{"id":100959,"date":"2026-09-05T20:33:14","date_gmt":"2026-09-05T12:33:14","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/100959.html"},"modified":"2026-09-05T20:33:14","modified_gmt":"2026-09-05T12:33:14","slug":"%e3%80%90%e8%ae%ba%e6%96%87%e9%98%85%e8%af%bb%e3%80%91agent-%e8%ae%b0%e5%bf%86%e6%9c%ba%e5%88%b6%ef%bc%8861%ef%bc%89%ef%bc%9acfgm-%e7%94%a8%e7%b2%97%e5%88%b0%e7%bb%86%e7%9a%84","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/100959.html","title":{"rendered":"\u3010\u8bba\u6587\u9605\u8bfb\u3011Agent \u8bb0\u5fc6\u673a\u5236\uff0861\uff09\uff1aCFGM\u2014\u2014\u7528\u7c97\u5230\u7ec6\u7684\u8bb0\u5fc6\u843d\u5730\u8d2f\u901a\u7ecf\u9a8c\u91c7\u96c6\u3001\u77e5\u8bc6\u84b8\u998f\u4e0e\u5728\u7ebf\u7ea0\u9519"},"content":{"rendered":"<\/p>\n<h4>\u6587\u7ae0\u76ee\u5f55<\/h4>\n<ul>\n<li>\u524d\u8a00<\/li>\n<li>\u96f6\u3001\u8bba\u6587\u57fa\u672c\u4fe1\u606f<\/li>\n<li>\u4e00\u3001\u95ee\u9898\u80cc\u666f&#xff1a;\u4e3a\u4ec0\u4e48\u201c\u5b58\u4e0b\u8f68\u8ff9\u201d\u8fd8\u4e0d\u591f<\/li>\n<li>\n<ul>\n<li>1. \u4ea4\u4e92\u5f0f\u89c4\u5212\u4e2d\u7684\u8bb0\u5fc6\u95ed\u73af<\/li>\n<li>2. \u4e09\u4e2a\u5177\u4f53\u7f3a\u53e3<\/li>\n<li>\n<ul>\n<li>2.1 \u4f4e\u6548\u63a2\u7d22\u6c61\u67d3\u957f\u671f\u8bb0\u5fc6<\/li>\n<li>2.2 \u5355\u4e00\u7c92\u5ea6\u65e0\u6cd5\u517c\u987e\u8fc1\u79fb\u4e0e\u6267\u884c<\/li>\n<li>2.3 \u56fa\u5b9a\u53cd\u601d\u6a21\u677f\u96be\u4ee5\u9002\u5e94\u4e0d\u540c\u5f02\u5e38<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u4e8c\u3001\u76f8\u5173\u5de5\u4f5c&#xff1a;CFGM \u5728\u5df2\u6709\u8def\u7ebf\u4e2d\u7684\u4f4d\u7f6e<\/li>\n<li>\n<ul>\n<li>1. ReAct&#xff1a;\u6709\u63a8\u7406\u8f68\u8ff9&#xff0c;\u4f46\u6ca1\u6709\u8de8\u4efb\u52a1\u8bb0\u5fc6<\/li>\n<li>2. Reflexion&#xff1a;\u5931\u8d25\u540e\u91cd\u8bd5&#xff0c;\u4f46\u4e3b\u8981\u53d1\u751f\u5728\u4efb\u52a1\u5185\u90e8<\/li>\n<li>3. ExpeL&#xff1a;\u68c0\u7d22\u8f68\u8ff9\u5e76\u62bd\u53d6 insight<\/li>\n<li>4. AutoGuide&#xff1a;\u628a\u7ecf\u9a8c\u8f6c\u4e3a\u4e0a\u4e0b\u6587\u76f8\u5173\u7684 guideline<\/li>\n<li>5. QuBE&#xff1a;\u5728\u7ebf\u68c0\u67e5 belief&#xff0c;\u4f46\u95ee\u9898\u7531\u4eba\u5de5\u9884\u8bbe<\/li>\n<\/ul>\n<\/li>\n<li>\u4e09\u3001CFGM \u65b9\u6cd5\u603b\u89c8<\/li>\n<li>$$ \\\\operatorname{CFGM}<\/li>\n<li>\u56db\u3001\u6a21\u5757\u4e00&#xff1a;\u7c97\u7c92\u5ea6 Focus Points \u5f15\u5bfc\u7ecf\u9a8c\u91c7\u96c6<\/li>\n<li>\n<ul>\n<li>1. \u52a8\u673a&#xff1a;\u5148\u51b3\u5b9a\u201c\u770b\u4ec0\u4e48\u201d&#xff0c;\u518d\u5f00\u59cb\u63a2\u7d22<\/li>\n<li>2. \u91c7\u96c6\u8fc7\u7a0b<\/li>\n<li>3. \u4e00\u4e2a\u76f4\u89c2\u4f8b\u5b50<\/li>\n<\/ul>\n<\/li>\n<li>\u4e94\u3001\u6a21\u5757\u4e8c&#xff1a;\u6df7\u5408\u7c92\u5ea6 Experience-Wise Tips<\/li>\n<li>\n<ul>\n<li>1. \u4e3a\u4ec0\u4e48\u65e2\u8981\u6210\u529f\u8f68\u8ff9&#xff0c;\u4e5f\u8981\u5931\u8d25\u8f68\u8ff9<\/li>\n<\/ul>\n<\/li>\n<li>$$ C_{compare}<\/li>\n<li>$$ C_{success}<\/li>\n<li>\n<ul>\n<li>2. \u4e24\u9636\u6bb5 Tips \u63d0\u53d6<\/li>\n<\/ul>\n<\/li>\n<li>$$ TD[t_n]<\/li>\n<li>\n<ul>\n<li>3. \u201c\u6df7\u5408\u7c92\u5ea6\u201d\u7a76\u7adf\u6df7\u5408\u4e86\u4ec0\u4e48<\/li>\n<\/ul>\n<\/li>\n<li>\u516d\u3001\u6a21\u5757\u4e09&#xff1a;\u68c0\u7d22\u7ecf\u9a8c\u4e0e Tips \u652f\u6301\u5728\u7ebf\u89c4\u5212<\/li>\n<li>\n<ul>\n<li>1. \u53cc\u901a\u9053\u68c0\u7d22\u4e0a\u4e0b\u6587<\/li>\n<li>2. \u4e3a\u4ec0\u4e48 Top-k \u4e0d\u662f\u8d8a\u5927\u8d8a\u597d<\/li>\n<\/ul>\n<\/li>\n<li>\u4e03\u3001\u7ec6\u7c92\u5ea6\u5173\u952e\u4fe1\u606f\u4e0e\u81ea\u9002\u5e94 Self-QA<\/li>\n<li>\n<ul>\n<li>1. \u5f02\u5e38\u89e6\u53d1&#xff0c;\u800c\u4e0d\u662f\u6bcf\u4e00\u6b65\u90fd\u53cd\u601d<\/li>\n<li>2. Key Information Extraction<\/li>\n<li>3. Key Information Reflection<\/li>\n<\/ul>\n<\/li>\n<li>$$ (qa_i,ref_i)<\/li>\n<li>\n<ul>\n<li>4. \u5b8c\u6574\u5728\u7ebf\u6d41\u7a0b<\/li>\n<\/ul>\n<\/li>\n<li>\u516b\u3001\u6848\u4f8b\u5206\u6790&#xff1a;Tips \u548c KIR \u5206\u522b\u89e3\u51b3\u4ec0\u4e48<\/li>\n<li>\n<ul>\n<li>1. Tips \u6539\u53d8\u521d\u59cb\u641c\u7d22\u7b56\u7565<\/li>\n<li>2. KIR \u963b\u6b62\u5f02\u5e38\u540e\u7684\u91cd\u590d\u52a8\u4f5c<\/li>\n<li>3. WebShop \u4e2d\u7684\u641c\u7d22\u8303\u56f4\u4fee\u6b63<\/li>\n<\/ul>\n<\/li>\n<li>\u4e5d\u3001\u5b9e\u9a8c\u8bbe\u7f6e<\/li>\n<li>\n<ul>\n<li>1. \u73af\u5883\u4e0e\u6307\u6807<\/li>\n<li>2. \u6a21\u578b\u4e0e\u53c2\u6570<\/li>\n<\/ul>\n<\/li>\n<li>\u5341\u3001\u4e3b\u5b9e\u9a8c\u7ed3\u679c<\/li>\n<li>\n<ul>\n<li>1. \u76f8\u5bf9 ReAct \u7684\u63d0\u5347<\/li>\n<li>2. \u4e0d\u80fd\u628a\u6536\u76ca\u7b80\u5355\u5f52\u56e0\u4e8e\u201c\u79bb\u7ebf &#043; \u5728\u7ebf\u201d\u53e0\u52a0<\/li>\n<\/ul>\n<\/li>\n<li>\u5341\u4e00\u3001\u7ec4\u4ef6\u6d88\u878d&#xff1a;\u4e09\u4e2a\u7c92\u5ea6\u662f\u5426\u90fd\u6709\u6548<\/li>\n<li>\u5341\u4e8c\u3001\u68c0\u7d22\u8303\u56f4&#xff1a;\u66f4\u591a\u7ecf\u9a8c\u4e3a\u4ec0\u4e48\u53cd\u800c\u66f4\u5dee<\/li>\n<li>\u5341\u4e09\u3001\u8de8\u73af\u5883\u8fc1\u79fb&#xff1a;Tips \u662f\u5426\u53ea\u662f\u4efb\u52a1\u6a21\u677f<\/li>\n<li>\u5341\u56db\u3001\u5728\u7ebf\u53cd\u601d&#xff1a;\u52a8\u6001\u95ee\u9898\u662f\u5426\u4f18\u4e8e\u56fa\u5b9a\u95ee\u9898<\/li>\n<li>\u5341\u4e94\u3001\u6a21\u578b\u6cdb\u5316&#xff1a;\u6846\u67b6\u662f\u5426\u4f9d\u8d56 GPT-4-Turbo<\/li>\n<li>\u5341\u516d\u3001\u6548\u7387\u5206\u6790&#xff1a;\u5c11\u8d70\u5f2f\u8def\u662f\u5426\u771f\u7684\u66f4\u7701<\/li>\n<li>\u5341\u4e03\u3001\u5931\u8d25\u6a21\u5f0f\u4e0e\u53cd\u4f8b<\/li>\n<li>\n<ul>\n<li>1. \u68c0\u7d22\u8fc7\u591a\u5bfc\u81f4\u77e5\u8bc6\u51b2\u7a81<\/li>\n<li>2. \u6781\u5c0f\u8bad\u7ec3\u96c6\u96be\u4ee5\u5f62\u6210\u6709\u6548\u7ecf\u9a8c\u6c60<\/li>\n<li>3. \u957f\u8f68\u8ff9\u91cd\u65b0\u628a\u566a\u58f0\u5e26\u56de\u4e0a\u4e0b\u6587<\/li>\n<li>4. Tips \u53ef\u80fd\u628a\u5076\u7136\u76f8\u5173\u5f53\u6210\u89c4\u5f8b<\/li>\n<li>5. \u5f02\u5e38\u68c0\u6d4b\u4e0e\u7ea0\u9519\u90fd\u4f9d\u8d56\u8bed\u8a00\u6a21\u578b\u5224\u65ad<\/li>\n<\/ul>\n<\/li>\n<li>\u5341\u516b\u3001\u4e0e Agent Memory \u7cfb\u5217\u65b9\u6cd5\u7684\u6a2a\u5411\u6bd4\u8f83<\/li>\n<li>\n<ul>\n<li>1. CFGM \u4e0e A-MEM \/ MAGMA<\/li>\n<li>2. CFGM \u4e0e CoM<\/li>\n<li>3. CFGM \u4e0e ReMemR1<\/li>\n<li>4. CFGM \u4e0e Mem\u00b2Evolve<\/li>\n<\/ul>\n<\/li>\n<li>\u5341\u4e5d\u3001\u5bf9 Coding Agent \u4e0e Tool Agent \u7684\u542f\u53d1<\/li>\n<li>\n<ul>\n<li>1. Coding Agent&#xff1a;\u628a\u4ed3\u5e93\u77e5\u8bc6\u5206\u6210\u4e09\u4e2a\u7c92\u5ea6<\/li>\n<li>2. Tool Agent&#xff1a;\u4ece\u9519\u8bef\u7801\u89e6\u53d1\u7ed3\u6784\u5316\u7ea0\u9519<\/li>\n<li>3. Multi-Agent&#xff1a;Tips \u4e0d\u5e94\u53ea\u662f\u5171\u4eab\u804a\u5929\u8bb0\u5f55<\/li>\n<li>4. \u771f\u6b63\u503c\u5f97\u501f\u9274\u7684\u662f\u201c\u8bb0\u5fc6\u5f62\u6210\u524d\u6cbb\u7406\u201d<\/li>\n<\/ul>\n<\/li>\n<li>\u4e8c\u5341\u3001\u8bba\u6587\u5c40\u9650\u6027<\/li>\n<li>\n<ul>\n<li>1. \u4f5c\u8005\u660e\u786e\u627f\u8ba4\u7684\u5c40\u9650<\/li>\n<li>2. \u8fdb\u4e00\u6b65\u7684\u5c40\u9650<\/li>\n<li>\n<ul>\n<li>2.1 \u201c\u5185\u90e8\u77e5\u8bc6\u843d\u5730\u201d\u4e5f\u53ef\u80fd\u843d\u5730\u5e7b\u89c9<\/li>\n<li>2.2 \u5bf9\u95ed\u6e90\u5f3a\u6a21\u578b\u7684\u4f9d\u8d56\u4ecd\u7136\u660e\u663e<\/li>\n<li>2.3 \u7f3a\u5c11\u7aef\u5230\u7aef\u6210\u672c\u4e0e\u663e\u8457\u6027\u68c0\u9a8c<\/li>\n<li>2.4 \u5728\u7ebf\u7ecf\u9a8c\u6ca1\u6709\u95ed\u73af\u56de\u5199<\/li>\n<li>2.5 \u5b9e\u9a8c\u53c2\u6570\u63cf\u8ff0\u5b58\u5728\u6837\u672c\u6570\u4e0d\u4e00\u81f4<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u4e8c\u5341\u4e00\u3001\u6211\u7684\u7406\u89e3\u548c\u542f\u53d1<\/li>\n<li>\n<ul>\n<li>1. CFGM \u7684\u672c\u8d28\u662f Memory ETL<\/li>\n<li>2. \u201c\u7c97\u5230\u7ec6\u201d\u4e0d\u662f\u5185\u5bb9\u8d8a\u6765\u8d8a\u77ed&#xff0c;\u800c\u662f\u6761\u4ef6\u8d8a\u6765\u8d8a\u5177\u4f53<\/li>\n<li>3. \u6700\u5173\u952e\u7684\u8bbe\u8ba1\u662f\u201c\u53cc\u8868\u793a\u201d<\/li>\n<li>4. KIR \u5e94\u8fdb\u4e00\u6b65\u8d70\u5411\u201c\u53ef\u9a8c\u8bc1\u53cd\u601d\u201d<\/li>\n<li>5. CFGM \u8fd8\u7f3a\u6700\u540e\u4e00\u4e2a\u201c\u56de\u6d41\u7bad\u5934\u201d<\/li>\n<\/ul>\n<\/li>\n<li>\u4e8c\u5341\u4e8c\u3001\u603b\u7ed3<\/li>\n<li>\u53c2\u8003\u8d44\u6599<\/li>\n<\/ul>\n<hr \/>\n<h2>\u524d\u8a00<\/h2>\n<p>\u5728\u524d\u9762\u7684 Agent Memory \u7cfb\u5217\u4e2d&#xff0c;\u6211\u4eec\u5df2\u7ecf\u89c1\u8fc7\u51e0\u6761\u4e0d\u540c\u7684\u6f14\u8fdb\u8def\u7ebf&#xff1a;A-MEM \u5173\u6ce8\u8bb0\u5fc6\u6761\u76ee\u5982\u4f55\u81ea\u4e3b\u7ec4\u7ec7\u548c\u5efa\u7acb\u5173\u8054&#xff1b;MAGMA \u5f3a\u8c03\u591a\u56fe\u3001\u591a\u89c6\u89d2\u7684\u7ed3\u6784\u5316\u8bb0\u5fc6&#xff1b;CoM \u8bd5\u56fe\u628a\u957f\u671f\u4ea4\u4e92\u538b\u7f29\u6210\u8fde\u7eed\u3001\u53ef\u63a8\u7406\u7684\u8bb0\u5fc6&#xff1b;ReMemR1 \u8ba9 Agent \u5728\u5199\u5165\u8bb0\u5fc6\u65f6\u80fd\u591f\u56de\u770b\u5386\u53f2&#xff0c;\u907f\u514d\u201c\u8fb9\u8bfb\u8fb9\u8bb0\u201d\u9020\u6210\u4e0d\u53ef\u9006\u7684\u4fe1\u606f\u635f\u5931&#xff1b;Mem\u00b2Evolve \u5219\u8fdb\u4e00\u6b65\u8ba8\u8bba\u8bb0\u5fc6\u5982\u4f55\u968f\u4efb\u52a1\u7ecf\u9a8c\u6301\u7eed\u6f14\u5316\u3002<\/p>\n<p>\u8fd9\u4e9b\u65b9\u6cd5\u5927\u591a\u9ed8\u8ba4\u4e00\u4e2a\u524d\u63d0&#xff1a;\u7cfb\u7edf\u5df2\u7ecf\u62ff\u5230\u4e86\u503c\u5f97\u4fdd\u5b58\u7684\u4ea4\u4e92&#xff0c;\u7136\u540e\u518d\u7814\u7a76\u600e\u6837\u5199\u3001\u600e\u6837\u7ec4\u7ec7\u3001\u600e\u6837\u68c0\u7d22\u3002<\/p>\n<p>\u4f46\u5728\u4ea4\u4e92\u5f0f\u89c4\u5212\u4efb\u52a1\u4e2d&#xff0c;\u8fd9\u4e2a\u524d\u63d0\u672a\u5fc5\u6210\u7acb\u3002Agent \u7b2c\u4e00\u6b21\u8fdb\u5165\u73af\u5883\u65f6\u53ef\u80fd\u6f2b\u65e0\u76ee\u7684\u5730\u63a2\u7d22&#xff0c;\u91c7\u96c6\u5230\u7684\u8f68\u8ff9\u672c\u8eab\u5c31\u5145\u6ee1\u5197\u4f59\u548c\u9519\u8bef&#xff1b;\u968f\u540e\u5373\u4f7f\u4f7f\u7528\u518d\u597d\u7684\u5411\u91cf\u68c0\u7d22&#xff0c;\u4e5f\u53ea\u662f\u5728\u4f4e\u8d28\u91cf\u7ecf\u9a8c\u91cc\u5bfb\u627e\u201c\u6700\u76f8\u4f3c\u7684\u4f4e\u8d28\u91cf\u7ecf\u9a8c\u201d\u3002\u53e6\u4e00\u65b9\u9762&#xff0c;\u628a\u4e00\u6574\u6761\u6210\u529f\u8f68\u8ff9\u539f\u6837\u585e\u56de\u4e0a\u4e0b\u6587&#xff0c;\u4e5f\u4e0d\u4ee3\u8868\u6a21\u578b\u771f\u6b63\u7406\u89e3\u4e86\u5176\u4e2d\u54ea\u4e9b\u89c4\u5f8b\u53ef\u4ee5\u8fc1\u79fb\u3001\u54ea\u4e9b\u52a8\u4f5c\u53ea\u9002\u7528\u4e8e\u5f53\u65f6\u573a\u666f\u3002\u5230\u4e86\u5728\u7ebf\u6267\u884c\u9636\u6bb5&#xff0c;\u56fa\u5b9a\u95ee\u9898\u6a21\u677f\u5f0f\u7684\u53cd\u601d\u53c8\u5f88\u96be\u8986\u76d6\u4e0d\u540c\u73af\u5883\u91cc\u7684\u5f02\u5e38\u3002<\/p>\n<p>CFGM&#xff08;Coarse-to-Fine Grounded Memory&#xff09;\u6b63\u662f\u4ece\u8fd9\u91cc\u5207\u5165\u3002\u5b83\u4e0d\u628a Memory \u5f53\u4f5c\u4e00\u4e2a\u5355\u72ec\u7684\u5b58\u50a8\u6a21\u5757&#xff0c;\u800c\u662f\u628a\u8bb0\u5fc6\u5f62\u6210\u4e0e\u4f7f\u7528\u62c6\u6210\u4e09\u4e2a\u9010\u6e10\u7ec6\u5316\u7684\u9636\u6bb5&#xff1a;<\/p>\n<li>\u5728\u91c7\u96c6\u7ecf\u9a8c\u524d&#xff0c;\u4ece\u73af\u5883\u8bf4\u660e\u548c\u5c11\u91cf\u793a\u4f8b\u4e2d\u63d0\u53d6\u7c97\u7c92\u5ea6\u5173\u6ce8\u70b9&#xff0c;\u5148\u51b3\u5b9a\u63a2\u7d22\u65f6\u5e94\u8be5\u6ce8\u610f\u4ec0\u4e48&#xff1b;<\/li>\n<li>\u5728\u7ecf\u9a8c\u91c7\u96c6\u540e&#xff0c;\u4ece\u6210\u529f\u4e0e\u5931\u8d25\u8f68\u8ff9\u4e2d\u63d0\u70bc\u6df7\u5408\u7c92\u5ea6 Tips&#xff0c;\u628a\u6574\u6761\u8f68\u8ff9\u8f6c\u5316\u4e3a\u53ef\u590d\u7528\u7684\u539f\u5219\u548c\u5177\u4f53\u6280\u5de7&#xff1b;<\/li>\n<li>\u5728\u5728\u7ebf\u6267\u884c\u53d1\u751f\u5f02\u5e38\u65f6&#xff0c;\u4ece\u5f53\u524d\u77ed\u671f\u8f68\u8ff9\u4e2d\u63d0\u53d6\u7ec6\u7c92\u5ea6\u5173\u952e\u4fe1\u606f&#xff0c;\u52a8\u6001\u751f\u6210 Self-QA&#xff0c;\u5e76\u636e\u6b64\u7ea0\u6b63\u8ba1\u5212\u3002<\/li>\n<p>\u56e0\u6b64&#xff0c;\u8fd9\u7bc7\u8bba\u6587\u7684\u552f\u4e00\u6838\u5fc3\u589e\u91cf\u53ef\u4ee5\u6982\u62ec\u4e3a&#xff1a;<\/p>\n<p>CFGM \u5c06 LLM \u7684\u5185\u90e8\u77e5\u8bc6\u6309\u201c\u7c97\u7c92\u5ea6\u63a2\u7d22\u5f15\u5bfc \u2192 \u6df7\u5408\u7c92\u5ea6\u7ecf\u9a8c\u84b8\u998f \u2192 \u7ec6\u7c92\u5ea6\u5f02\u5e38\u7ea0\u9519\u201d\u9010\u7ea7\u843d\u5730\u5230\u8bb0\u5fc6\u751f\u547d\u5468\u671f\u4e2d&#xff0c;\u4f7f Agent \u4e0d\u4ec5\u80fd\u68c0\u7d22\u7ecf\u9a8c&#xff0c;\u8fd8\u80fd\u6539\u5584\u7ecf\u9a8c\u4ece\u54ea\u91cc\u6765\u3001\u88ab\u63d0\u70bc\u6210\u4ec0\u4e48&#xff0c;\u4ee5\u53ca\u51fa\u9519\u65f6\u5982\u4f55\u4f7f\u7528\u3002<\/p>\n<p>\u8fd9\u4e5f\u51b3\u5b9a\u4e86\u5b83\u4e0e\u4e00\u822c\u201c\u8f68\u8ff9\u5e93 &#043; \u5411\u91cf\u68c0\u7d22\u201d\u65b9\u6cd5\u7684\u6839\u672c\u533a\u522b&#xff1a;CFGM \u4f18\u5316\u7684\u662f\u6574\u6761\u8bb0\u5fc6\u94fe\u8def&#xff0c;\u800c\u4e0d\u53ea\u662f\u68c0\u7d22\u7aef\u3002<\/p>\n<h2>\u96f6\u3001\u8bba\u6587\u57fa\u672c\u4fe1\u606f<\/h2>\n<p>\u8bba\u6587\u540d\u79f0&#xff1a; Coarse-to-Fine