1b;<\/li>\n<li>\u4e71\u95ee\u2014\u2014\u4e00\u53e3\u6c14\u629b\u51fa\u4e03\u516b\u4e2a\u95ee\u9898&#xff0c;\u628a\u6f84\u6e05\u7684\u6210\u672c\u5168\u7529\u7ed9\u7528\u6237&#xff0c;\u7528\u6237\u76f4\u63a5\u5f03\u7528\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u4e0d\u662f\u4e2a\u522b\u73b0\u8c61\u3002InfoQuest \u57fa\u51c6&#xff08;arXiv:2502.12257&#xff09;\u7528 1000 \u4e2a&#034;\u521d\u59cb\u6d88\u606f\u6545\u610f\u542b\u7cca&#034;\u7684\u573a\u666f\u6d4b\u4e86 8 \u4e2a\u4e3b\u6d41\u6a21\u578b&#xff0c;\u7ed3\u8bba\u76f8\u5f53\u4e0d\u5ba2\u6c14&#xff1a;\u6240\u6709\u6a21\u578b\u90fd\u96be\u4ee5\u6709\u6548\u6536\u96c6\u5173\u952e\u4fe1\u606f\u3002<\/p>\n<p>\u5b83\u4eec\u5e38\u5e38\u9700\u8981\u591a\u8f6e\u624d\u80fd\u731c\u5230\u7528\u6237\u610f\u56fe&#xff0c;\u800c\u4e14\u7ecf\u5e38\u76f4\u63a5\u7ed9\u4e00\u4e2a\u53c8\u957f\u53c8\u6cdb\u7684\u56de\u7b54&#xff0c;\u6839\u672c\u4e0d\u4e3b\u52a8\u6f84\u6e05\u3002<\/p>\n<p>\u6362\u53e5\u8bdd\u8bf4&#xff0c;\u6a21\u578b\u4e0d\u662f\u4e0d\u4f1a\u8bf4\u8bdd&#xff0c;\u662f\u4e0d\u77e5\u9053\u4ec0\u4e48\u65f6\u5019\u8be5\u95ed\u5634\u3001\u4ec0\u4e48\u65f6\u5019\u8be5\u5f00\u53e3\u3002<\/p>\n<p>\u4e3a\u4ec0\u4e48&#034;\u591a\u95ee\u51e0\u53e5&#034;\u4e0d\u662f\u89e3\u6cd5<\/p>\n<p>\u56e0\u4e3a\u8ffd\u95ee\u662f\u6709\u6210\u672c\u7684&#xff1a;\u6bcf\u591a\u95ee\u4e00\u8f6e&#xff0c;\u7528\u6237\u5c31\u591a\u4e00\u6b21\u7b49\u5f85\u3001\u591a\u4e00\u6b21\u7ec4\u7ec7\u8bed\u8a00\u3001\u591a\u4e00\u6b21\u88ab\u6253\u65ad\u3002<\/p>\n<p>\u771f\u5b9e\u6d4b\u8bd5\u91cc\u7528\u6237\u7684\u539f\u8bdd\u662f\u2014\u2014&#034;\u6211\u5b81\u613f\u81ea\u5df1\u624b\u52a8\u6574\u7406\u3002&#034;\u628a\u95ee\u9898\u95ee\u5bf9&#xff0c;\u6bd4\u628a\u95ee\u9898\u95ee\u591a\u91cd\u8981\u5f97\u591a\u3002<\/p>\n<h3>\u4e8c\u3001\u8ffd\u95ee\u7684\u6536\u76ca&#xff0c;\u662f\u88ab\u91cf\u5316\u8fc7\u7684<\/h3>\n<p>\u5148\u8bf4\u597d\u6d88\u606f&#xff1a;\u4e3b\u52a8\u6f84\u6e05\u786e\u5b9e\u6709\u7528&#xff0c;\u800c\u4e14\u6709\u4eba\u628a\u5b83\u91cf\u5316\u4e86\u3002<\/p>\n<p>MAC \u591a\u667a\u80fd\u4f53\u6f84\u6e05\u6846\u67b6&#xff08;arXiv:2512.13154&#xff09;\u5728 MultiWOZ 2.4 \u4e0a\u7684\u5b9e\u9a8c\u663e\u793a&#xff1a;\u5141\u8bb8\u5728&#034;\u662f\u5426\u6f84\u6e05&#034;\u548c&#034;\u5982\u4f55\u6f84\u6e05&#034;\u4e24\u4e2a\u5c42\u9762\u90fd\u505a\u51b3\u7b56\u4e4b\u540e&#xff0c;\u4efb\u52a1\u6210\u529f\u7387\u4ece 54.5% \u63d0\u5347\u5230 62.3%&#xff08;&#043;7.8 \u4e2a\u767e\u5206\u70b9&#xff09;\u3002<\/p>\n<p>\u540c\u4e00\u7ec4\u5b9e\u9a8c\u91cc&#xff0c;\u5e73\u5747\u5bf9\u8bdd\u8f6e\u6570\u4ece 6.53 \u964d\u5230 4.86&#xff08;\u7ea6 -25.6%&#xff09;\u3002\u6838\u5fc3\u673a\u5236\u6070\u6070\u5728\u4e8e&#034;\u628a\u6240\u9700\u7684\u7528\u6237\u4fe1\u606f\u4e00\u6b21\u6027\u95ee\u6e05&#034;&#xff0c;\u800c\u4e0d\u662f\u6765\u56de\u8bd5\u63a2\u3002<\/p>\n<p>Qulac \u6570\u636e\u96c6&#xff08;arXiv:1907.06554&#xff09;\u7ed9\u51fa\u7684\u8bc1\u636e\u66f4\u6781\u7aef&#xff1a;\u5728 198 \u4e2a TREC topic\u3001762 \u4e2a