Grounded Memory for LLM Agent Planning<\/p>\n<p>\u53d1\u8868\u5e73\u53f0&#xff1a; EMNLP 2025 Main Conference&#xff0c;pp. 13029\u201313056<\/p>\n<p>\u4ee3\u7801\u4ed3\u5e93&#xff1a; \u8bba\u6587\u4e0e ACL Anthology \u9875\u9762\u672a\u63d0\u4f9b\u516c\u5f00\u4ee3\u7801\u4ed3\u5e93<\/p>\n<p>\u4f5c\u8005&#xff1a; Wei Yang\u3001Jinwei Xiao\u3001Hongming Zhang\u3001Qingyang Zhang\u3001Yanna Wang\u3001Bo Xu<\/p>\n<h2>\u4e00\u3001\u95ee\u9898\u80cc\u666f&#xff1a;\u4e3a\u4ec0\u4e48\u201c\u5b58\u4e0b\u8f68\u8ff9\u201d\u8fd8\u4e0d\u591f<\/h2>\n<h3>1. \u4ea4\u4e92\u5f0f\u89c4\u5212\u4e2d\u7684\u8bb0\u5fc6\u95ed\u73af<\/h3>\n<p>\u4e00\u4e2a\u5178\u578b\u7684\u7ecf\u9a8c\u8bb0\u5fc6 Agent \u53ef\u4ee5\u62bd\u8c61\u4e3a&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         B<\/p>\n<p>         &#061;<\/p>\n<p>         {<\/p>\n<p>         (<\/p>\n<p>          t<\/p>\n<p>          i<\/p>\n<p>         ,<\/p>\n<p>          \u03c4<\/p>\n<p>          i<\/p>\n<p>         ,<\/p>\n<p>          y<\/p>\n<p>          i<\/p>\n<p>         )<\/p>\n<p>          }<\/p>\n<p>           i<\/p>\n<p>           &#061;<\/p>\n<p>           1<\/p>\n<p>          N<\/p>\n<p>         ,<\/p>\n<p>         \\\\mathcal{B}&#061;\\\\{(t_i,\\\\tau_i,y_i)\\\\}_{i&#061;1}^{N}, <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord mathcal\" style=\"margin-right: 0.0304em\">B<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1.1413em;vertical-align: -0.25em\"><\/span><span class=\"mopen\">{(<\/span><span class=\"mord\"><span class=\"mord mathnormal\">t<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1132em\">\u03c4<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1132em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0359em\">y<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0359em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">)<\/span><span class=\"mclose\"><span class=\"mclose\">}<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.8913em\"><span class=\"\" style=\"top: -2.453em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">i<\/span><span class=\"mrel mtight\">&#061;<\/span><span class=\"mord mtight\">1<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.113em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.109em\">N<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.247em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u5176\u4e2d&#xff0c;<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         t<\/p>\n<p>         i<\/p>\n<p>       t_i<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.7651em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">t<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u662f\u4efb\u52a1&#xff0c;<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         \u03c4<\/p>\n<p>         i<\/p>\n<p>       \\\\tau_i<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.5806em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1132em\">\u03c4<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1132em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u662f Agent \u4e0e\u73af\u5883\u4ea4\u4e92\u5f97\u5230\u7684\u8f68\u8ff9&#xff0c;<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         y<\/p>\n<p>         i<\/p>\n<p>       y_i<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.625em;vertical-align: -0.1944em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0359em\">y<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0359em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u8868\u793a\u6210\u529f\u3001\u5931\u8d25\u6216\u5956\u52b1\u3002\u9762\u5bf9\u65b0\u4efb\u52a1 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        t<\/p>\n<p>       t<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6151em\"><\/span><span class=\"mord mathnormal\">t<\/span><\/span><\/span><\/span><\/span> \u65f6&#xff0c;\u7cfb\u7edf\u4ece\u7ecf\u9a8c\u6c60 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        B<\/p>\n<p>       \\\\mathcal{B}<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord mathcal\" style=\"margin-right: 0.0304em\">B<\/span><\/span><\/span><\/span><\/span> \u4e2d\u68c0\u7d22\u76f8\u4f3c\u8f68\u8ff9&#xff0c;\u518d\u628a\u5b83\u4eec\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u4ea4\u7ed9\u7b56\u7565\u6a21\u578b\u3002<\/p>\n<p>\u95ee\u9898\u5728\u4e8e&#xff0c;\u8fd9\u4e2a\u6d41\u7a0b\u628a\u201c\u8f68\u8ff9\u201d\u76f4\u63a5\u7b49\u540c\u4e8e\u201c\u8bb0\u5fc6\u201d\u3002\u800c\u8f68\u8ff9\u53ea\u662f\u4ea4\u4e92\u65e5\u5fd7&#xff0c;\u5b83\u662f\u5426\u6784\u6210\u6709\u7528\u8bb0\u5fc6&#xff0c;\u8fd8\u53d6\u51b3\u4e8e\u4e09\u4e2a\u73af\u8282&#xff1a;<\/p>\n<ul>\n<li>\u91c7\u96c6\u8d28\u91cf&#xff1a; Agent \u662f\u5426\u63a2\u7d22\u4e86\u5173\u952e\u72b6\u6001\u4e0e\u52a8\u4f5c&#xff0c;\u800c\u4e0d\u662f\u53cd\u590d\u8d70\u65e0\u6548\u8def\u5f84&#xff1b;<\/li>\n<li>\u77e5\u8bc6\u5bc6\u5ea6&#xff1a; \u8f68\u8ff9\u4e2d\u7684\u53ef\u8fc1\u79fb\u89c4\u5f8b\u662f\u5426\u88ab\u63d0\u70bc\u51fa\u6765&#xff1b;<\/li>\n<li>\u4f7f\u7528\u65f6\u673a&#xff1a; \u5728\u7ebf\u5f02\u5e38\u53d1\u751f\u65f6&#xff0c;\u7cfb\u7edf\u80fd\u5426\u8bc6\u522b\u771f\u6b63\u7684\u77db\u76fe\u5e76\u53ca\u65f6\u6539\u8ba1\u5212\u3002<\/li>\n<\/ul>\n<p>CFGM \u5bf9\u5e94\u5730\u628a\u95ee\u9898\u62c6\u6210\u4e09\u4e2a\u7c92\u5ea6\u5c42\u7ea7\u3002<\/p>\n<h3>2. \u4e09\u4e2a\u5177\u4f53\u7f3a\u53e3<\/h3>\n<h4>2.1 \u4f4e\u6548\u63a2\u7d22\u6c61\u67d3\u957f\u671f\u8bb0\u5fc6<\/h4>\n<p>\u5728 ALFWorld \u8fd9\u7c7b\u90e8\u5206\u53ef\u89c2\u5bdf\u73af\u5883\u91cc&#xff0c;Agent \u9700\u8981\u9010\u4e2a\u68c0\u67e5\u5bb9\u5668&#xff1b;\u5728 WebShop \u4e2d&#xff0c;\u5b83\u9700\u8981\u6784\u9020\u641c\u7d22\u8bcd\u3001\u7ffb\u9875\u3001\u68c0\u67e5\u5c5e\u6027&#xff1b;\u5728 ScienceWorld \u4e2d&#xff0c;\u5b83\u9700\u8981\u6267\u884c\u957f\u94fe\u79d1\u5b66\u5b9e\u9a8c\u3002\u5982\u679c Agent \u5bf9\u73af\u5883\u673a\u5236\u6ca1\u6709\u521d\u6b65\u8ba4\u8bc6&#xff0c;\u79bb\u7ebf\u63a2\u7d22\u5c31\u53ef\u80fd\u5145\u65a5\u91cd\u590d\u52a8\u4f5c\u548c\u65e0\u5173\u72b6\u6001\u3002<\/p>\n<p>\u56e0\u6b64&#xff0c;\u4f4e\u8d28\u91cf\u8bb0\u5fc6\u7684\u6839\u6e90\u53ef\u80fd\u4e0d\u662f\u201c\u68c0\u7d22\u9519\u4e86\u201d&#xff0c;\u800c\u662f\u8bb0\u5fc6\u5f62\u6210\u4e4b\u524d\u5c31\u6ca1\u6709\u91c7\u5230\u597d\u7ecf\u9a8c\u3002<\/p>\n<h4>2.2 \u5355\u4e00\u7c92\u5ea6\u65e0\u6cd5\u517c\u987e\u8fc1\u79fb\u4e0e\u6267\u884c<\/h4>\n<p>\u4e00\u6761\u7ecf\u9a8c\u4e2d\u901a\u5e38\u540c\u65f6\u5b58\u5728\u4e24\u7c7b\u77e5\u8bc6&#xff1a;<\/p>\n<ul>\n<li>\u7c97\u7c92\u5ea6\u539f\u5219&#xff0c;\u4f8b\u5982\u201c\u641c\u7d22\u7269\u54c1\u65f6\u4f18\u5148\u68c0\u67e5\u66f4\u53ef\u80fd\u51fa\u73b0\u8be5\u7269\u54c1\u7684\u4f4d\u7f6e\u201d&#xff1b;<\/li>\n<li>\u7ec6\u7c92\u5ea6\u6280\u5de7&#xff0c;\u4f8b\u5982\u201c\u6267\u884c go to drawer 3 \u8fd4\u56de Nothing happens \u540e&#xff0c;\u4e0d\u8981\u7ee7\u7eed\u91cd\u590d\u540c\u4e00\u52a8\u4f5c\u201d\u3002<\/li>\n<\/ul>\n<p>\u53ea\u62bd\u53d6\u5b8f\u89c2\u539f\u5219\u4f1a\u5931\u53bb\u53ef\u64cd\u4f5c\u6027&#xff0c;\u53ea\u4fdd\u7559\u5177\u4f53\u52a8\u4f5c\u53c8\u5bb9\u6613\u8fc7\u62df\u5408\u573a\u666f\u3002\u8bba\u6587\u628a\u4e24\u8005\u7edf\u79f0\u4e3a Hybrid-Grained Tips&#xff0c;\u5e0c\u671b\u540c\u65f6\u4fdd\u7559\u8de8\u4efb\u52a1\u89c4\u5f8b\u548c\u5c40\u90e8\u6267\u884c\u6280\u5de7\u3002<\/p>\n<h4>2.3 \u56fa\u5b9a\u53cd\u601d\u6a21\u677f\u96be\u4ee5\u9002\u5e94\u4e0d\u540c\u5f02\u5e38<\/h4>\n<p>QuBE \u4e00\u7c7b\u65b9\u6cd5\u901a\u8fc7\u4eba\u5de5\u8bbe\u8ba1\u7684\u95ee\u9898\u68c0\u67e5 Agent \u7684 belief state\u3002\u8fd9\u5728\u7279\u5b9a\u73af\u5883\u4e2d\u6709\u6548&#xff0c;\u4f46\u540c\u4e00\u5957\u95ee\u9898\u5f88\u96be\u8986\u76d6\u201c\u5bf9\u8c61\u6ca1\u627e\u5230\u201d\u201c\u7f51\u9875\u52a8\u4f5c\u65e0\u6548\u201d\u201c\u7269\u7406\u5b9e\u9a8c\u6761\u4ef6\u4e0d\u6ee1\u8db3\u201d\u7b49\u4e0d\u540c\u5f02\u5e38\u3002<\/p>\n<p>CFGM \u7684\u601d\u8def\u662f&#xff1a;\u5148\u4ece\u5f53\u524d\u77ed\u671f\u8f68\u8ff9\u63d0\u53d6\u5173\u952e\u4e8b\u5b9e&#xff0c;\u518d\u8ba9 LLM \u6839\u636e\u8fd9\u4e9b\u4e8b\u5b9e\u52a8\u6001\u63d0\u51fa\u95ee\u9898\u5e76\u56de\u7b54\u3002\u4e5f\u5c31\u662f\u8bf4&#xff0c;\u95ee\u9898\u4e0d\u518d\u9884\u5148\u5199\u6b7b&#xff0c;\u800c\u7531\u5f02\u5e38\u672c\u8eab\u51b3\u5b9a\u3002<\/p>\n<h2>\u4e8c\u3001\u76f8\u5173\u5de5\u4f5c&#xff1a;CFGM \u5728\u5df2\u6709\u8def\u7ebf\u4e2d\u7684\u4f4d\u7f6e<\/h2>\n<h3>1. ReAct&#xff1a;\u6709\u63a8\u7406\u8f68\u8ff9&#xff0c;\u4f46\u6ca1\u6709\u8de8\u4efb\u52a1\u8bb0\u5fc6<\/h3>\n<p>ReAct \u4ea4\u66ff\u751f\u6210 Thought \u4e0e Action&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>          a<\/p>\n<p>          i<\/p>\n<p>         \u223c<\/p>\n<p>          \u03c0<\/p>\n<p>           R<\/p>\n<p>           e<\/p>\n<p>           A<\/p>\n<p>           c<\/p>\n<p>           t<\/p>\n<p>         (<\/p>\n<p>          a<\/p>\n<p>          i<\/p>\n<p>         \u2223<\/p>\n<p>          \u03c4<\/p>\n<p>          i<\/p>\n<p>         )<\/p>\n<p>         ,<\/p>\n<p>         a_i\\\\sim \\\\pi_{\\\\mathrm{ReAct}}(a_i\\\\mid \\\\tau_i), <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.5806em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">a<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u223c<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0359em\">\u03c0<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3283em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0359em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mtight\"><span class=\"mord mathrm mtight\">ReAct<\/span><\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mopen\">(<\/span><span class=\"mord\"><span class=\"mord mathnormal\">a<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2223<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1132em\">\u03c4<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1132em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">)<\/span><span class=\"mpunct\">,<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u5b83\u5960\u5b9a\u4e86\u8bed\u8a00 Agent \u7684\u4ea4\u4e92\u8303\u5f0f&#xff0c;\u4f46\u6bcf\u4e2a\u4efb\u52a1\u57fa\u672c\u4ece\u96f6\u5f00\u59cb\u3002\u4e00\u6b21\u8f68\u8ff9\u4e2d\u7684\u6210\u529f\u6216\u5931\u8d25\u4e0d\u4f1a\u7cfb\u7edf\u6027\u5730\u53d8\u6210\u4e0b\u4e00\u6b21\u4efb\u52a1\u7684\u5148\u9a8c\u3002<\/p>\n<h3>2. Reflexion&#xff1a;\u5931\u8d25\u540e\u91cd\u8bd5&#xff0c;\u4f46\u4e3b\u8981\u53d1\u751f\u5728\u4efb\u52a1\u5185\u90e8<\/h3>\n<p>Reflexion \u5728\u5931\u8d25\u540e\u751f\u6210\u8bed\u8a00\u53cd\u601d&#xff0c;\u5e76\u5728\u4e0b\u4e00\u6b21\u5c1d\u8bd5\u4e2d\u4f7f\u7528&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>          \u03bd<\/p>\n<p>           z<\/p>\n<p>           &#043;<\/p>\n<p>           1<\/p>\n<p>         &#061;<\/p>\n<p>         concat<\/p>\n<p>         \u2061<\/p>\n<p>         (<\/p>\n<p>          \u03bd<\/p>\n<p>          z<\/p>\n<p>         ,<\/p>\n<p>           LLM<\/p>\n<p>           \u2061<\/p>\n<p>           R<\/p>\n<p>           e<\/p>\n<p>           f<\/p>\n<p>           l<\/p>\n<p>           e<\/p>\n<p>           c<\/p>\n<p>           t<\/p>\n<p>         (<\/p>\n<p>          \u03c4<\/p>\n<p>          z<\/p>\n<p>         )<\/p>\n<p>         )<\/p>\n<p>         .<\/p>\n<p>         \\\\nu_{z&#043;1}&#061;\\\\operatorname{concat}\\\\big(\\\\nu_z, \\\\operatorname{LLM}_{\\\\mathrm{Reflect}}(\\\\tau_z)\\\\big). <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6389em;vertical-align: -0.2083em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0637em\">\u03bd<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3011em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0637em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.044em\">z<\/span><span class=\"mbin mtight\">&#043;<\/span><span class=\"mord mtight\">1<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2083em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1.2em;vertical-align: -0.35em\"><\/span><span class=\"mop\"><span class=\"mord mathrm\">concat<\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord\"><span class=\"delimsizing size1\">(<\/span><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0637em\">\u03bd<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0637em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.044em\">z<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mop\"><span class=\"mop\"><span class=\"mord mathrm\">LLM<\/span><\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mtight\"><span class=\"mord mathrm mtight\">Reflect<\/span><\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mopen\">(<\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1132em\">\u03c4<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1132em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.044em\">z<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">)<\/span><span class=\"mord\"><span class=\"delimsizing size1\">)<\/span><\/span><span class=\"mord\">.<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u5b83\u89e3\u51b3\u4e86\u201c\u540c\u4e00\u9519\u8bef\u53cd\u590d\u53d1\u751f\u201d\u7684\u4e00\u90e8\u5206\u95ee\u9898\u3002CFGM \u5728\u79bb\u7ebf\u7ecf\u9a8c\u91c7\u96c6\u65f6\u5438\u6536\u4e86\u8fd9\u79cd retry-reflection \u673a\u5236&#xff0c;\u4f46\u8fdb\u4e00\u6b65\u52a0\u5165 Focus Points \u6765\u63d0\u9ad8\u6700\u521d\u63a2\u7d22\u8d28\u91cf&#xff0c;\u5e76\u628a\u8f68\u8ff9\u8f6c\u6210\u53ef\u8de8\u4efb\u52a1\u68c0\u7d22\u7684\u7ecf\u9a8c\u548c Tips\u3002<\/p>\n<h3>3. ExpeL&#xff1a;\u68c0\u7d22\u8f68\u8ff9\u5e76\u62bd\u53d6 insight<\/h3>\n<p>ExpeL \u5df2\u7ecf\u5177\u5907\u7ecf\u9a8c\u6c60\u3001\u76f8\u4f3c\u8f68\u8ff9\u68c0\u7d22\u548c insight \u63d0\u53d6&#xff0c;\u662f CFGM \u6700\u76f4\u63a5\u7684\u6bd4\u8f83\u5bf9\u8c61\u3002CFGM \u7684\u6279\u8bc4\u4e0d\u662f ExpeL \u6ca1\u6709\u8bb0\u5fc6&#xff0c;\u800c\u662f&#xff1a;<\/p>\n<ul>\n<li>\u7ecf\u9a8c\u91c7\u96c6\u4e3b\u8981\u4f9d\u8d56 Agent \u81ea\u8eab\u8bd5\u9519&#xff0c;\u7f3a\u5c11\u91c7\u96c6\u524d\u7684\u73af\u5883\u7ea7\u5f15\u5bfc&#xff1b;<\/li>\n<li>\u7ecf\u9a8c\u77e5\u8bc6\u7684\u7c92\u5ea6\u8f83\u5355\u4e00&#xff1b;<\/li>\n<li>\u6ca1\u6709\u5728\u5355\u6b21\u5728\u7ebf\u6267\u884c\u4e2d\u57fa\u4e8e\u5f53\u524d\u5f02\u5e38\u505a\u7ec6\u7c92\u5ea6\u81ea\u9002\u5e94\u7ea0\u9519\u3002<\/li>\n<\/ul>\n<h3>4. AutoGuide&#xff1a;\u628a\u7ecf\u9a8c\u8f6c\u4e3a\u4e0a\u4e0b\u6587\u76f8\u5173\u7684 guideline<\/h3>\n<p>AutoGuide \u5f3a\u8c03\u4ece\u79bb\u7ebf\u7ecf\u9a8c\u4e2d\u63d0\u53d6 context-aware guideline\u3002\u5b83\u6bd4\u76f4\u63a5\u56de\u653e\u8f68\u8ff9\u66f4\u63a5\u8fd1\u201c\u53ef\u590d\u7528\u77e5\u8bc6\u201d&#xff0c;\u4f46\u4ecd\u6ca1\u6709\u628a\u91c7\u96c6\u3001\u84b8\u998f\u548c\u5728\u7ebf\u5f02\u5e38\u5904\u7406\u7edf\u4e00\u4e3a\u4e00\u4e2a\u6e10\u8fdb\u7c92\u5ea6\u6846\u67b6\u3002<\/p>\n<h3>5. QuBE&#xff1a;\u5728\u7ebf\u68c0\u67e5 belief&#xff0c;\u4f46\u95ee\u9898\u7531\u4eba\u5de5\u9884\u8bbe<\/h3>\n<p>QuBE \u7684\u4f18\u52bf\u5728\u4e8e\u65e0\u9700\u7b49\u5f85\u6574\u6b21\u4efb\u52a1\u5931\u8d25&#xff0c;\u5c31\u80fd\u5728\u5728\u7ebf\u6267\u884c\u4e2d\u68c0\u67e5\u72b6\u6001&#xff1b;\u5176\u9650\u5236\u5219\u662f\u56fa\u5b9a\u95ee\u53e5\u4f9d\u8d56\u4eba\u5de5\u8bbe\u8ba1&#xff0c;\u5e76\u4e14\u8de8\u73af\u5883\u8fc1\u79fb\u6210\u672c\u8f83\u9ad8\u3002CFGM \u7684 KIR \u7528\u201c\u5173\u952e\u4e8b\u5b9e\u63d0\u53d6 &#043; \u52a8\u6001 Self-QA\u201d\u66ff\u4ee3\u56fa\u5b9a\u95ee\u9898\u3002<\/p>\n<h2>\u4e09\u3001CFGM \u65b9\u6cd5\u603b\u89c8<\/h2>\n<p>\u5728\u8fdb\u5165\u7b97\u6cd5\u7ec6\u8282\u524d&#xff0c;\u5148\u770b\u8bba\u6587\u7684\u6574\u4f53\u6982\u5ff5\u56fe\u3002\u5b83\u5c06\u521d\u59cb\u73af\u5883\u4fe1\u606f\u3001\u79bb\u7ebf\u957f\u671f\u8bb0\u5fc6\u548c\u5728\u7ebf\u77ed\u671f\u8bb0\u5fc6\u8fde\u63a5\u6210\u4e00\u6761\u7c97\u5230\u7ec6\u7684\u8def\u5f84\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260905123310-6a9c0c06bde10.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>Figure 1&#xff1a;CFGM \u6982\u5ff5\u603b\u89c8\u3002 \u79bb\u7ebf\u9636\u6bb5\u5148\u4ece\u73af\u5883\u4fe1\u606f\u4e2d\u63d0\u53d6\u7c97\u7c92\u5ea6 Focus Points&#xff0c;\u518d\u4ece\u7ecf\u9a8c\u4e2d\u84b8\u998f\u6df7\u5408\u7c92\u5ea6 Tips&#xff1b;\u5728\u7ebf\u9636\u6bb5\u68c0\u7d22\u76f8\u5173\u7ecf\u9a8c\u4e0e Tips&#xff0c;\u9047\u5230\u5f02\u5e38\u540e\u63d0\u53d6\u7ec6\u7c92\u5ea6\u5173\u952e\u4fe1\u606f&#xff0c;\u6267\u884c\u81ea\u9002\u5e94 Self-QA \u548c\u8ba1\u5212\u8c03\u6574\u3002<\/p>\n<p>\u56fe\u4e2d\u503c\u5f97\u6ce8\u610f\u7684\u4e0d\u662f\u4e09\u4e2a\u5e76\u5217\u6a21\u5757&#xff0c;\u800c\u662f\u4fe1\u606f\u7c92\u5ea6\u4e0e\u65f6\u95f4\u9636\u6bb5\u540c\u65f6\u53d1\u751f\u53d8\u5316&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         \u73af\u5883\u7ea7\u5148\u9a8c&#xff08;\u7c97&#xff09;<\/p>\n<p>         \u2192<\/p>\n<p>         \u7ecf\u9a8c\u7ea7\u77e5\u8bc6&#xff08;\u6df7\u5408&#xff09;<\/p>\n<p>         \u2192<\/p>\n<p>         \u5f53\u524d\u5f02\u5e38\u4e8b\u5b9e&#xff08;\u7ec6&#xff09;<\/p>\n<p>         .<\/p>\n<p>         \\\\text{\u73af\u5883\u7ea7\u5148\u9a8c&#xff08;\u7c97&#xff09;} \\\\rightarrow \\\\text{\u7ecf\u9a8c\u7ea7\u77e5\u8bc6&#xff08;\u6df7\u5408&#xff09;} \\\\rightarrow \\\\text{\u5f53\u524d\u5f02\u5e38\u4e8b\u5b9e&#xff08;\u7ec6&#xff09;}. <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u73af\u5883\u7ea7\u5148\u9a8c&#xff08;\u7c97&#xff09;<\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2192<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u7ecf\u9a8c\u7ea7\u77e5\u8bc6&#xff08;\u6df7\u5408&#xff09;<\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2192<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u5f53\u524d\u5f02\u5e38\u4e8b\u5b9e&#xff08;\u7ec6&#xff09;<\/span><\/span><span class=\"mord\">.<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>Figure 2 \u7ed9\u51fa\u4e86\u5b8c\u6574\u7684\u6570\u636e\u6d41\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260905123311-6a9c0c07292b9.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>Figure 2&#xff1a;CFGM \u5b8c\u6574\u6846\u67b6\u3002 \u53f3\u4fa7\u662f\u7c97\u7c92\u5ea6\u5173\u6ce8\u70b9\u5f15\u5bfc\u7684\u79bb\u7ebf\u7ecf\u9a8c\u91c7\u96c6&#xff0c;\u4e2d\u95f4\u662f\u6309\u7ecf\u9a8c\u63d0\u53d6\u6df7\u5408\u7c92\u5ea6 Tips \u5e76\u5efa\u7acb\u5b57\u5178&#xff0c;\u5de6\u4fa7\u662f\u5728\u7ebf\u68c0\u7d22\u53ca\u7531\u5f02\u5e38\u89e6\u53d1\u7684\u7ec6\u7c92\u5ea6\u5173\u952e\u4fe1\u606f\u4e0e Self-QA \u53cd\u601d&#xff1b;\u6a59\u8272\u7bad\u5934\u8868\u793a LLM \u5185\u90e8\u77e5\u8bc6\u5411\u663e\u5f0f\u8bb0\u5fc6\u7684\u843d\u5730\u8fc7\u7a0b\u3002<\/p>\n<p>CFGM \u7684\u4e09\u4e2a\u6a21\u5757\u5206\u522b\u5bf9\u5e94&#xff1a;<\/p>\n<h2>$$ \\\\operatorname{CFGM}<\/h2>\n<p>\\\\underbrace{\\\\operatorname{Collect}(FP)}{\\\\text{\u6539\u5584\u8bb0\u5fc6\u6765\u6e90}} &#043; \\\\underbrace{\\\\operatorname{Distill}(\\\\tau)}{\\\\text{\u6539\u5584\u8bb0\u5fc6\u8868\u8fbe}} &#043; \\\\underbrace{\\\\operatorname{Correct}(KI)}_{\\\\text{\u6539\u5584\u8bb0\u5fc6\u4f7f\u7528}}. $$<\/p>\n<p>\u8fd9\u91cc\u7684 \u201cgrounded memory\u201d \u4e0d\u662f\u6307\u89c6\u89c9\u6216\u6587\u672c\u8bc1\u636e\u5f15\u7528\u610f\u4e49\u4e0a\u7684 grounding&#xff0c;\u800c\u662f\u6307&#xff1a;\u8ba9 LLM \u7684\u9690\u5f0f\u5185\u90e8\u77e5\u8bc6\u9488\u5bf9\u5177\u4f53\u73af\u5883\u3001\u5177\u4f53\u7ecf\u9a8c\u548c\u5177\u4f53\u5f02\u5e38&#xff0c;\u8f6c\u5316\u4e3a\u663e\u5f0f\u3001\u53ef\u653e\u5165\u4e0a\u4e0b\u6587\u7684\u8bb0\u5fc6\u5185\u5bb9\u3002<\/p>\n<h2>\u56db\u3001\u6a21\u5757\u4e00&#xff1a;\u7c97\u7c92\u5ea6 Focus Points \u5f15\u5bfc\u7ecf\u9a8c\u91c7\u96c6<\/h2>\n<h3>1. \u52a8\u673a&#xff1a;\u5148\u51b3\u5b9a\u201c\u770b\u4ec0\u4e48\u201d&#xff0c;\u518d\u5f00\u59cb\u63a2\u7d22<\/h3>\n<p>\u5982\u679c\u76f4\u63a5\u8ba9 ReAct \u5728\u8bad\u7ec3\u4efb\u52a1\u4e2d\u8bd5\u9519&#xff0c;\u6a21\u578b\u53ef\u80fd\u77e5\u9053\u8bb8\u591a\u5e38\u8bc6&#xff0c;\u5374\u6ca1\u6709\u628a\u8fd9\u4e9b\u5e38\u8bc6\u7ec4\u7ec7\u6210\u5f53\u524d\u73af\u5883\u7684\u63a2\u7d22\u7b56\u7565\u3002CFGM \u5148\u8ba9\u4e00\u4e2a Focus \u6a21\u578b\u9605\u8bfb&#xff1a;<\/p>\n<ul>\n<li>\u73af\u5883\u63cf\u8ff0 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">\n<p>         D<\/p>\n<p>         e<\/p>\n<p>         s<\/p>\n<p>          c<\/p>\n<p>           e<\/p>\n<p>           n<\/p>\n<p>           v<\/p>\n<p>        Desc_{env}<\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">D<\/span><span class=\"mord mathnormal\">es<\/span><span class=\"mord\"><span class=\"mord mathnormal\">c<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">e<\/span><span class=\"mord mathnormal mtight\">n<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0359em\">v<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>&#xff1b;<\/li>\n<li>\u5c11\u91cf\u4eba\u5de5\u793a\u4f8b\u8f68\u8ff9 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">\n<p>          F<\/p>\n<p>           m<\/p>\n<p>           a<\/p>\n<p>           n<\/p>\n<p>           u<\/p>\n<p>           a<\/p>\n<p>           l<\/p>\n<p>        F_{manual}<\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">F<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1389em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">man<\/span><span class=\"mord mathnormal mtight\">u<\/span><span class=\"mord mathnormal mtight\">a<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0197em\">l<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u3002<\/li>\n<\/ul>\n<p>\u968f\u540e\u751f\u6210\u7c97\u7c92\u5ea6\u5173\u6ce8\u70b9&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         F<\/p>\n<p>         P<\/p>\n<p>         &#061;<\/p>\n<p>           LLM<\/p>\n<p>           \u2061<\/p>\n<p>           F<\/p>\n<p>           o<\/p>\n<p>           c<\/p>\n<p>           u<\/p>\n<p>           s<\/p>\n<p>         (<\/p>\n<p>         D<\/p>\n<p>         e<\/p>\n<p>         s<\/p>\n<p>          c<\/p>\n<p>           e<\/p>\n<p>           n<\/p>\n<p>           v<\/p>\n<p>         ,<\/p>\n<p>          F<\/p>\n<p>           m<\/p>\n<p>           a<\/p>\n<p>           n<\/p>\n<p>           u<\/p>\n<p>           a<\/p>\n<p>           l<\/p>\n<p>         )<\/p>\n<p>         .<\/p>\n<p>         FP&#061;\\\\operatorname{LLM}_{Focus}(Desc_{env},F_{manual}). <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">F<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">P<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mop\"><span class=\"mop\"><span class=\"mord mathrm\">LLM<\/span><\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3283em\"><span class=\"\" style=\"top: -2.55em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.1389em\">F<\/span><span class=\"mord mathnormal mtight\">oc<\/span><span class=\"mord mathnormal mtight\">u<\/span><span class=\"mord mathnormal mtight\">s<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mopen\">(<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">D<\/span><span class=\"mord mathnormal\">es<\/span><span class=\"mord\"><span class=\"mord mathnormal\">c<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">e<\/span><span class=\"mord mathnormal mtight\">n<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0359em\">v<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">F<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1389em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">man<\/span><span class=\"mord mathnormal mtight\">u<\/span><span class=\"mord mathnormal mtight\">a<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0197em\">l<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">)<\/span><span class=\"mord\">.<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>Focus Points \u4e0d\u7ed9\u51fa\u67d0\u4e2a\u8bad\u7ec3\u4efb\u52a1\u7684\u5b8c\u6574\u7b54\u6848&#xff0c;\u800c\u662f\u63cf\u8ff0\u73af\u5883\u7ea7\u7684\u64cd\u4f5c\u539f\u5219\u3001\u641c\u7d22\u7b56\u7565\u3001\u52a8\u4f5c\u8bed\u6cd5\u548c\u5e38\u89c1\u98ce\u9669\u3002\u5b83\u4eec\u76f8\u5f53\u4e8e\u91c7\u96c6\u7ecf\u9a8c\u524d\u7684\u201c\u63a2\u7d22\u63d0\u7eb2\u201d\u3002<\/p>\n<h3>2. \u91c7\u96c6\u8fc7\u7a0b<\/h3>\n<p>\u5bf9\u8bad\u7ec3\u4efb\u52a1 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         t<\/p>\n<p>         n<\/p>\n<p>        \u2208<\/p>\n<p>         T<\/p>\n<p>          t<\/p>\n<p>          r<\/p>\n<p>          a<\/p>\n<p>          i<\/p>\n<p>          n<\/p>\n<p>       t_n\\\\in T_{train}<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.7651em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">t<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">n<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2208<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">T<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1389em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">t<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0278em\">r<\/span><span class=\"mord mathnormal mtight\">ain<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>&#xff0c;\u7b2c <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        z<\/p>\n<p>       z<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.4306em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.044em\">z<\/span><\/span><\/span><\/span><\/span> \u6b21\u5c1d\u8bd5\u7684\u52a8\u4f5c\u7531\u5f53\u524d\u8f68\u8ff9\u3001\u4eba\u5de5\u793a\u4f8b\u3001\u5386\u6b21\u53cd\u601d\u548c Focus Points \u5171\u540c\u51b3\u5b9a&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>          a<\/p>\n<p>          i<\/p>\n<p>         \u223c<\/p>\n<p>           LLM<\/p>\n<p>           \u2061<\/p>\n<p>           R<\/p>\n<p>           e<\/p>\n<p>           A<\/p>\n<p>           c<\/p>\n<p>           t<\/p>\n<p>          (<\/p>\n<p>           a<\/p>\n<p>           i<\/p>\n<p>          \u2223<\/p>\n<p>           \u03c4<\/p>\n<p>            n<\/p>\n<p>            ,<\/p>\n<p>            z<\/p>\n<p>          ,<\/p>\n<p>           F<\/p>\n<p>            m<\/p>\n<p>            a<\/p>\n<p>            n<\/p>\n<p>            u<\/p>\n<p>            a<\/p>\n<p>            l<\/p>\n<p>          ,<\/p>\n<p>           \u03bd<\/p>\n<p>            n<\/p>\n<p>            ,<\/p>\n<p>            z<\/p>\n<p>          ,<\/p>\n<p>          F<\/p>\n<p>          P<\/p>\n<p>          )<\/p>\n<p>         .