facet\u3001\u8d85\u8fc7 1 \u4e07\u6761\u95ee\u7b54\u5bf9\u4e0a\u7684\u5b9e\u9a8c\u8868\u660e&#xff0c;\u53ea\u95ee\u4e00\u4e2a\u597d\u95ee\u9898&#xff0c;P&#064;1 \u68c0\u7d22\u6027\u80fd\u5c31\u80fd\u63d0\u5347\u8d85\u8fc7 170%\u3002<\/p>\n<p>\u95ee\u4e00\u4e2a\u5bf9\u7684\u95ee\u9898&#xff0c;\u80dc\u8fc7\u5341\u4e2a\u6cdb\u6cdb\u7684\u95ee\u9898\u3002<\/p>\n<p>\u800c\u5728\u66f4\u65e9\u7684 CLAM \u5de5\u4f5c&#xff08;arXiv:2212.07769&#xff09;\u91cc&#xff0c;\u7814\u7a76\u8005\u76f4\u63a5\u6307\u51fa&#xff1a;\u5f53\u524d\u8bed\u8a00\u6a21\u578b\u9047\u5230\u6a21\u7cca\u95ee\u9898\u65f6\u5f88\u5c11\u4e3b\u52a8\u8981\u6c42\u6f84\u6e05&#xff0c;\u800c\u662f\u7ed9\u51fa\u9519\u8bef\u7b54\u6848&#xff1b;\u53ea\u8981\u8ba9\u6a21\u578b\u5b66\u4f1a&#034;\u9009\u62e9\u6027\u5730\u6f84\u6e05&#034;&#xff0c;\u51c6\u786e\u7387\u5c31\u6709\u663e\u8457\u6539\u5584\u3002<\/p>\n<p>\u4e09\u7bc7\u8bba\u6587\u6307\u5411\u540c\u4e00\u4ef6\u4e8b&#xff1a;\u6f84\u6e05\u4e0d\u662f&#034;\u591a\u8bf4\u8bdd&#034;&#xff0c;\u662f\u4e00\u9053\u9700\u8981\u5224\u5b9a\u7684\u51b3\u7b56\u2014\u2014\u5224\u8be5\u4e0d\u8be5\u95ee\u3001\u5224\u8be5\u95ee\u4ec0\u4e48\u3001\u5224\u95ee\u5b8c\u7b97\u4e0d\u7b97\u6570\u3002<\/p>\n<h3>\u4e09\u3001\u8bca\u65ad&#xff1a;\u5148\u5206\u6e05&#034;\u6211\u5728\u4e0d\u786e\u5b9a\u4ec0\u4e48&#034;<\/h3>\n<p>\u5927\u90e8\u5206&#034;\u6f84\u6e05 prompt&#034;\u7684\u901a\u75c5&#xff0c;\u662f\u628a\u6240\u6709\u4e0d\u786e\u5b9a\u5f53\u6210\u4e00\u7c7b\u5904\u7406&#xff0c;\u4e8e\u662f\u8981\u4e48\u5168\u90fd\u95ee\u3001\u8981\u4e48\u5168\u90fd\u4e0d\u95ee\u3002<\/p>\n<p>\u771f\u6b63\u8be5\u5148\u505a\u7684&#xff0c;\u662f\u7ed9\u4e0d\u786e\u5b9a\u5206\u7c7b\u3002\u8fd9\u4e2a\u5206\u7c7b\u7684\u6e90\u5934&#xff0c;\u53ef\u4ee5\u8ffd\u5230 Yarin Gal \u7684\u535a\u58eb\u8bba\u6587\u300aUncertainty in Deep Learning\u300b\u2014\u2014\u5b83\u628a\u4e0d\u786e\u5b9a\u6027\u62c6\u6210\u4e24\u7c7b&#xff0c;\u5de5\u7a0b\u4e0a\u5e38\u518d\u62c6\u51fa\u4e00\u7c7b&#xff0c;\u5171\u4e09\u79cd&#xff1a;<\/p>\n<table>\n<tbody>\n<tr>\u7c7b\u578b\u4eba\u8bdd\u5178\u578b\u4fe1\u53f7\u6b63\u786e\u5904\u7f6e<\/tr>\n<tr>\n<td>\u8ba4\u77e5 epistemic<\/td>\n<td>\u6211\u6839\u672c\u4e0d\u77e5\u9053\u8fd9\u4ef6\u4e8b<\/td>\n<td>\u7f3a\u5916\u90e8\u4e8b\u5b9e&#xff1a;\u6743\u9650\u3001\u540d\u5355\u3001\u5bf9\u65b9\u516c\u53f8\u6709\u54ea\u4e9b\u90e8\u95e8\u3001\u8fd9\u4e2a\u5b63\u5ea6\u6709\u6ca1\u6709\u8fd9\u7b14\u9884\u7b97<\/td>\n<td>\u5148\u67e5&#xff08;RAG \/ \u8c03\u5de5\u5177&#xff09;&#xff0c;\u67e5\u4e0d\u5230\u518d\u95ee<\/td>\n<\/tr>\n<tr>\n<td>\u610f\u56fe intentional<\/td>\n<td>\u6211\u6ca1\u641e\u61c2\u7528\u6237\u60f3\u5e72\u4ec0\u4e48<\/td>\n<td>\u53c2\u6570\u7f3a\u5931\u3001\u52a8\u8bcd\u6a21\u7cca\u3001\u53e3\u5f84\u4e0d\u660e<\/td>\n<td>\u4e3b\u52a8\u95ee&#xff08;\u6700\u8be5\u95ee\u7684\u4e00\u7c7b&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u968f\u673a