<\/p>\n<p>         a_i\\\\sim \\\\operatorname{LLM}_{ReAct} \\\\left(a_i\\\\mid \\\\tau_{n,z},F_{manual},\\\\nu_{n,z},FP\\\\right). <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.5806em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">a<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u223c<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1.0361em;vertical-align: -0.2861em\"><\/span><span class=\"mop\"><span class=\"mop\"><span class=\"mord mathrm\">LLM<\/span><\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3283em\"><span class=\"\" style=\"top: -2.55em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0077em\">R<\/span><span class=\"mord mathnormal mtight\">e<\/span><span class=\"mord mathnormal mtight\">A<\/span><span class=\"mord mathnormal mtight\">c<\/span><span class=\"mord mathnormal mtight\">t<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"minner\"><span class=\"mopen delimcenter\" style=\"top: 0em\">(<\/span><span class=\"mord\"><span class=\"mord mathnormal\">a<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2223<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1132em\">\u03c4<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1132em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">n<\/span><span class=\"mpunct mtight\">,<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.044em\">z<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">F<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1389em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">man<\/span><span class=\"mord mathnormal mtight\">u<\/span><span class=\"mord mathnormal mtight\">a<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0197em\">l<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0637em\">\u03bd<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0637em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">n<\/span><span class=\"mpunct mtight\">,<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.044em\">z<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">F<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">P<\/span><span class=\"mclose delimcenter\" style=\"top: 0em\">)<\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord\">.<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u73af\u5883\u8f6c\u79fb\u4e3a&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         (<\/p>\n<p>          o<\/p>\n<p>           i<\/p>\n<p>           &#043;<\/p>\n<p>           1<\/p>\n<p>         ,<\/p>\n<p>         d<\/p>\n<p>         o<\/p>\n<p>         n<\/p>\n<p>         e<\/p>\n<p>         )<\/p>\n<p>         &#061;<\/p>\n<p>         e<\/p>\n<p>         n<\/p>\n<p>         v<\/p>\n<p>         .<\/p>\n<p>         s<\/p>\n<p>         t<\/p>\n<p>         e<\/p>\n<p>         p<\/p>\n<p>         (<\/p>\n<p>          a<\/p>\n<p>          i<\/p>\n<p>         )<\/p>\n<p>         ,<\/p>\n<p>         (o_{i&#043;1},done)&#061;env.step(a_i), <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mopen\">(<\/span><span class=\"mord\"><span class=\"mord mathnormal\">o<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">i<\/span><span class=\"mbin mtight\">&#043;<\/span><span class=\"mord mtight\">1<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2083em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\">d<\/span><span class=\"mord mathnormal\">o<\/span><span class=\"mord mathnormal\">n<\/span><span class=\"mord mathnormal\">e<\/span><span class=\"mclose\">)<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord mathnormal\">e<\/span><span class=\"mord mathnormal\">n<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0359em\">v<\/span><span class=\"mord\">.<\/span><span class=\"mord mathnormal\">s<\/span><span class=\"mord mathnormal\">t<\/span><span class=\"mord mathnormal\">e<\/span><span class=\"mord mathnormal\">p<\/span><span class=\"mopen\">(<\/span><span class=\"mord\"><span class=\"mord mathnormal\">a<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">)<\/span><span class=\"mpunct\">,<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u8f68\u8ff9\u66f4\u65b0\u4e3a&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>          \u03c4<\/p>\n<p>           n<\/p>\n<p>           ,<\/p>\n<p>           z<\/p>\n<p>         \u2190<\/p>\n<p>          \u03c4<\/p>\n<p>           n<\/p>\n<p>           ,<\/p>\n<p>           z<\/p>\n<p>         \u222a<\/p>\n<p>         {<\/p>\n<p>         (<\/p>\n<p>          a<\/p>\n<p>          i<\/p>\n<p>         ,<\/p>\n<p>          o<\/p>\n<p>           i<\/p>\n<p>           &#043;<\/p>\n<p>           1<\/p>\n<p>         )<\/p>\n<p>         }<\/p>\n<p>         .<\/p>\n<p>         \\\\tau_{n,z}\\\\leftarrow \\\\tau_{n,z}\\\\cup\\\\{(a_i,o_{i&#043;1})\\\\}. <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.7167em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1132em\">\u03c4<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1132em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">n<\/span><span class=\"mpunct mtight\">,<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.044em\">z<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2190<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.8417em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1132em\">\u03c4<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1132em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">n<\/span><span class=\"mpunct mtight\">,<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.044em\">z<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u222a<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mopen\">{(<\/span><span class=\"mord\"><span class=\"mord mathnormal\">a<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">o<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">i<\/span><span class=\"mbin mtight\">&#043;<\/span><span class=\"mord mtight\">1<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2083em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">)}<\/span><span class=\"mord\">.<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u5982\u679c\u4efb\u52a1\u5931\u8d25\u4e14\u5c1a\u672a\u8fbe\u5230\u6700\u5927\u91cd\u8bd5\u6b21\u6570 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        Z<\/p>\n<p>       Z<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">Z<\/span><\/span><\/span><\/span><\/span>&#xff0c;\u7cfb\u7edf\u751f\u6210\u53cd\u601d&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>          \u03bd<\/p>\n<p>           n<\/p>\n<p>           ,<\/p>\n<p>           z<\/p>\n<p>           &#043;<\/p>\n<p>           1<\/p>\n<p>         &#061;<\/p>\n<p>         concat<\/p>\n<p>         \u2061<\/p>\n<p>          (<\/p>\n<p>           \u03bd<\/p>\n<p>            n<\/p>\n<p>            ,<\/p>\n<p>            z<\/p>\n<p>          ,<\/p>\n<p>            LLM<\/p>\n<p>            \u2061<\/p>\n<p>            R<\/p>\n<p>            e<\/p>\n<p>            f<\/p>\n<p>            l<\/p>\n<p>            e<\/p>\n<p>            c<\/p>\n<p>            t<\/p>\n<p>          (<\/p>\n<p>           \u03c4<\/p>\n<p>            n<\/p>\n<p>            ,<\/p>\n<p>            z<\/p>\n<p>          )<\/p>\n<p>          )<\/p>\n<p>         ,<\/p>\n<p>         \\\\nu_{n,z&#043;1}&#061;\\\\operatorname{concat} \\\\left(\\\\nu_{n,z},\\\\operatorname{LLM}_{Reflect}(\\\\tau_{n,z})\\\\right), <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.7167em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0637em\">\u03bd<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3011em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0637em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">n<\/span><span class=\"mpunct mtight\">,<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.044em\">z<\/span><span class=\"mbin mtight\">&#043;<\/span><span class=\"mord mtight\">1<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1.0361em;vertical-align: -0.2861em\"><\/span><span class=\"mop\"><span class=\"mord mathrm\">concat<\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"minner\"><span class=\"mopen delimcenter\" style=\"top: 0em\">(<\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0637em\">\u03bd<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0637em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">n<\/span><span class=\"mpunct mtight\">,<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.044em\">z<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mop\"><span class=\"mop\"><span class=\"mord mathrm\">LLM<\/span><\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0077em\">R<\/span><span class=\"mord mathnormal mtight\">e<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.1076em\">f<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0197em\">l<\/span><span class=\"mord mathnormal mtight\">ec<\/span><span class=\"mord mathnormal mtight\">t<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mopen\">(<\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1132em\">\u03c4<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1132em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">n<\/span><span class=\"mpunct mtight\">,<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.044em\">z<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">)<\/span><span class=\"mclose delimcenter\" style=\"top: 0em\">)<\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mpunct\">,<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u7136\u540e\u518d\u6b21\u5c1d\u8bd5\u3002\u65e0\u8bba\u8f68\u8ff9\u6210\u529f\u8fd8\u662f\u5931\u8d25&#xff0c;\u90fd\u5148\u4e0e\u4efb\u52a1\u4e00\u8d77\u5199\u5165\u7ecf\u9a8c\u6c60&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         B<\/p>\n<p>         \u2190<\/p>\n<p>         B<\/p>\n<p>         \u222a<\/p>\n<p>         {<\/p>\n<p>         (<\/p>\n<p>          t<\/p>\n<p>          n<\/p>\n<p>         ,<\/p>\n<p>          \u03c4<\/p>\n<p>           n<\/p>\n<p>           ,<\/p>\n<p>           z<\/p>\n<p>         )<\/p>\n<p>         }<\/p>\n<p>         .<\/p>\n<p>         \\\\mathcal{B}\\\\leftarrow \\\\mathcal{B}\\\\cup\\\\{(t_n,\\\\tau_{n,z})\\\\}. <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord mathcal\" style=\"margin-right: 0.0304em\">B<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2190<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord mathcal\" style=\"margin-right: 0.0304em\">B<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u222a<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1.0361em;vertical-align: -0.2861em\"><\/span><span class=\"mopen\">{(<\/span><span class=\"mord\"><span class=\"mord mathnormal\">t<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">n<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1132em\">\u03c4<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1132em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">n<\/span><span class=\"mpunct mtight\">,<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.044em\">z<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">)}<\/span><span class=\"mord\">.<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u6210\u529f\u8f68\u8ff9\u63d0\u4f9b\u201c\u4ec0\u4e48\u505a\u6cd5\u6709\u6548\u201d&#xff0c;\u540c\u4efb\u52a1\u7684\u5931\u8d25\u8f68\u8ff9\u63d0\u4f9b\u201c\u54ea\u4e9b\u9519\u8bef\u6700\u5bb9\u6613\u53d1\u751f\u201d\u3002\u540e\u7eed Tips \u63d0\u53d6\u6b63\u662f\u4f9d\u8d56\u8fd9\u4e24\u7c7b\u8bc1\u636e\u7684\u5bf9\u7167\u3002<\/p>\n<h3>3. \u4e00\u4e2a\u76f4\u89c2\u4f8b\u5b50<\/h3>\n<p>\u5047\u8bbe\u73af\u5883\u8bf4\u660e\u544a\u8bc9\u6a21\u578b\u8fd9\u662f\u4e00\u4e2a\u865a\u62df\u5bb6\u5ead&#xff0c;\u9700\u8981\u5728\u623f\u95f4\u3001\u62bd\u5c49\u3001\u684c\u9762\u548c\u5bb9\u5668\u95f4\u5bfb\u627e\u5e76\u64cd\u4f5c\u7269\u54c1\u3002Focus Points \u53ef\u80fd\u5f62\u6210\u5982\u4e0b\u73af\u5883\u7ea7\u7b56\u7565&#xff1a;<\/p>\n<ul>\n<li>\u5148\u6839\u636e\u7269\u54c1\u7c7b\u578b\u5224\u65ad\u9ad8\u6982\u7387\u4f4d\u7f6e&#xff1b;<\/li>\n<li>\u6267\u884c\u52a8\u4f5c\u524d\u68c0\u67e5\u52a8\u4f5c\u8bed\u6cd5\u548c\u5bf9\u8c61\u72b6\u6001&#xff1b;<\/li>\n<li>\u6536\u5230 Nothing happens \u65f6\u4e0d\u8981\u65e0\u6761\u4ef6\u91cd\u590d\u52a8\u4f5c&#xff1b;<\/li>\n<li>\u957f\u4efb\u52a1\u8981\u4fdd\u5b58\u5b50\u76ee\u6807\u5b8c\u6210\u72b6\u6001&#xff0c;\u907f\u514d\u56de\u9000\u3002<\/li>\n<\/ul>\n<p>\u5b83\u5e76\u6ca1\u6709\u544a\u8bc9 Agent \u201c\u7897\u5c31\u5728 desk 2\u201d&#xff0c;\u5374\u80fd\u8ba9\u91c7\u96c6\u8fc7\u7a0b\u5c11\u8d70\u660e\u663e\u7684\u5f2f\u8def\u3002\u8fd9\u4e2a\u6a21\u5757\u7684\u771f\u6b63\u610f\u4e49\u662f&#xff1a;\u8ba9\u8bb0\u5fc6\u7cfb\u7edf\u7b2c\u4e00\u6b21\u5bf9\u4fe1\u606f\u8d28\u91cf\u8d1f\u8d23\u7684\u65f6\u70b9&#xff0c;\u4ece\u5199\u5165\u4e4b\u540e\u63d0\u524d\u5230\u8f68\u8ff9\u751f\u6210\u4e4b\u524d\u3002<\/p>\n<h2>\u4e94\u3001\u6a21\u5757\u4e8c&#xff1a;\u6df7\u5408\u7c92\u5ea6 Experience-Wise Tips<\/h2>\n<h3>1. \u4e3a\u4ec0\u4e48\u65e2\u8981\u6210\u529f\u8f68\u8ff9&#xff0c;\u4e5f\u8981\u5931\u8d25\u8f68\u8ff9<\/h3>\n<p>\u4ec5\u5206\u6790\u6210\u529f\u8f68\u8ff9&#xff0c;\u53ef\u4ee5\u77e5\u9053\u4e00\u6761\u53ef\u884c\u8def\u5f84&#xff1b;\u628a\u540c\u4e00\u4efb\u52a1\u7684\u6210\u529f\u4e0e\u5931\u8d25\u653e\u5728\u4e00\u8d77&#xff0c;\u624d\u80fd\u8bc6\u522b\u5bfc\u81f4\u5206\u53c9\u7684\u5173\u952e\u51b3\u7b56\u3002<\/p>\n<p>CFGM \u6309\u4efb\u52a1\u91cd\u65b0\u7ec4\u7ec7\u7ecf\u9a8c\u6c60&#xff0c;\u5f62\u6210\u4e24\u7c7b\u5b57\u5178&#xff1a;<\/p>\n<h2>$$ C_{compare}<\/h2>\n<p>\\\\left{t_i:(\\\\tau_i<sup>{success},\\\\tau_{i,0}<\/sup>{fail},\\\\ldots)\\\\right}, $$<\/p>\n<h2>$$ C_{success}<\/h2>\n<p>\\\\left{t_i:\\\\tau_i^{success}\\\\right}. $$<\/p>\n<p><span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         C<\/p>\n<p>          c<\/p>\n<p>          o<\/p>\n<p>          m<\/p>\n<p>          p<\/p>\n<p>          a<\/p>\n<p>          r<\/p>\n<p>          e<\/p>\n<p>       C_{compare}<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.9694em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">C<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0715em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">co<\/span><span class=\"mord mathnormal mtight\">m<\/span><span class=\"mord mathnormal mtight\">p<\/span><span class=\"mord mathnormal mtight\">a<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0278em\">r<\/span><span class=\"mord mathnormal mtight\">e<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u7528\u4e8e\u5bf9\u7167\u5206\u6790&#xff0c;<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         C<\/p>\n<p>          s<\/p>\n<p>          u<\/p>\n<p>          c<\/p>\n<p>          c<\/p>\n<p>          e<\/p>\n<p>          s<\/p>\n<p>          s<\/p>\n<p>       C_{success}<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">C<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0715em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">s<\/span><span class=\"mord mathnormal mtight\">u<\/span><span class=\"mord mathnormal mtight\">ccess<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u7528\u4e8e\u8865\u5145\u6210\u529f\u8def\u5f84\u4e2d\u7684\u6b63\u5411\u89c4\u5f8b\u3002<\/p>\n<h3>2. \u4e24\u9636\u6bb5 Tips \u63d0\u53d6<\/h3>\n<p>\u82e5\u4efb\u52a1\u540c\u65f6\u5b58\u5728\u6210\u529f\u548c\u5931\u8d25\u8f68\u8ff9&#xff0c;\u5148\u751f\u6210\u5bf9\u6bd4\u578b Tips&#xff1a;<\/p>\n<h2>$$ TD[t_n]<\/h2>\n<p>\\\\operatorname{LLM}{Tips}(C{compare}[t_n]), $$<\/p>\n<p>\u518d\u57fa\u4e8e\u6210\u529f\u8f68\u8ff9\u548c\u5df2\u6709 Tips \u8865\u5145&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         T<\/p>\n<p>         D<\/p>\n<p>         [<\/p>\n<p>          t<\/p>\n<p>          n<\/p>\n<p>         ]<\/p>\n<p>         \u2190<\/p>\n<p>         concat<\/p>\n<p>         \u2061<\/p>\n<p>          (<\/p>\n<p>          T<\/p>\n<p>          D<\/p>\n<p>          [<\/p>\n<p>           t<\/p>\n<p>           n<\/p>\n<p>          ]<\/p>\n<p>          ,<\/p>\n<p>            LLM<\/p>\n<p>            \u2061<\/p>\n<p>            T<\/p>\n<p>            i<\/p>\n<p>            p<\/p>\n<p>            s<\/p>\n<p>          (<\/p>\n<p>           C<\/p>\n<p>            s<\/p>\n<p>            u<\/p>\n<p>            c<\/p>\n<p>            c<\/p>\n<p>            e<\/p>\n<p>            s<\/p>\n<p>            s<\/p>\n<p>          [<\/p>\n<p>           t<\/p>\n<p>           n<\/p>\n<p>          ]<\/p>\n<p>          ,<\/p>\n<p>          T<\/p>\n<p>          D<\/p>\n<p>          [<\/p>\n<p>           t<\/p>\n<p>           n<\/p>\n<p>          ]<\/p>\n<p>          )<\/p>\n<p>          )<\/p>\n<p>         .<\/p>\n<p>         TD[t_n] \\\\leftarrow \\\\operatorname{concat}\\\\left( TD[t_n], \\\\operatorname{LLM}_{Tips}(C_{success}[t_n],TD[t_n]) \\\\right). <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">T<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">D<\/span><span class=\"mopen\">[<\/span><span class=\"mord\"><span class=\"mord mathnormal\">t<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">n<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">]<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2190<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1.0361em;vertical-align: -0.2861em\"><\/span><span class=\"mop\"><span class=\"mord mathrm\">concat<\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"minner\"><span class=\"mopen delimcenter\" style=\"top: 0em\">(<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">T<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">D<\/span><span class=\"mopen\">[<\/span><span class=\"mord\"><span class=\"mord mathnormal\">t<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">n<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">]<\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mop\"><span class=\"mop\"><span class=\"mord mathrm\">LLM<\/span><\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3283em\"><span class=\"\" style=\"top: -2.55em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.1389em\">T<\/span><span class=\"mord mathnormal mtight\">i<\/span><span class=\"mord mathnormal mtight\">p<\/span><span class=\"mord mathnormal mtight\">s<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mopen\">(<\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">C<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0715em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">s<\/span><span class=\"mord mathnormal mtight\">u<\/span><span class=\"mord mathnormal mtight\">ccess<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mopen\">[<\/span><span class=\"mord\"><span class=\"mord mathnormal\">t<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">n<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">]<\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">T<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">D<\/span><span class=\"mopen\">[<\/span><span class=\"mord\"><span class=\"mord mathnormal\">t<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">n<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">])<\/span><span class=\"mclose delimcenter\" style=\"top: 0em\">)<\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord\">.<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u5982\u679c\u8be5\u4efb\u52a1\u4e00\u6b21\u6210\u529f\u3001\u6ca1\u6709\u5931\u8d25\u8f68\u8ff9&#xff0c;\u5219\u53ea\u5206\u6790\u6210\u529f\u7ecf\u9a8c&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         T<\/p>\n<p>         D<\/p>\n<p>         [<\/p>\n<p>          t<\/p>\n<p>          n<\/p>\n<p>         ]<\/p>\n<p>         &#061;<\/p>\n<p>           LLM<\/p>\n<p>           \u2061<\/p>\n<p>           T<\/p>\n<p>           i<\/p>\n<p>           p<\/p>\n<p>           s<\/p>\n<p>         (<\/p>\n<p>          C<\/p>\n<p>           s<\/p>\n<p>           u<\/p>\n<p>           c<\/p>\n<p>           c<\/p>\n<p>           e<\/p>\n<p>           s<\/p>\n<p>           s<\/p>\n<p>         [<\/p>\n<p>          t<\/p>\n<p>          n<\/p>\n<p>         ]<\/p>\n<p>         )<\/p>\n<p>         .<\/p>\n<p>         TD[t_n]&#061;\\\\operatorname{LLM}_{Tips}(C_{success}[t_n]). <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">T<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">D<\/span><span class=\"mopen\">[<\/span><span class=\"mord\"><span class=\"mord mathnormal\">t<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">n<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">]<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1.0361em;vertical-align: -0.2861em\"><\/span><span class=\"mop\"><span class=\"mop\"><span class=\"mord mathrm\">LLM<\/span><\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3283em\"><span class=\"\" style=\"top: -2.55em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.1389em\">T<\/span><span class=\"mord mathnormal mtight\">i<\/span><span class=\"mord mathnormal mtight\">p<\/span><span class=\"mord mathnormal mtight\">s<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mopen\">(<\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">C<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0715em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">s<\/span><span class=\"mord mathnormal mtight\">u<\/span><span class=\"mord mathnormal mtight\">ccess<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mopen\">[<\/span><span class=\"mord\"><span class=\"mord mathnormal\">t<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">n<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">])<\/span><span class=\"mord\">.<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u5b9e\u9a8c\u914d\u7f6e\u4e2d&#xff0c;\u6bcf\u4e2a\u5bf9\u6bd4\u8f68\u8ff9\u6700\u591a\u751f\u6210 5 \u6761 Tips&#xff0c;\u6bcf\u6761\u6210\u529f\u8f68\u8ff9\u6700\u591a\u8865\u5145 3 \u6761 Tips\u3002\u8fd9\u4e2a\u4e0a\u9650\u5f88\u91cd\u8981&#xff1a;Tips \u4e0d\u662f\u8d8a\u591a\u8d8a\u597d&#xff0c;\u592a\u591a\u4f1a\u91cd\u65b0\u53d8\u6210\u566a\u58f0\u4e0a\u4e0b\u6587\u3002<\/p>\n<h3>3. \u201c\u6df7\u5408\u7c92\u5ea6\u201d\u7a76\u7adf\u6df7\u5408\u4e86\u4ec0\u4e48<\/h3>\n<p>\u8bba\u6587\u6ca1\u6709\u4e3a Tips \u5efa\u7acb\u4e25\u683c\u7684\u5f62\u5f0f\u5316\u5c42\u7ea7&#xff0c;\u4f46\u4ece\u9644\u5f55\u6848\u4f8b\u53ef\u4ee5\u770b\u51fa\u81f3\u5c11\u5305\u542b&#xff1a;<\/p>\n<ul>\n<li>\u53ef\u8fc1\u79fb\u539f\u5219&#xff1a; \u4f18\u5148\u67e5\u8be2\u9ad8\u6982\u7387\u4f4d\u7f6e&#xff1b;\u641c\u7d22\u7ed3\u679c\u4e0d\u8db3\u65f6\u6539\u5199\u67e5\u8be2&#xff1b;\u9047\u5230\u72b6\u6001\u4e0d\u5339\u914d\u5148\u68c0\u67e5\u524d\u7f6e\u6761\u4ef6&#xff1b;<\/li>\n<li>\u573a\u666f\u6280\u5de7&#xff1a; \u67d0\u7c7b\u5bf9\u8c61\u66f4\u5e38\u51fa\u73b0\u5728 desk&#xff1b;\u67d0\u7f51\u9875\u52a8\u4f5c\u65e0\u6548\u65f6\u8fd4\u56de\u641c\u7d22\u5e76\u6269\u5927\u5173\u952e\u8bcd&#xff1b;<\/li>\n<li>\u9519\u8bef\u89c4\u907f&#xff1a; \u540c\u4e00\u52a8\u4f5c\u591a\u6b21\u8fd4\u56de\u76f8\u540c\u5f02\u5e38\u65f6\u5e94\u505c\u6b62\u91cd\u590d&#xff1b;\u4e0d\u8981\u5728\u672a\u786e\u8ba4\u5bf9\u8c61\u72b6\u6001\u524d\u7ee7\u7eed\u6267\u884c\u540e\u7eed\u6b65\u9aa4\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u79cd\u8bbe\u8ba1\u6bd4\u53ea\u5b58\u8f68\u8ff9\u66f4\u7d27\u51d1&#xff0c;\u4e5f\u6bd4\u53ea\u5b58\u62bd\u8c61 insight \u66f4\u5177\u53ef\u64cd\u4f5c\u6027\u3002<\/p>\n<h2>\u516d\u3001\u6a21\u5757\u4e09&#xff1a;\u68c0\u7d22\u7ecf\u9a8c\u4e0e Tips \u652f\u6301\u5728\u7ebf\u89c4\u5212<\/h2>\n<h3>1. \u53cc\u901a\u9053\u68c0\u7d22\u4e0a\u4e0b\u6587<\/h3>\n<p>\u5bf9\u8bc4\u6d4b\u4efb\u52a1 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         t<\/p>\n<p>         m<\/p>\n<p>       t_m<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.7651em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">t<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">m<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>&#xff0c;CFGM \u4f7f\u7528\u6587\u672c\u7f16\u7801\u5668 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        E<\/p>\n<p>       E<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">E<\/span><\/span><\/span><\/span><\/span> \u548c Faiss \u505a kNN \u68c0\u7d22&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>          E<\/p>\n<p>           s<\/p>\n<p>           i<\/p>\n<p>           m<\/p>\n<p>         &#061;<\/p>\n<p>         Faiss<\/p>\n<p>         \u2061<\/p>\n<p>         (<\/p>\n<p>          t<\/p>\n<p>          m<\/p>\n<p>         ,<\/p>\n<p>         B<\/p>\n<p>         ,<\/p>\n<p>         E<\/p>\n<p>         ,<\/p>\n<p>         k<\/p>\n<p>         )<\/p>\n<p>         .