aleatoric<\/td>\n<td>\u6211\u63a7\u5236\u4e0d\u4e86\u73af\u5883<\/td>\n<td>\u5bf9\u65b9\u4f1a\u4e0d\u4f1a\u56de\u3001\u7269\u6d41\u4f1a\u4e0d\u4f1a\u5ef6\u8bef\u3001\u5e02\u573a\u600e\u4e48\u8d70<\/td>\n<td>\u522b\u95ee&#xff08;\u95ee\u4e86\u4e5f\u6ca1\u7528&#xff09;&#xff0c;\u6539\u505a\u98ce\u9669\u58f0\u660e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8fd9\u4e00\u6b65\u7684\u4ef7\u503c\u5728\u4e8e&#xff1a;\u5b83\u628a&#034;\u8981\u4e0d\u8981\u95ee&#034;\u53d8\u6210\u4e86\u6709\u4f9d\u636e\u7684\u5224\u65ad&#xff0c;\u800c\u4e0d\u662f\u611f\u89c9\u3002<\/p>\n<p>\u8ba4\u77e5\u7c7b\u5148\u67e5&#xff08;\u80fd\u67e5\u51fa\u6765\u7684\u95ee\u9898\u4e0d\u8be5\u62ff\u53bb\u70e6\u7528\u6237&#xff09;&#xff0c;\u968f\u673a\u7c7b\u4e0d\u95ee&#xff08;\u95ee\u7528\u6237&#034;\u660e\u5929\u4f1a\u4e0d\u4f1a\u4e0b\u96e8&#034;\u6beb\u65e0\u610f\u4e49&#xff09;&#xff0c;\u53ea\u6709\u610f\u56fe\u7c7b\u624d\u503c\u5f97\u5f00\u53e3\u3002<\/p>\n<h3>\u56db\u3001\u51b3\u7b56&#xff1a;\u4e09\u6863\u95f8\u95e8 &#043; \u4e00\u6761\u7ea2\u7ebf<\/h3>\n<p>\u5206\u6e05\u7c7b\u578b\u4e4b\u540e&#xff0c;\u628a\u4e09\u7c7b\u4e0d\u786e\u5b9a\u52a0\u6743\u6210\u4e00\u4e2a\u603b\u7684\u4e0d\u786e\u5b9a\u5ea6 U_total&#xff0c;\u518d\u8fc7\u95f8\u95e8\u5206\u6d41\u3002<\/p>\n<p>\u6ce8\u610f\u8fd9\u91cc\u6709\u4e2a\u5173\u952e\u5b9e\u73b0\u7ec6\u8282&#xff1a;\u6743\u91cd\u53ea\u5bf9&#034;\u5b9e\u9645\u5b58\u5728\u7684\u7c7b&#034;\u5f52\u4e00\u5316\u2014\u2014\u5982\u679c\u53ea\u6709\u610f\u56fe\u4e00\u7c7b\u4e0d\u786e\u5b9a&#xff0c;\u90a3\u5b83\u7684\u6743\u91cd\u5c31\u6062\u590d\u4e3a 1&#xff0c;\u800c\u4e0d\u662f\u88ab\u56fa\u5b9a\u6743\u91cd\u538b\u6b7b\u5728\u9608\u503c\u4e4b\u4e0b\u3002<\/p>\n<p>U_total &#8211;&#043;&#8211; \u547d\u4e2d\u786c\u95f8\u95e8&#xff1f; &#8211;\u662f&#8211;&gt; ASK&#xff08;\u7ea2\u7ebf&#xff0c;\u65e0\u6761\u4ef6\u95ee&#xff09;<\/p>\n<p>&#043;&#8211; &amp;lt;&#061; low &#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;&amp;gt; ECHO_EXECUTE \u56de\u97f3\u786e\u8ba4\u540e\u76f4\u63a5\u5e72 &#043;&#8211; &amp;lt; high &#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;&amp;gt; DEFAULT_EXECUTE \u9ed8\u8ba4\u503c\u5e72 &#043; \u6807\u6ce8\u5047\u8bbe &#043; \u7559\u4fee\u6539\u5165\u53e3 &#043;&#8211; &amp;gt;&#061; high &#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;&amp;gt; ASK \u5fc5\u987b\u95ee&#xff08;&amp;lt;&#061;3 \u95ee&#xff0c;\u542b\u7b49&#xff09;&lt;\/pre&gt;  <\/p>\n<p>\u4e09\u6863\u7684\u542b\u4e49&#xff0c;\u5bf9\u5e94\u4e09\u79cd&#034;\u4e0d\u786e\u5b9a\u6027\u6210\u672c&#034;&#xff1a;<\/p>\n<p>\u76f4\u63a5\u5e72&#xff1a;\u4e0d\u786e\u5b9a\u5ea6\u5df2\u7ecf\u4f4e\u5230\u53ef\u4ee5\u5ffd\u7565&#xff0c;Agent \u56de\u97f3\u786e\u8ba4\u4e00\u4e0b\u5c31\u6267\u884c&#xff0c;\u4e0d\u53bb\u6253\u6270\u7528\u6237\u3002<\/p>\n<p>\u9ed8\u8ba4\u503c\u5e72 &#043; \u6807\u6ce8&#xff1a;\u4e0d\u786e\u5b9a&#xff0c;\u4f46\u53ef\u4ee5\u7528\u4e00\u4e2a\u5408\u7406\u7684\u5e38\u8bc6\u9ed8\u8ba4\u503c\u63a8\u8fdb\u3002\u5173\u952e\u52a8\u4f5c\u662f\u2014\u2014\u628a\u5047\u8bbe\u660e\u660e\u767d\u767d\u5199\u8fdb\u4ea4\u4ed8\u7269&#xff0c;\u7559\u4e00\u4e2a\u4fee\u6539\u5165\u53e3\u3002\u7528\u6237\u626b\u4e00\u773c\u4e0d\u5bf9&#xff0c;\u4e00\u53e5\u8bdd\u5c31\u80fd\u63a8\u7ffb\u3002<\/p>\n<p>\u5fc5\u987b\u95ee&#xff1a;\u4e0d\u786e\u5b9a\u5ea6\u5df2\u7ecf\u8fc7\u4e86\u7ebf&#xff0c;\u518d\u731c\u5c31\u662f\u63b7\u9ab0\u5b50&#xff0c;\u505c\u4e0b\u6765\u95ee\u3002<\/p>\n<p>\u8fd8\u6709\u4e00\u6761\u51cc\u9a7e\u4e8e\u9608\u503c\u4e4b\u4e0a\u7684\u7ea2\u7ebf&#xff1a;\u54ea\u6015 U_total \u53ea\u6709 0.01&#xff0c;\u53ea\u8981\u547d\u4e2d&#034;\u5373\u5c06\u6267\u884c\u4e0d\u53ef\u9006\u52a8\u4f5c\u3001\u5173\u952e\u53c2\u6570\u7f3a\u5931\u3001\u4e14\u6ca1\u6709\u53ef\u4fe1\u9ed8\u8ba4\u503c&#034;&#xff08;\u53d1\u6d88\u606f\u3001\u6539\u5e93\u3001\u6263\u6b3e\u3001\u8986\u76d6\u6587\u4ef6\u3001\u5bf9\u5916\u53d1\u5e03&#xff09;&#xff0c;\u5c31\u5fc5\u987b\u95ee\u3002<\/p>\n<p>\u9608\u503c\u53ef\u4ee5\u653e\u5bbd&#xff0c;\u7ea2\u7ebf\u4e0d\u80fd\u8ba9\u6b65\u3002<\/p>\n<h3>\u4e94\u3001\u6392\u5e8f&#xff1a;\u53ea\u95ee\u6700\u503c\u94b1\u7684\u95ee\u9898<\/h3>\n<p>\u51b3\u5b9a\u8981\u95ee\u4e86&#xff0c;\u8fd8\u6709\u4e00\u4e2a\u95ee\u9898&#xff1a;\u5148\u95ee\u54ea\u4e2a&#xff1f;\u5168\u90e8\u95ee\u5b8c\u5f53\u7136\u6700\u4fdd\u9669&#xff0c;\u4f46\u7528\u6237\u7684\u8010\u5fc3\u6709\u9650\u3002\u6240\u4ee5\u9700\u8981\u7ed9\u95ee\u9898\u6392\u4e2a\u4ef7\u3002<\/p>\n<p>\u601d\u8def\u6765\u81ea&#034;\u671f\u671b\u4e0d\u786e\u5b9a\u51cf\u5c11\u91cf&#034;&#xff08;Expected Uncertainty Reduction&#xff09;&#xff1a;\u4e00\u4e2a\u95ee\u9898\u7684\u4ef7\u503c&#xff0c;\u7b49\u4e8e\u95ee\u5b8c\u4e4b\u540e\u4e0d\u786e\u5b9a\u5ea6\u80fd\u51cf\u5c11\u591a\u5c11\u3002<\/p>\n<p>\u4e25\u683c\u7b97\u8fd9\u4e2a\u503c\u9700\u8981\u679a\u4e3e\u7528\u6237\u6240\u6709\u53ef\u80fd\u7684\u56de\u7b54\u5e76\u91cd\u7b97\u4e0d\u786e\u5b9a\u5ea6&#xff0c;\u5728\u7ebf\u6210\u672c\u6781\u9ad8&#xff1b;\u5de5\u7a0b\u4e0a\u7528\u4e00\u4e2a\u53ef\u89c2\u6d4b\u7684\u8fd1\u4f3c&#xff1a;<\/p>\n<p>EUR \u539f\u5f0f&#xff1a; V(Q) &#061; U_current &#8211; Sum p(Ai|Q) * U_new(Ai)      &lt;- \u9700\u679a\u4e3e\u6240\u6709\u53ef\u80fd\u7b54\u6848&#xff0c;\u5728\u7ebf\u6210\u672c\u6781\u9ad8<br \/>\n\u5de5\u7a0b\u8fd1\u4f3c&#xff1a; V(Q) ~ \u4e25\u91cd\u5ea6 x (1-\u6e05\u6670\u5ea6) x (1-\u7b54\u6848\u53ef\u9884\u6d4b\u6027) x \u4e25\u91cd\u5ea6\u653e\u5927\u7cfb\u6570 <\/p>\n<p>\u6700\u540e\u90a3\u4e2a\u56e0\u5b50&#034;\u7b54\u6848\u53ef\u9884\u6d4b\u6027&#034;\u662f\u6574\u5957\u903b\u8f91\u91cc\u6700\u53cd\u76f4\u89c9\u3001\u4e5f\u76f8\u5f53\u597d\u7528\u7684\u4e00\u6761&#xff1a;\u7b54\u6848\u8d8a\u53ef\u9884\u6d4b&#xff0c;\u95ee\u51fa\u6765\u80fd\u51cf\u5c11\u7684\u4e0d\u786e\u5b9a\u5c31\u8d8a\u5c11\u3002<\/p>\n<p>\u6bd4\u5982&#034;\u4f60\u662f\u4e0d\u662f\u8981\u4e0a\u5468\u7684&#xff1f;&#034;\u2014\u2014\u7528\u6237\u51e0\u4e4e\u5fc5\u7136\u56de\u7b54&#034;\u662f&#034;&#xff0c;\u90a3\u4e48\u8fd9\u4e2a\u95ee\u9898\u4ef7\u503c\u63a5\u8fd1 0\u3002\u522b\u95ee&#xff0c;\u76f4\u63a5\u9ed8\u8ba4\u3002<\/p>\n<h3>\u516d\u3001\u9a8c\u8bc1&#xff1a;\u4e24\u4e2a\u516c\u5f00\u6570\u636e\u96c6&#xff0c;\u6293\u51fa\u5e76\u4fee\u6389 