<\/p>\n<p>         E_{sim}&#061;\\\\operatorname{Faiss}(t_m,\\\\mathcal{B},E,k). <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">E<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0576em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">s<\/span><span class=\"mord mathnormal mtight\">im<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mop\"><span class=\"mord mathrm\">Faiss<\/span><\/span><span class=\"mopen\">(<\/span><span class=\"mord\"><span class=\"mord mathnormal\">t<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">m<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathcal\" style=\"margin-right: 0.0304em\">B<\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">E<\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0315em\">k<\/span><span class=\"mclose\">)<\/span><span class=\"mord\">.<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u8bba\u6587\u4f7f\u7528 all-mpnet-base-v2 \u4f5c\u4e3a Embedder&#xff0c;\u5e76\u9ed8\u8ba4\u68c0\u7d22 Top-2 \u7ecf\u9a8c\u3002\u5bf9\u6bcf\u4e2a\u76f8\u4f3c\u4efb\u52a1 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        (<\/p>\n<p>         t<\/p>\n<p>         h<\/p>\n<p>        ,<\/p>\n<p>         \u03c4<\/p>\n<p>         h<\/p>\n<p>          s<\/p>\n<p>          u<\/p>\n<p>          c<\/p>\n<p>          c<\/p>\n<p>          e<\/p>\n<p>          s<\/p>\n<p>          s<\/p>\n<p>        )<\/p>\n<p>       (t_h,\\\\tau_h^{success})<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 1.0331em;vertical-align: -0.2831em\"><\/span><span class=\"mopen\">(<\/span><span class=\"mord\"><span class=\"mord mathnormal\">t<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">h<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1132em\">\u03c4<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.6644em\"><span class=\"\" style=\"top: -2.4169em;margin-left: -0.1132em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">h<\/span><\/span><\/span><span class=\"\" style=\"top: -3.063em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">s<\/span><span class=\"mord mathnormal mtight\">u<\/span><span class=\"mord mathnormal mtight\">ccess<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2831em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">)<\/span><\/span><\/span><\/span><\/span>&#xff0c;\u7cfb\u7edf\u5206\u522b\u805a\u5408\u6210\u529f\u8f68\u8ff9\u548c\u5bf9\u5e94 Tips&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         S<\/p>\n<p>         T<\/p>\n<p>         &#061;<\/p>\n<p>          \u2a01<\/p>\n<p>           h<\/p>\n<p>           \u2208<\/p>\n<p>            E<\/p>\n<p>             s<\/p>\n<p>             i<\/p>\n<p>             m<\/p>\n<p>          \u03c4<\/p>\n<p>          h<\/p>\n<p>           s<\/p>\n<p>           u<\/p>\n<p>           c<\/p>\n<p>           c<\/p>\n<p>           e<\/p>\n<p>           s<\/p>\n<p>           s<\/p>\n<p>         ,<\/p>\n<p>         ST&#061;\\\\bigoplus_{h\\\\in E_{sim}}\\\\tau_h^{success}, <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">S<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">T<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 2.4522em;vertical-align: -1.4022em\"><\/span><span class=\"mop op-limits\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.05em\"><span class=\"\" style=\"top: -1.8479em;margin-left: 0em\"><span class=\"pstrut\" style=\"height: 3.05em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">h<\/span><span class=\"mrel mtight\">\u2208<\/span><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0576em\">E<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3281em\"><span class=\"\" style=\"top: -2.357em;margin-left: -0.0576em;margin-right: 0.0714em\"><span class=\"pstrut\" style=\"height: 2.5em\"><\/span><span class=\"sizing reset-size3 size1 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">s<\/span><span class=\"mord mathnormal mtight\">im<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.143em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.05em\"><span class=\"pstrut\" style=\"height: 3.05em\"><\/span><span class=\"\"><span class=\"mop op-symbol large-op\">\u2a01<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.4022em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1132em\">\u03c4<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.7144em\"><span class=\"\" style=\"top: -2.453em;margin-left: -0.1132em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">h<\/span><\/span><\/span><span class=\"\" style=\"top: -3.113em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">s<\/span><span class=\"mord mathnormal mtight\">u<\/span><span class=\"mord mathnormal mtight\">ccess<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.247em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         E<\/p>\n<p>         T<\/p>\n<p>         &#061;<\/p>\n<p>          \u2a01<\/p>\n<p>           h<\/p>\n<p>           \u2208<\/p>\n<p>            E<\/p>\n<p>             s<\/p>\n<p>             i<\/p>\n<p>             m<\/p>\n<p>         T<\/p>\n<p>         D<\/p>\n<p>         [<\/p>\n<p>          t<\/p>\n<p>          h<\/p>\n<p>         ]<\/p>\n<p>         .<\/p>\n<p>         ET&#061;\\\\bigoplus_{h\\\\in E_{sim}}TD[t_h]. <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">E<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">T<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 2.4522em;vertical-align: -1.4022em\"><\/span><span class=\"mop op-limits\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.05em\"><span class=\"\" style=\"top: -1.8479em;margin-left: 0em\"><span class=\"pstrut\" style=\"height: 3.05em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">h<\/span><span class=\"mrel mtight\">\u2208<\/span><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0576em\">E<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3281em\"><span class=\"\" style=\"top: -2.357em;margin-left: -0.0576em;margin-right: 0.0714em\"><span class=\"pstrut\" style=\"height: 2.5em\"><\/span><span class=\"sizing reset-size3 size1 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">s<\/span><span class=\"mord mathnormal mtight\">im<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.143em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.05em\"><span class=\"pstrut\" style=\"height: 3.05em\"><\/span><span class=\"\"><span class=\"mop op-symbol large-op\">\u2a01<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.4022em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">T<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">D<\/span><span class=\"mopen\">[<\/span><span class=\"mord\"><span class=\"mord mathnormal\">t<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">h<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">]<\/span><span class=\"mord\">.<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u5728\u7ebf\u7b56\u7565\u540c\u65f6\u770b\u5230\u4e24\u79cd\u8bb0\u5fc6&#xff1a;<\/p>\n<ul>\n<li><span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">\n<p>         S<\/p>\n<p>         T<\/p>\n<p>        ST<\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">S<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">T<\/span><\/span><\/span><\/span><\/span> \u4fdd\u7559\u5b8c\u6574\u884c\u4e3a\u5b9e\u4f8b&#xff0c;\u56de\u7b54\u201c\u8fc7\u53bb\u5177\u4f53\u600e\u4e48\u505a\u201d&#xff1b;<\/li>\n<li><span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">\n<p>         E<\/p>\n<p>         T<\/p>\n<p>        ET<\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">E<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">T<\/span><\/span><\/span><\/span><\/span> \u63d0\u4f9b\u84b8\u998f\u540e\u7684\u7ecf\u9a8c\u77e5\u8bc6&#xff0c;\u56de\u7b54\u201c\u4e3a\u4ec0\u4e48\u8fd9\u6837\u505a\u3001\u5e94\u907f\u514d\u4ec0\u4e48\u201d\u3002<\/li>\n<\/ul>\n<p>\u4e8e\u662f\u52a8\u4f5c\u7b56\u7565\u4e3a&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>          a<\/p>\n<p>          i<\/p>\n<p>         \u223c<\/p>\n<p>           LLM<\/p>\n<p>           \u2061<\/p>\n<p>           C<\/p>\n<p>           F<\/p>\n<p>           G<\/p>\n<p>           M<\/p>\n<p>         (<\/p>\n<p>          a<\/p>\n<p>          i<\/p>\n<p>         \u2223<\/p>\n<p>          \u03c4<\/p>\n<p>          m<\/p>\n<p>         ,<\/p>\n<p>         E<\/p>\n<p>         T<\/p>\n<p>         ,<\/p>\n<p>         S<\/p>\n<p>         T<\/p>\n<p>         )<\/p>\n<p>         .<\/p>\n<p>         a_i\\\\sim \\\\operatorname{LLM}_{CFGM}(a_i\\\\mid \\\\tau_m,ET,ST). <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.5806em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">a<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u223c<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mop\"><span class=\"mop\"><span class=\"mord mathrm\">LLM<\/span><\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3283em\"><span class=\"\" style=\"top: -2.55em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0715em\">C<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.1389em\">F<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.109em\">GM<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mopen\">(<\/span><span class=\"mord\"><span class=\"mord mathnormal\">a<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2223<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1132em\">\u03c4<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1132em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">m<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">E<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">T<\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">S<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">T<\/span><span class=\"mclose\">)<\/span><span class=\"mord\">.<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u8fd9\u662f\u4e00\u79cd\u201c\u539f\u59cb\u6848\u4f8b &#043; \u62bd\u8c61\u89c4\u5219\u201d\u7684\u53cc\u901a\u9053\u63d0\u793a&#xff0c;\u800c\u4e0d\u662f\u53ea\u9009\u5176\u4e2d\u4e00\u79cd\u3002<\/p>\n<h3>2. \u4e3a\u4ec0\u4e48 Top-k \u4e0d\u662f\u8d8a\u5927\u8d8a\u597d<\/h3>\n<p>\u76f8\u4f3c\u4efb\u52a1\u4e0d\u7b49\u4e8e\u5b8c\u5168\u76f8\u540c\u4efb\u52a1\u3002\u968f\u7740 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        k<\/p>\n<p>       k<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6944em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0315em\">k<\/span><\/span><\/span><\/span><\/span> \u589e\u5927&#xff0c;\u63d0\u793a\u4e2d\u53ef\u80fd\u51fa\u73b0\u5f7c\u6b64\u51b2\u7a81\u7684\u5bf9\u8c61\u4f4d\u7f6e\u3001\u64cd\u4f5c\u987a\u5e8f\u548c\u73af\u5883\u72b6\u6001\u3002CFGM \u6ca1\u6709\u52a8\u6001\u91cd\u6392 Tips&#xff0c;\u800c\u662f\u4f9d\u8d56\u8f83\u5c0f\u7684 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        k<\/p>\n<p>       k<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6944em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0315em\">k<\/span><\/span><\/span><\/span><\/span> \u63a7\u5236\u5e72\u6270\u3002\u540e\u9762\u7684 Table 3 \u4e5f\u9a8c\u8bc1\u4e86\u8fd9\u4e00\u70b9&#xff1a;<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        k<\/p>\n<p>        &#061;<\/p>\n<p>        2<\/p>\n<p>       k&#061;2<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6944em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0315em\">k<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.6444em\"><\/span><span class=\"mord\">2<\/span><\/span><\/span><\/span><\/span> \u6216 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        3<\/p>\n<p>       3<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6444em\"><\/span><span class=\"mord\">3<\/span><\/span><\/span><\/span><\/span> \u6700\u597d&#xff0c;<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        k<\/p>\n<p>        &#061;<\/p>\n<p>        5<\/p>\n<p>       k&#061;5<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6944em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0315em\">k<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.6444em\"><\/span><span class=\"mord\">5<\/span><\/span><\/span><\/span><\/span> \u51e0\u4e4e\u9000\u56de\u57fa\u7ebf\u6c34\u5e73\u3002<\/p>\n<h2>\u4e03\u3001\u7ec6\u7c92\u5ea6\u5173\u952e\u4fe1\u606f\u4e0e\u81ea\u9002\u5e94 Self-QA<\/h2>\n<h3>1. \u5f02\u5e38\u89e6\u53d1&#xff0c;\u800c\u4e0d\u662f\u6bcf\u4e00\u6b65\u90fd\u53cd\u601d<\/h3>\n<p>CFGM \u5bf9\u6bcf\u4e2a\u65b0 observation <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         o<\/p>\n<p>          i<\/p>\n<p>          &#043;<\/p>\n<p>          1<\/p>\n<p>       o_{i&#043;1}<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6389em;vertical-align: -0.2083em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">o<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">i<\/span><span class=\"mbin mtight\">&#043;<\/span><span class=\"mord mtight\">1<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2083em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u505a\u5f02\u5e38\u76d1\u6d4b\u3002\u5f53\u89e6\u53d1\u6761\u4ef6\u6ee1\u8db3\u65f6&#xff0c;\u624d\u542f\u52a8 KIE \u4e0e KIR&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         if\u00a0<\/p>\n<p>         t<\/p>\n<p>         r<\/p>\n<p>         i<\/p>\n<p>         g<\/p>\n<p>         g<\/p>\n<p>         e<\/p>\n<p>         r<\/p>\n<p>         (<\/p>\n<p>          o<\/p>\n<p>           i<\/p>\n<p>           &#043;<\/p>\n<p>           1<\/p>\n<p>         )<\/p>\n<p>         &#061;<\/p>\n<p>         1.<\/p>\n<p>         \\\\text{if }trigger(o_{i&#043;1})&#061;1. <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord text\"><span class=\"mord\">if\u00a0<\/span><\/span><span class=\"mord mathnormal\">t<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">r<\/span><span class=\"mord mathnormal\">i<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0359em\">g<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0359em\">g<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">er<\/span><span class=\"mopen\">(<\/span><span class=\"mord\"><span class=\"mord mathnormal\">o<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">i<\/span><span class=\"mbin mtight\">&#043;<\/span><span class=\"mord mtight\">1<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2083em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">)<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.6444em\"><\/span><span class=\"mord\">1.<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u8fd9\u907f\u514d\u6bcf\u4e00\u6b65\u90fd\u6267\u884c\u9ad8\u6210\u672c\u53cd\u601d\u3002\u8bba\u6587\u9644\u5f55\u4e2d\u7684\u5178\u578b\u89e6\u53d1\u4fe1\u606f\u5305\u62ec Nothing happens\u3001Invalid action \u4ee5\u53ca\u5bf9\u8c61\u72b6\u6001\u6216\u524d\u7f6e\u6761\u4ef6\u4e0d\u5339\u914d\u3002<\/p>\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f&#xff0c;\u8bba\u6587\u4e3b\u8981\u901a\u8fc7\u63d0\u793a\u6a21\u677f\u548c\u73af\u5883\u5f02\u5e38\u6587\u672c\u5b9e\u73b0 trigger&#xff0c;\u5e76\u6ca1\u6709\u5b66\u4e60\u4e00\u4e2a\u7edf\u4e00\u7684\u5f02\u5e38\u68c0\u6d4b\u5668\u3002\u56e0\u6b64&#xff0c;\u8be5\u90e8\u5206\u4ecd\u5e26\u6709\u73af\u5883\u9002\u914d\u6210\u5206\u3002<\/p>\n<h3>2. Key Information Extraction<\/h3>\n<p>\u89e6\u53d1\u540e&#xff0c;KIE \u4ece\u5f53\u524d\u77ed\u671f\u8f68\u8ff9\u63d0\u53d6\u7ed3\u6784\u5316\u5173\u952e\u4fe1\u606f&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         K<\/p>\n<p>         I<\/p>\n<p>         &#061;<\/p>\n<p>           LLM<\/p>\n<p>           \u2061<\/p>\n<p>           K<\/p>\n<p>           I<\/p>\n<p>           E<\/p>\n<p>         (<\/p>\n<p>          \u03c4<\/p>\n<p>          m<\/p>\n<p>         )<\/p>\n<p>         .<\/p>\n<p>         KI&#061;\\\\operatorname{LLM}_{KIE}(\\\\tau_m). <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">K<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0785em\">I<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mop\"><span class=\"mop\"><span class=\"mord mathrm\">LLM<\/span><\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3283em\"><span class=\"\" style=\"top: -2.55em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0715em\">K<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0785em\">I<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0576em\">E<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mopen\">(<\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1132em\">\u03c4<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1132em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">m<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">)<\/span><span class=\"mord\">.<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p><span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        K<\/p>\n<p>        I<\/p>\n<p>       KI<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">K<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0785em\">I<\/span><\/span><\/span><\/span><\/span> \u5173\u6ce8\u4efb\u52a1\u8fdb\u5ea6\u3001\u5df2\u7ecf\u5c1d\u8bd5\u8fc7\u7684\u4f4d\u7f6e\u6216\u52a8\u4f5c\u3001\u6700\u65b0\u5f02\u5e38\u548c\u672a\u6ee1\u8db3\u6761\u4ef6\u3002\u5b83\u7684\u4f5c\u7528\u4e0d\u662f\u518d\u505a\u4e00\u6b21\u6cdb\u5316\u6458\u8981&#xff0c;\u800c\u662f\u628a\u540e\u7eed\u7ea0\u9519\u6240\u9700\u7684\u4e8b\u5b9e\u4ece\u957f\u8f68\u8ff9\u4e2d\u5355\u72ec\u62ce\u51fa\u6765\u3002<\/p>\n<h3>3. Key Information Reflection<\/h3>\n<p>KIR \u5c06\u5f53\u524d\u8f68\u8ff9\u3001\u5173\u952e\u4e8b\u5b9e\u4e0e\u76f8\u4f3c\u6210\u529f\u8f68\u8ff9\u7ed3\u5408&#xff0c;\u52a8\u6001\u751f\u6210\u95ee\u9898\u2014\u7b54\u6848\u548c\u7ea0\u6b63\u65b9\u6848&#xff1a;<\/p>\n<h2>$$ (qa_i,ref_i)<\/h2>\n<p>\\\\operatorname{LLM}_{KIR}(\\\\tau_m,KI,ST). $$<\/p>\n<p>\u7ea0\u6b63\u5efa\u8bae\u88ab\u8ffd\u52a0\u5230\u5f53\u524d step&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>          s<\/p>\n<p>          i<\/p>\n<p>         &#061;<\/p>\n<p>         (<\/p>\n<p>          a<\/p>\n<p>          i<\/p>\n<p>         ,<\/p>\n<p>          o<\/p>\n<p>           i<\/p>\n<p>           &#043;<\/p>\n<p>           1<\/p>\n<p>         )<\/p>\n<p>         \u2295<\/p>\n<p>         r<\/p>\n<p>         e<\/p>\n<p>          f<\/p>\n<p>          i<\/p>\n<p>         ,<\/p>\n<p>         s_i&#061;(a_i,o_{i&#043;1})\\\\oplus ref_i, <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.5806em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">s<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mopen\">(<\/span><span class=\"mord\"><span class=\"mord mathnormal\">a<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">o<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">i<\/span><span class=\"mbin mtight\">&#043;<\/span><span class=\"mord mtight\">1<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2083em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">)<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u2295<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.8889em;vertical-align: -0.1944em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">r<\/span><span class=\"mord mathnormal\">e<\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1076em\">f<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1076em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u518d\u5199\u56de\u5728\u7ebf\u8f68\u8ff9&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>          \u03c4<\/p>\n<p>          m<\/p>\n<p>         \u2190<\/p>\n<p>          \u03c4<\/p>\n<p>          m<\/p>\n<p>         \u222a<\/p>\n<p>         {<\/p>\n<p>          s<\/p>\n<p>          i<\/p>\n<p>         }<\/p>\n<p>         .<\/p>\n<p>         \\\\tau_m\\\\leftarrow \\\\tau_m\\\\cup\\\\{s_i\\\\}. <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.5806em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1132em\">\u03c4<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1132em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">m<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2190<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.7056em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1132em\">\u03c4<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1132em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">m<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u222a<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mopen\">{<\/span><span class=\"mord\"><span class=\"mord mathnormal\">s<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">}<\/span><span class=\"mord\">.<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u4e0e\u56fa\u5b9a\u6a21\u677f\u5f0f\u53cd\u601d\u76f8\u6bd4&#xff0c;\u8fd9\u91cc\u7684\u95ee\u9898\u7531\u5f53\u524d\u4e8b\u5b9e\u51b3\u5b9a\u3002\u4f8b\u5982&#xff1a;<\/p>\n<ul>\n<li>\u5f53\u524d\u76ee\u6807\u662f\u5426\u5df2\u7ecf\u90e8\u5206\u5b8c\u6210&#xff1f;<\/li>\n<li>\u54ea\u4e9b\u4f4d\u7f6e\u5df2\u7ecf\u68c0\u67e5&#xff0c;\u54ea\u4e9b\u5c1a\u672a\u68c0\u67e5&#xff1f;<\/li>\n<li>\u6700\u8fd1\u5f02\u5e38\u8bf4\u660e\u52a8\u4f5c\u8bed\u6cd5\u9519\u8bef\u3001\u72b6\u6001\u4e0d\u5339\u914d&#xff0c;\u8fd8\u662f\u641c\u7d22\u8303\u56f4\u592a\u7a84&#xff1f;<\/li>\n<li>\u76f8\u4f3c\u6210\u529f\u8f68\u8ff9\u5728\u8fd9\u4e00\u72b6\u6001\u91c7\u53d6\u4e86\u4ec0\u4e48\u4e0d\u540c\u52a8\u4f5c&#xff1f;<\/li>\n<\/ul>\n<h3>4. \u5b8c\u6574\u5728\u7ebf\u6d41\u7a0b<\/h3>\n<p>\u628a Algorithm 3 \u538b\u7f29\u6210\u4e00\u4e2a\u95ed\u73af\u5c31\u662f&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>          t<\/p>\n<p>          m<\/p>\n<p>          \u2192<\/p>\n<p>           retrieve<\/p>\n<p>         (<\/p>\n<p>         S<\/p>\n<p>         T<\/p>\n<p>         ,<\/p>\n<p>         E<\/p>\n<p>         T<\/p>\n<p>         )<\/p>\n<p>          \u2192<\/p>\n<p>           plan<\/p>\n<p>          a<\/p>\n<p>          i<\/p>\n<p>          \u2192<\/p>\n<p>            e<\/p>\n<p>            n<\/p>\n<p>            v<\/p>\n<p>          o<\/p>\n<p>           i<\/p>\n<p>           &#043;<\/p>\n<p>           1<\/p>\n<p>          \u2192<\/p>\n<p>           anomaly<\/p>\n<p>         K<\/p>\n<p>         I<\/p>\n<p>          \u2192<\/p>\n<p>           Self-QA<\/p>\n<p>         r<\/p>\n<p>         e<\/p>\n<p>          f<\/p>\n<p>          i<\/p>\n<p>          \u2192<\/p>\n<p>           append<\/p>\n<p>          \u03c4<\/p>\n<p>          m<\/p>\n<p>         .<\/p>\n<p>         t_m \\\\xrightarrow{\\\\text{retrieve}} (ST,ET) \\\\xrightarrow{\\\\text{plan}} a_i \\\\xrightarrow{env} o_{i&#043;1} \\\\xrightarrow{\\\\text{anomaly}} KI \\\\xrightarrow{\\\\text{Self-QA}} ref_i \\\\xrightarrow{\\\\text{append}} \\\\tau_m. <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 1.2395em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">t<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">m<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel x-arrow\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.0895em\"><span class=\"\" style=\"top: -3.322em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight x-arrow-pad\"><span class=\"mord mtight\"><span class=\"mord text mtight\"><span class=\"mord mtight\">retrieve<\/span><\/span><\/span><\/span><\/span><span class=\"svg-align\" style=\"top: -2.689em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"hide-tail\" style=\"height: 0.522em;min-width: 1.469em\"><\/p>\n<p>            <\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.011em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1.3581em;vertical-align: -0.25em\"><\/span><span class=\"mopen\">(<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">S<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">T<\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">E<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">T<\/span><span class=\"mclose\">)<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel x-arrow\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.1081em\"><span class=\"\" style=\"top: -3.322em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight x-arrow-pad\"><span class=\"mord mtight\"><span class=\"mord text mtight\"><span class=\"mord mtight\">plan<\/span><\/span><\/span><\/span><\/span><span class=\"svg-align\" style=\"top: -2.689em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"hide-tail\" style=\"height: 0.522em;min-width: 1.469em\"><\/p>\n<p>            <\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.011em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1.0734em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">a<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel x-arrow\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.9234em\"><span class=\"\" style=\"top: -3.322em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight x-arrow-pad\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">e<\/span><span class=\"mord mathnormal mtight\">n<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0359em\">v<\/span><\/span><\/span><\/span><span class=\"svg-align\" style=\"top: -2.689em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"hide-tail\" style=\"height: 0.522em;min-width: 1.469em\"><\/p>\n<p>            <\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.011em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1.3164em;vertical-align: -0.2083em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">o<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">i<\/span><span class=\"mbin mtight\">&#043;<\/span><span