3 \u4e2a bug<\/h3>\n<p>\u4e0a\u9762\u7684\u673a\u5236\u542c\u8d77\u6765\u90fd\u633a\u987a\u3002\u4f46&#034;\u542c\u8d77\u6765\u987a&#034;\u548c&#034;\u771f\u7684\u80fd\u7528&#034;\u4e4b\u95f4&#xff0c;\u9694\u7740\u4e00\u6574\u4e2a\u56de\u6d4b\u3002\u8fd9\u4e2a\u6280\u80fd\u505a\u4e86\u4e24\u8f6e\u771f\u5b9e\u56de\u6d4b\u3002<\/p>\n<h4>\u56de\u6d4b\u4e00&#xff1a;\u9608\u503c\u8be5\u5b9a\u5728\u54ea&#xff08;Qulac&#xff0c;198 \u4e2a\u591a\u89e3\u8bfb\u67e5\u8be2&#xff09;<\/h4>\n<p>\u628a Qulac \u91cc&#034;\u4e00\u4e2a\u67e5\u8be2\u6709\u591a\u4e2a\u5408\u7406\u89e3\u8bfb&#034;\u7684\u6837\u672c\u6784\u9020\u6210\u5f85\u6f84\u6e05\u4efb\u52a1&#xff0c;\u626b\u63cf\u9608\u503c\u3002<\/p>\n<p>\u7ed3\u8bba\u662f&#xff1a;HIGH \u843d\u5728 [0.30, 0.50] \u65f6&#xff0c;\u8be5\u6f84\u6e05\u7684\u4e00\u4e2a\u4e0d\u6f0f&#xff0c;\u8bef\u95ee\u7387 0%&#xff1b;\u4e00\u65e6\u8d85\u8fc7 0.50&#xff08;\u6bd4\u5982 0.55&#xff09;&#xff0c;\u5c31\u5f00\u59cb\u6f0f\u6389&#034;\u4e24\u4e2a\u89e3\u8bfb&#034;\u7684\u8fb9\u754c\u6837\u672c\u3002\u9ed8\u8ba4 0.50 \u843d\u5728\u7a33\u5065\u5e26\u4e0a\u6cbf&#xff0c;\u7ad9\u5f97\u4f4f\u3002<\/p>\n<h4>\u56de\u6d4b\u4e8c&#xff1a;\u8ffd\u95ee\u51e0\u8f6e\u624d\u591f\u6536\u655b&#xff08;InfoQuest&#xff0c;1000 \u4e2a\u573a\u666f&#xff09;<\/h4>\n<p>InfoQuest \u6bcf\u4e2a\u573a\u666f\u90fd\u5e26\u4e00\u4efd 5 \u9879\u7684\u5fc5\u6f84\u6e05\u6e05\u5355\u3002\u628a\u6e05\u5355\u5f53&#034;\u5fc5\u987b\u95ee\u5230\u7684\u4fe1\u606f\u4f4d&#034;&#xff0c;\u6a21\u62df\u591a\u8f6e\u5bf9\u8bdd&#xff1a;\u6bcf\u8f6e\u6700\u591a\u95ee 3 \u4e2a&#xff0c;3 \u8f6e\u5bb9\u91cf 9&#xff0c;\u8986\u76d6 5 \u9879\u540e\u8fd8\u7559 4 \u9879\u5b89\u5168\u4f59\u91cf\u3002<\/p>\n<p>\u800c\u539f\u6765\u7684 2 \u8f6e&#xff08;\u5bb9\u91cf 6&#xff09;\u867d\u7136\u4e5f\u80fd\u5168\u90e8\u6536\u655b&#xff0c;\u4f46\u4e00\u70b9\u4f59\u91cf\u90fd\u6ca1\u6709\u2014\u2014\u4efb\u4f55\u9700\u8981\u6f84\u6e05 7 \u9879\u4ee5\u4e0a\u7684\u771f\u5b9e\u4efb\u52a1\u90fd\u4f1a\u88ab\u622a\u65ad\u3002<\/p>\n<p>\u56de\u6d4b\u771f\u6b63\u7684\u4ef7\u503c&#xff1a;\u5b83\u6293\u51fa\u4e86\u4e09\u4e2a&#034;\u7eb8\u9762\u4e0a\u770b\u4e0d\u51fa\u6765&#034;\u7684 bug<\/p>\n<li>\u52a0\u6743\u516c\u5f0f\u628a\u5355\u7c7b\u4e0d\u786e\u5b9a\u538b\u6b7b&#xff1a;\u539f\u516c\u5f0f\u7528\u56fa\u5b9a\u6743\u91cd&#xff08;\u610f\u56fe&#061;0.5&#xff09;&#xff0c;\u5bfc\u81f4\u7eaf\u610f\u56fe\u6b67\u4e49\u4e0b U_total \u6700\u9ad8\u53ea\u5230 0.42&#xff0c;\u6c38\u8fdc\u591f\u4e0d\u5230 0.50 \u7684\u9608\u503c\u2014\u2014198 \u4e2a\u591a\u89e3\u8bfb\u67e5\u8be2\u53ec\u56de\u7387\u4e3a 0&#xff0c;\u8be5\u95ee\u7684\u4e00\u5f8b\u6ca1\u95ee\u3002\u4fee\u590d&#xff1a;\u6743\u91cd\u53ea\u5728\u5b9e\u9645\u5b58\u5728\u7684\u7c7b\u4e0a\u91cd\u65b0\u5f52\u4e00\u5316&#xff0c;\u53ec\u56de\u7387\u56de\u5230\u6ee1\u503c\u3002<\/li>\n<li>\u5224\u5b9a\u7528\u4e86\u4e25\u683c\u5927\u4e8e&#xff1a;U_total \u6070\u597d\u7b49\u4e8e\u9608\u503c\u65f6&#xff08;\u4e24\u4e2a\u7b49\u53ef\u80fd\u89e3\u8bfb&#xff0c;\u9ed8\u8ba4\u53ea\u6709 50% \u731c\u5bf9&#xff09;&#xff0c;\u5224\u5b9a\u843d\u5230\u4e86&#034;\u9ed8\u8ba4\u6267\u884c&#034;&#xff0c;\u6f0f\u6389 10 \u4e2a\u8fb9\u754c\u6837\u672c\u3002\u4fee\u590d&#xff1a;\u6539\u6210\u542b\u7b49&#xff0c;\u4e0e&#034;\u5b81\u53ef\u95ee\u3001\u522b\u778e\u731c&#034;\u7684\u53d6\u5411\u4e00\u81f4\u3002<\/li>\n<li>\u8ffd\u95ee\u4e0a\u9650\u96f6\u4f59\u91cf&#xff1a;2 \u8f6e\u521a\u597d\u591f 5 \u9879&#xff0c;\u6ca1\u6709\u4efb\u4f55\u7f13\u51b2\u3002\u4fee\u590d&#xff1a;\u63d0\u5230 3 \u8f6e\u3002<\/li>\n<p>\u8fd9\u4e09\u6761\u90fd\u4e0d\u662f\u8bbe\u8ba1\u7f3a\u9677&#xff0c;\u800c\u662f&#034;\u6ca1\u8dd1\u8fc7\u771f\u5b9e\u6570\u636e\u5c31\u53d1\u73b0\u4e0d\u4e86&#034;\u7684\u5b9e\u73b0\u7f3a\u9677\u3002<\/p>\n<p>\u8fd9\u4e5f\u6b63\u662f\u56de\u6d4b\u7684\u610f\u4e49&#xff1a;\u5b83\u8ba9&#034;\u62cd\u51fa\u6765\u7684\u6570\u503c&#034;\u53d8\u6210&#034;\u9a8c\u8bc1\u8fc7\u7684\u6570\u503c&#034;\u3002<\/p>\n<h3>\u4e03\u3001\u600e\u4e48\u7528<\/h3>\n<p>\u6280\u80fd\u662f\u7eaf\u6807\u51c6\u5e93\u5b9e\u73b0\u7684&#xff0c;\u88c5\u4e0a\u5c31\u80fd\u8dd1&#xff0c;\u4e0d\u9700\u8981\u989d\u5916\u4f9d\u8d56\u3002<\/p>\n<p># \u8dd1\u5185\u7f6e\u6f14\u793a<br \/>\npython scripts\/clarify_gate.py &#8211;demo<br \/>\n\u7528\u6837\u4f8b\u4efb\u52a1\u8dd1\u95f8\u95e8<br \/>\npython scripts\/clarify_gate.py &#8211;task examples\/office_email.json<br \/>\n\u56de\u5f52\u6d4b\u8bd5&#xff08;47 \u9879\u65ad\u8a00&#xff09;<br \/>\npython scripts\/test_clarify_gate.py <\/p>\n<p>\u5b9e\u9645\u63a5\u5165\u65f6&#xff0c;\u4e0a\u5c42 Agent \u53ea\u9700\u8981\u505a\u4e24\u4ef6\u4e8b&#xff1a;\u628a\u8bf7\u6c42\u62c6\u6210\u4e00\u7ec4\u5e26\u6807\u6ce8\u7684\u4fe1\u606f\u69fd\u4f4d&#xff08;\u9519\u4e86\u540e\u679c\u591a\u4e25\u91cd\u3001\u6709\u6ca1\u6709\u53ef\u4fe1\u9ed8\u8ba4\u503c\u3001\u80fd\u4e0d\u80fd\u64a4\u56de&#xff09;&#xff0c;\u7136\u540e\u628a\u69fd\u4f4d\u4ea4\u7ed9\u95f8\u95e8\u3002<\/p>\n<p>\u62ff\u5230&#034;\u8be5\u4e0d\u8be5\u95ee \/ \u95ee\u4ec0\u4e48 \/ \u6309\u4ec0\u4e48\u987a\u5e8f\u95ee&#034;\u7684\u5224\u5b9a\u540e&#xff0c;\u518d\u636e\u6b64\u51b3\u5b9a\u662f\u76f4\u63a5\u5e72\u3001\u5e26\u5047\u8bbe\u5e72\u3001\u8fd8\u662f\u5f00\u53e3\u95ee\u3002<\/p>\n<p>\u65e0\u8bba\u8d70\u54ea\u4e00\u6863&#xff0c;\u90fd\u4f1a\u4ea7\u51fa\u4e00\u5f20\u56de\u97f3\u5361\u2014\u2014\u628a Agent \u7684\u7406\u89e3\u644a\u5f00\u7ed9\u7528\u6237\u770b&#xff1a;<\/p>\n<p>[\u6211\u8bfb\u5230\u7684]    &lt;- \u4ece\u539f\u8bdd\/\u4e0a\u4e0b\u6587\u786e\u5b9a\u7684&#xff0c;\u7528\u6237\u53ef\u4ee5\u6838\u5bf9\u6211\u6709\u6ca1\u6709\u542c\u9519<br \/>\n[\u6211\u731c\u7684]      &lt;- \u6211\u7528\u4e86\u9ed8\u8ba4\u503c\u7684&#xff0c;\u7528\u6237\u53ef\u4ee5\u4e00\u952e\u63a8\u7ffb<br \/>\n[\u6211\u8981\u505a\u7684]    &lt;- \u6211\u63a5\u4e0b\u6765\u6253\u7b97\u5e72\u4ec0\u4e48&#xff0c;\u7528\u6237\u53ef\u4ee5\u558a\u505c<br \/>\n[\u6211\u4e0d\u786e\u5b9a\u7684]  &lt;- \u98ce\u9669\u655e\u53e3&#xff0c;\u7528\u6237\u77e5\u9053\u54ea\u91cc\u53ef\u80fd\u51fa\u95ee\u9898 <\/p>\n<h3>\u516b\u3001\u5b83\u597d\u5728\u54ea<\/h3>\n<ul>\n<li>\u5224\u636e\u53ef\u8ba1\u7b97&#xff0c;\u4e0d\u9760\u611f\u89c9\u3002\u4e09\u6761\u91cf\u5316\u5224\u636e&#xff08;\u4e25\u91cd\u5ea6\u3001\u9ed8\u8ba4\u503c\u53ef\u4fe1\u5ea6\u3001\u7b54\u6848\u53ef\u9884\u6d4b\u6027&#xff09;\u628a&#034;\u8981\u4e0d\u8981\u95ee&#034;\u4ece\u7384\u5b66\u53d8\u6210\u7b97\u672f&#xff0c;\u8fd8\u80fd\u5355\u6d4b\u3002<\/li>\n<li>\u4e0d\u53ea\u6709&#034;\u95ee&#034;\u548c&#034;\u4e0d\u95ee&#034;\u3002\u4e2d\u95f4\u90a3\u6863&#034;\u9ed8\u8ba4\u503c\u5e72 &#043; \u6807\u6ce8\u5047\u8bbe&#034;\u662f\u73b0\u5b9e\u91cc\u975e\u5e38\u5927\u7684\u4e00\u7c7b\u8bf7\u6c42\u2014\u2014\u4e0d\u786e\u5b9a&#xff0c;\u4f46\u5b8c\u5168\u53ef\u4ee5\u5e26\u5047\u8bbe\u63a8\u8fdb\u3002\u4e8c\u5206\u6cd5\u4f1a\u628a\u5b83\u8bef\u5224\u6210&#034;\u5fc5\u987b\u95ee&#034;&#xff0c;Agent \u5c31\u53d8\u5570\u55e6\u4e86\u3002<\/li>\n<li>\u7ea2\u7ebf\u4f18\u5148\u4e8e\u9608\u503c\u3002\u4e0d\u53ef\u9006\u52a8\u4f5c\u7684\u5173\u952e\u53c2\u6570\u7f3a\u5931&#xff0c;\u65e0\u6761\u4ef6\u95ee&#xff0c;\u4e0d\u770b\u5206\u6570\u3002\u8fd9\u6761\u662f\u5b89\u5168\u5e95\u7ebf\u3002<\/li>\n<li>\u533a\u5206\u4e0d\u786e\u5b9a\u7c7b\u578b&#xff0c;\u800c\u4e0d\u662f\u4e00\u5f8b\u95ee\u3002\u8be5\u67e5\u7684\u5148\u53bb\u67e5&#xff0c;\u8be5\u58f0\u660e\u7684\u53bb\u505a\u58f0\u660e&#xff0c;\u53ea\u6709\u771f\u6b63\u9700\u8981\u7528\u6237\u62cd\u677f\u7684\u90e8\u5206\u624d\u5f00\u53e3\u3002<\/li>\n<li>\u95ee\u8fc7\u7684\u4e0d\u95ee\u7b2c\u4e8c\u904d\u3002\u504f\u597d\u69fd\u4f4d\u6301\u4e45\u5316&#xff0c;&#034;\u540c\u4e00\u4e2a\u95ee\u9898\u95ee\u4e24\u904d&#034;\u662f\u6700\u8ba9\u4eba\u607c\u706b\u7684\u4e00\u7c7b\u5931\u8bef\u3002<\/li>\n<li>\u6709\u56de\u6d4b\u3001\u6709\u56de\u5f52\u6d4b\u8bd5\u3001\u6709\u8bda\u5b9e\u8fb9\u754c\u3002\u6570\u503c\u662f\u62ff\u516c\u5f00\u6570\u636e\u96c6\u538b\u51fa\u6765\u7684&#xff0c;\u6bcf\u6761\u4fee\u590d\u90fd\u6709\u5b88\u536b\u6d4b\u8bd5\u9501\u6b7b\u3002<\/li>\n<\/ul>\n<h3>\u4e5d\u3001\u5c40\u9650\u4e0e\u672a\u6765\u5c55\u671b<\/h3>\n<p>\u8bda\u5b9e\u5730\u8bf4&#xff0c;\u5b83\u73b0\u5728\u7684\u8fb9\u754c\u5f88\u6e05\u695a&#xff1a;<\/p>\n<ul>\n<li>\u53ea\u505a\u5224\u5b9a&#xff0c;\u4e0d\u505a\u63d0\u95ee\u3002\u5f15\u64ce\u8f93\u51fa&#034;\u8be5\u95ee\u4ec0\u4e48\u3001\u4e3a\u4ec0\u4e48\u95ee\u3001\u6309\u4ec0\u4e48\u987a\u5e8f\u95ee&#034;&#xff0c;\u771f\u6b63\u5411\u7528\u6237\u5f00\u53e3\u7684\u662f\u4e0a\u5c42 Agent\u3002<\/li>\n<li>&#034;\u5f00\u653e\u5f0f\u95ee\u9898\u53ea\u95ee\u4e00\u4e2a&#034;\u8fd9\u6761\u89c4\u5219\u8fd8\u6ca1\u5b9e\u73b0\u3002\u5f15\u64ce\u76ee\u524d\u56fa\u5b9a\u4e3a&#034;\u6bcf\u8f6e\u4e0d\u8d85\u8fc7 3 \u95ee&#034;\u3002\u5982\u679c\u5c06\u6765\u5b9e\u73b0\u5f00\u653e\u5f0f\u6536\u7f29&#xff0c;\u8ffd\u95ee\u4e0a\u9650\u9700\u8981\u540c\u6b65\u4e0a\u8c03\u5230 5 \u8f6e\u4ee5\u4e0a\u624d\u4fdd\u7559\u6536\u655b\u80fd\u529b\u2014\u2014\u8fd9\u4e2a\u5dee\u8ddd\u5728\u6587\u6863\u91cc\u5df2\u660e\u786e\u6807\u6ce8&#xff0c;\u4e0d\u85cf\u7740\u3002<\/li>\n<li>\u56de\u6d4b\u7528\u7684\u662f\u534f\u4f5c\u578b&#034;oracle \u7528\u6237&#034;\u3002\u88ab\u95ee\u5230\u5c31\u5982\u5b9e\u56de\u7b54&#xff0c;\u6ca1\u6709\u8dd1\u539f\u7248\u8bba\u6587\u91cc\u7684 LLM \u7528\u6237\u6a21\u62df\u5668\u548c\u8bc4\u5224\u5668\u3002\u6240\u4ee5\u56de\u6d4b\u9a8c\u8bc1\u7684\u662f&#034;\u8f6e\u6b21\u9884\u7b97\u591f\u4e0d\u591f\u6536\u655b&#034;&#xff0c;\u4e0d\u662f&#034;\u95ee\u51fa\u7684\u95ee\u9898\u8d34\u4e0d\u8d34\u5408\u771f\u5b9e\u9700\u6c42&#034;\u3002<\/li>\n<li>\u69fd\u4f4d\u662f\u5582\u8fdb\u53bb\u7684\u3002\u56de\u6d4b\u5047\u8bbe\u7cfb\u7edf\u5df2\u7ecf\u77e5\u9053\u8be5\u6f84\u6e05\u54ea\u51e0\u9879&#xff1b;&#034;Agent \u80fd\u5426\u81ea\u5df1\u8bc6\u522b\u51fa\u6b63\u786e\u7684\u5f85\u6f84\u6e05\u9879&#034;\u8fd9\u4ef6\u4e8b&#xff0c;\u9700\u8981 LLM-in-the-loop \u8bc4\u6d4b&#xff0c;\u8fd8\u6ca1\u505a\u3002<\/li>\n<li>\u4e24\u4e2a\u6570\u636e\u96c6\u90fd\u662f\u4ee3\u7406\u3002Qulac \u662f\u5f00\u653e\u57df\u641c\u7d22\u67e5\u8be2&#xff0c;InfoQuest \u662f\u9690\u85cf\u4e0a\u4e0b\u6587\u7684\u5bf9\u8bdd\u573a\u666f&#xff0c;\u90fd\u4e0d\u662f Agent \u4efb\u52a1\u7684\u539f\u6837\u3002<\/li>\n<\/ul>\n<p>\u4e0b\u4e00\u6b65\u60f3\u505a\u7684&#xff1a;<\/p>\n<ul>\n<li>\u628a&#034;\u5f00\u653e\u5f0f\u53ea\u95ee\u4e00\u4e2a&#034;\u771f\u6b63\u5b9e\u73b0&#xff0c;\u5e76\u8ba9\u8ffd\u95ee\u4e0a\u9650\u968f\u53d1\u5305\u7b56\u7565\u81ea\u9002\u5e94&#xff08;\u53d1 3 \u4e2a\u95ee\u9898 &#061; \u5c11\u8f6e\u6b21&#xff1b;\u53d1 1 \u4e2a\u5f00\u653e\u95ee\u9898 &#061; \u591a\u8f6e\u6b21&#xff09;&#xff1b;<\/li>\n<li>\u63a5\u4e00\u4e2a\u771f\u5b9e LLM \u7528\u6237\u6a21\u62df\u5668&#xff0c;\u505a\u4e00\u8f6e\u7aef\u5230\u7aef\u8bc4\u6d4b&#xff0c;\u8865\u4e0a&#034;\u95ee\u9898\u8d34\u4e0d\u8d34\u5408&#034;\u8fd9\u4e00\u73af&#xff1b;<\/li>\n<li>\u79ef\u7d2f\u4e00\u6279\u771f\u5b9e Agent \u4efb\u52a1\u7684\u6807\u6ce8&#xff0c;\u53cd\u8fc7\u6765\u6821\u51c6\u4e09\u7c7b\u6743\u91cd\u7684\u5177\u4f53\u6570\u503c\u3002<\/li>\n<\/ul>\n<h3>\u53c2\u8003\u8bba\u6587&#xff08;arXiv \u524d\u6cbf&#xff09;<\/h3>\n<table>\n<tbody>\n<tr>\u8bba\u6587\u4f5c\u8005arXiv\u5e74\u4efd\u4e0e\u672c\u6587\u5173\u7cfb\u94fe\u63a5<\/tr>\n<tr>\n<td>InfoQuest: Evaluating Multi-Turn Dialogue Agents for Open-Ended Conversations with Hidden Context<\/td>\n<td>de Oliveira B. L. M. et al.<\/td>\n<td>2502.12257<\/td>\n<td>2025<\/td>\n<td>\u6240\u6709\u4e3b\u6d41\u6a21\u578b\u5728\u6a21\u7cca\u8bf7\u6c42\u4e0a\u8868\u73b0\u7cdf\u7cd5\u3001\u5e38\u9ed8\u8ba4\u6cdb\u6cdb\u4f5c\u7b54&#xff1b;1000 \u573a\u666f \/ \u6bcf\u573a\u666f 5 \u9879 checklist&#xff0c;\u662f\u672c\u6587\u8ffd\u95ee\u4e0a\u9650\u56de\u6d4b\u7684\u6570\u636e\u6765\u6e90<\/td>\n<td>\u94fe\u63a5<\/td>\n<\/tr>\n<tr>\n<td>MAC: A Multi-Agent Framework for Interactive User Clarification in Multi-turn Conversations<\/td>\n<td>Acikgoz E. 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