class=\"mord mtight\">1<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2083em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel x-arrow\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.1081em\"><span class=\"\" style=\"top: -3.322em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight x-arrow-pad\"><span class=\"mord mtight\"><span class=\"mord text mtight\"><span class=\"mord mtight\">anomaly<\/span><\/span><\/span><\/span><\/span><span class=\"svg-align\" style=\"top: -2.689em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"hide-tail\" style=\"height: 0.522em;min-width: 1.469em\"><\/p>\n<p>            <\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.011em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1.1191em;vertical-align: -0.011em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">K<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0785em\">I<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel x-arrow\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.1081em\"><span class=\"\" style=\"top: -3.322em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight x-arrow-pad\"><span class=\"mord mtight\"><span class=\"mord text mtight\"><span class=\"mord mtight\">Self-QA<\/span><\/span><\/span><\/span><\/span><span class=\"svg-align\" style=\"top: -2.689em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"hide-tail\" style=\"height: 0.522em;min-width: 1.469em\"><\/p>\n<p>            <\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.011em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1.3025em;vertical-align: -0.1944em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">r<\/span><span class=\"mord mathnormal\">e<\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1076em\">f<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1076em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel x-arrow\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.1081em\"><span class=\"\" style=\"top: -3.322em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight x-arrow-pad\"><span class=\"mord mtight\"><span class=\"mord text mtight\"><span class=\"mord mtight\">append<\/span><\/span><\/span><\/span><\/span><span class=\"svg-align\" style=\"top: -2.689em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"hide-tail\" style=\"height: 0.522em;min-width: 1.469em\"><\/p>\n<p>            <\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.011em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.5806em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1132em\">\u03c4<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.1514em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.1132em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">m<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mord\">.<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u957f\u671f\u8bb0\u5fc6\u63d0\u4f9b\u53c2\u7167&#xff0c;\u77ed\u671f\u8bb0\u5fc6\u63d0\u4f9b\u73b0\u573a\u4e8b\u5b9e&#xff0c;LLM \u7684\u5185\u90e8\u77e5\u8bc6\u8d1f\u8d23\u628a\u4e24\u8005\u8f6c\u6210\u4e00\u4e2a\u53ef\u6267\u884c\u7684\u4fee\u6b63\u8ba1\u5212\u3002<\/p>\n<h2>\u516b\u3001\u6848\u4f8b\u5206\u6790&#xff1a;Tips \u548c KIR \u5206\u522b\u89e3\u51b3\u4ec0\u4e48<\/h2>\n<h3>1. Tips \u6539\u53d8\u521d\u59cb\u641c\u7d22\u7b56\u7565<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260905123311-6a9c0c078d7a1.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>Figure 10&#xff1a;ALFWorld \u4e2d Experience Tips \u7684\u4f5c\u7528\u3002 ReAct \u4ece drawer \u5f00\u59cb\u9010\u4e2a\u641c\u7d22\u5e76\u5728 drawer 3 \u9677\u5165\u91cd\u590d&#xff1b;CFGM \u6839\u636e\u201c\u4f18\u5148\u68c0\u67e5 desk\u201d\u8fd9\u4e00 Tip&#xff0c;\u5148\u68c0\u67e5\u684c\u9762\u5e76\u8fc5\u901f\u627e\u5230 bowl&#xff0c;\u968f\u540e\u5b8c\u6210\u4efb\u52a1\u3002<\/p>\n<p>\u8fd9\u4e2a\u6848\u4f8b\u8bf4\u660e ET \u7684\u4ef7\u503c\u53d1\u751f\u5728\u9519\u8bef\u4e4b\u524d\u3002\u5b83\u4e0d\u662f\u5728 Agent \u5931\u8d25\u540e\u8865\u6551&#xff0c;\u800c\u662f\u5229\u7528\u8fc7\u53bb\u7ecf\u9a8c\u6539\u53d8\u65b0\u4efb\u52a1\u7684\u5148\u9a8c\u641c\u7d22\u987a\u5e8f\u3002<\/p>\n<p>\u4f46\u4e5f\u5e94\u770b\u5230&#xff0c;\u8fd9\u6761 Tip \u5e26\u6709\u5bf9\u8c61\u5206\u5e03\u5148\u9a8c\u3002\u5982\u679c\u6d4b\u8bd5\u73af\u5883\u6539\u53d8\u7269\u54c1\u5206\u5e03&#xff0c;\u201cbowl \u66f4\u53ef\u80fd\u5728 desk\u201d\u53ef\u80fd\u5931\u6548\u3002\u56e0\u6b64&#xff0c;\u6df7\u5408\u7c92\u5ea6\u77e5\u8bc6\u5fc5\u987b\u901a\u8fc7\u76f8\u4f3c\u4efb\u52a1\u68c0\u7d22\u9650\u5236\u9002\u7528\u8303\u56f4&#xff0c;\u4e0d\u80fd\u5f53\u6210\u5168\u5c40\u6c38\u771f\u89c4\u5219\u3002<\/p>\n<h3>2. KIR \u963b\u6b62\u5f02\u5e38\u540e\u7684\u91cd\u590d\u52a8\u4f5c<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260905123312-6a9c0c080e08f.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>Figure 11&#xff1a;ALFWorld \u4e2d Key Information Reflection \u7684\u4f5c\u7528\u3002 \u5f53 go to drawer 3 \u8fd4\u56de Nothing happens \u65f6&#xff0c;ReAct \u7ee7\u7eed\u91cd\u590d\u76f8\u540c\u52a8\u4f5c\u76f4\u81f3\u8017\u5c3d\u6b65\u6570&#xff1b;CFGM \u63d0\u53d6\u201c\u5c1a\u6709\u5176\u4ed6\u62bd\u5c49\u3001\u684c\u9762\u548c\u67b6\u5b50\u672a\u68c0\u67e5\u201d\u7684\u5173\u952e\u4e8b\u5b9e&#xff0c;\u901a\u8fc7 Self-QA \u51b3\u5b9a\u8df3\u8fc7\u5f53\u524d\u4f4d\u7f6e\u5e76\u7ee7\u7eed\u641c\u7d22&#xff0c;\u6700\u7ec8\u5b8c\u6210\u4efb\u52a1\u3002<\/p>\n<p>KIR \u7684\u6838\u5fc3\u4e0d\u662f\u4e00\u53e5\u201c\u8bf7\u53cd\u601d\u201d&#xff0c;\u800c\u662f\u628a\u5f02\u5e38\u8f6c\u6362\u4e3a\u4e00\u4e2a\u5e26\u72b6\u6001\u7ea6\u675f\u7684\u95ee\u9898\u3002\u8fd9\u91cc\u7684\u5173\u952e\u4e8b\u5b9e\u662f&#xff1a;\u76ee\u6807\u5c1a\u672a\u5b8c\u6210\u3001drawer 3 \u5df2\u4ea7\u751f\u65e0\u6548\u53cd\u9988\u3001\u5019\u9009\u4f4d\u7f6e\u4ecd\u672a\u7a77\u5c3d\u3002\u4e8e\u662f\u7ea0\u6b63\u65b9\u6848\u53ef\u4ee5\u843d\u5230\u4e0b\u4e00\u6b65\u52a8\u4f5c&#xff0c;\u800c\u4e0d\u662f\u751f\u6210\u6cdb\u6cdb\u7684\u81ea\u6211\u6279\u8bc4\u3002<\/p>\n<h3>3. WebShop \u4e2d\u7684\u641c\u7d22\u8303\u56f4\u4fee\u6b63<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260905123312-6a9c0c087f339.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>Figure 13&#xff1a;WebShop \u4e2d Key Information Reflection \u7684\u4f5c\u7528\u3002 \u5f53\u7ffb\u9875\u64cd\u4f5c\u8fd4\u56de Invalid action \u4e14\u5f53\u524d\u7ed3\u679c\u4e0d\u6ee1\u8db3\u989c\u8272\u548c\u4ef7\u683c\u6761\u4ef6\u65f6&#xff0c;CFGM \u5224\u65ad\u641c\u7d22\u8303\u56f4\u6216\u8f93\u5165\u65b9\u5f0f\u5b58\u5728\u95ee\u9898&#xff0c;\u6539\u4e3a\u653e\u5bbd\u5e76\u91cd\u5199\u641c\u7d22\u8bcd&#xff0c;\u968f\u540e\u627e\u5230\u6ee1\u8db3\u6761\u4ef6\u7684\u5546\u54c1&#xff1b;ReAct \u5219\u6301\u7eed\u65e0\u6548\u70b9\u51fb\u5e76\u8017\u5c3d\u6b65\u6570\u3002<\/p>\n<p>\u8fd9\u8bf4\u660e KIR \u4e0d\u53ea\u8bb0\u52a8\u4f5c\u5386\u53f2&#xff0c;\u8fd8\u89e3\u91ca observation \u7684\u542b\u4e49\u3002\u4e0d\u8fc7&#xff0c;\u8be5\u6848\u4f8b\u4e5f\u66b4\u9732\u51fa\u65b9\u6cd5\u4f9d\u8d56 LLM \u5224\u65ad&#xff1a;\u628a Invalid action \u5f52\u56e0\u4e8e\u641c\u7d22\u7b56\u7565\u800c\u975e\u7cfb\u7edf\u6545\u969c&#xff0c;\u662f\u4e00\u6b21\u63a8\u65ad&#xff0c;\u4e0d\u662f\u73af\u5883\u63d0\u4f9b\u7684\u786e\u5b9a\u6807\u7b7e\u3002<\/p>\n<h2>\u4e5d\u3001\u5b9e\u9a8c\u8bbe\u7f6e<\/h2>\n<h3>1. \u73af\u5883\u4e0e\u6307\u6807<\/h3>\n<p>\u8bba\u6587\u5728\u4e09\u7c7b\u4ea4\u4e92\u73af\u5883\u4e2d\u8bc4\u6d4b&#xff1a;<\/p>\n<ul>\n<li>ALFWorld&#xff1a; \u6587\u672c\u5316\u5bb6\u5ead\u73af\u5883&#xff0c;\u9700\u8981\u5bfc\u822a\u3001\u5bfb\u627e\u548c\u64cd\u4f5c\u7269\u54c1&#xff1b;<\/li>\n<li>WebShop&#xff1a; \u6a21\u62df\u7535\u5546\u7f51\u7ad9&#xff0c;\u9700\u8981\u6839\u636e\u591a\u4e2a\u5c5e\u6027\u627e\u5230\u5e76\u8d2d\u4e70\u5546\u54c1&#xff1b;<\/li>\n<li>ScienceWorld&#xff1a; \u6587\u672c\u79d1\u5b66\u73af\u5883&#xff0c;\u9700\u8981\u5b8c\u6210\u7269\u6001\u53d8\u5316\u3001\u7535\u8def\u3001\u751f\u7269\u548c\u5316\u5b66\u7b49\u957f\u94fe\u5b9e\u9a8c\u3002<\/li>\n<\/ul>\n<p>\u4e3b\u6307\u6807\u4e3a Success Rate&#xff08;SR&#xff09;\u3002WebShop \u53e6\u5916\u62a5\u544a Reward&#xff0c;\u7528\u4e8e\u8861\u91cf\u8d2d\u4e70\u5546\u54c1\u4e0e\u76ee\u6807\u5c5e\u6027\u7684\u5339\u914d\u7a0b\u5ea6\u3002<\/p>\n<h3>2. \u6a21\u578b\u4e0e\u53c2\u6570<\/h3>\n<p>\u9ed8\u8ba4\u7b56\u7565\u6a21\u578b\u4e3a GPT-4-Turbo&#xff0c;\u77e5\u8bc6\u63d0\u53d6\u6a21\u578b\u4e3a GPT-4o\u3002\u4e3a\u516c\u5e73\u6bd4\u8f83&#xff0c;ExpeL \u7b49\u57fa\u7ebf\u4e5f\u4f7f\u7528\u76f8\u540c\u89d2\u8272\u914d\u7f6e\u3002\u8bba\u6587\u91c7\u7528\u56db\u6298\u9a8c\u8bc1&#xff1a;\u6570\u636e\u96c6\u4e00\u534a\u7528\u4e8e\u8bad\u7ec3\u3001\u4e00\u534a\u7528\u4e8e\u8bc4\u6d4b&#xff0c;\u518d\u4ea4\u6362\u8bad\u7ec3\u4e0e\u8bc4\u6d4b\u90e8\u5206&#xff0c;\u5e76\u62a5\u544a\u5404\u6298\u5747\u503c\u548c\u6807\u51c6\u8bef\u3002<\/p>\n<p>\u6838\u5fc3\u914d\u7f6e\u5982\u4e0b&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>            \u9879\u76ee<\/p>\n<p>            \u8bbe\u7f6e<\/p>\n<p>            Vector\u00a0Store<\/p>\n<p>            Faiss<\/p>\n<p>            Retriever<\/p>\n<p>             k<\/p>\n<p>             NN<\/p>\n<p>            Embedder<\/p>\n<p>            all-mpnet-base-v2<\/p>\n<p>            \u68c0\u7d22\u7ecf\u9a8c\u6570<\/p>\n<p>            2<\/p>\n<p>            \u6700\u5927\u53cd\u601d\u91cd\u8bd5<\/p>\n<p>            3<\/p>\n<p>            \u5bf9\u6bd4\u8f68\u8ff9\u00a0Tips\u00a0\u4e0a\u9650<\/p>\n<p>            5<\/p>\n<p>            \u6210\u529f\u8f68\u8ff9\u00a0Tips\u00a0\u4e0a\u9650<\/p>\n<p>            3<\/p>\n<p>            ALFWorld\u00a0\u6700\u5927\u6b65\u6570<\/p>\n<p>            20<\/p>\n<p>            WebShop\u00a0\u6700\u5927\u6b65\u6570<\/p>\n<p>            15<\/p>\n<p>            ScienceWorld\u00a0\u6700\u5927\u6b65\u6570<\/p>\n<p>            80<\/p>\n<p>         \\\\begin{array}{l|l} \\\\textbf{\u9879\u76ee} &amp; \\\\textbf{\u8bbe\u7f6e} \\\\\\\\ \\\\hline \\\\text{Vector Store} &amp; \\\\text{Faiss} \\\\\\\\ \\\\text{Retriever} &amp; k\\\\text{NN} \\\\\\\\ \\\\text{Embedder} &amp; \\\\text{all-mpnet-base-v2} \\\\\\\\ \\\\text{\u68c0\u7d22\u7ecf\u9a8c\u6570} &amp; 2 \\\\\\\\ \\\\text{\u6700\u5927\u53cd\u601d\u91cd\u8bd5} &amp; 3 \\\\\\\\ \\\\text{\u5bf9\u6bd4\u8f68\u8ff9 Tips \u4e0a\u9650} &amp; 5 \\\\\\\\ \\\\text{\u6210\u529f\u8f68\u8ff9 Tips \u4e0a\u9650} &amp; 3 \\\\\\\\ \\\\text{ALFWorld \u6700\u5927\u6b65\u6570} &amp; 20 \\\\\\\\ \\\\text{WebShop \u6700\u5927\u6b65\u6570} &amp; 15 \\\\\\\\ \\\\text{ScienceWorld \u6700\u5927\u6b65\u6570} &amp; 80 \\\\end{array} <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 13.2em;vertical-align: -6.35em\"><\/span><span class=\"mord\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 6.85em\"><span class=\"\" style=\"top: -8.85em\"><span class=\"pstrut\" style=\"height: 8.85em\"><\/span><span class=\"mtable\"><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-l\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 6.85em\"><span class=\"\" style=\"top: -9.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf cjk_fallback\">\u9879\u76ee<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -7.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Vector\u00a0Store<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -6.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Retriever<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Embedder<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u68c0\u7d22\u7ecf\u9a8c\u6570<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u6700\u5927\u53cd\u601d\u91cd\u8bd5<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u5bf9\u6bd4\u8f68\u8ff9<\/span><span class=\"mord\">\u00a0Tips\u00a0<\/span><span class=\"mord cjk_fallback\">\u4e0a\u9650<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u6210\u529f\u8f68\u8ff9<\/span><span class=\"mord\">\u00a0Tips\u00a0<\/span><span class=\"mord cjk_fallback\">\u4e0a\u9650<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: 0.59em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">ALFWorld\u00a0<\/span><span class=\"mord cjk_fallback\">\u6700\u5927\u6b65\u6570<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: 1.79em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">WebShop\u00a0<\/span><span class=\"mord cjk_fallback\">\u6700\u5927\u6b65\u6570<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: 2.99em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">ScienceWorld\u00a0<\/span><span class=\"mord cjk_fallback\">\u6700\u5927\u6b65\u6570<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 6.35em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 13.2em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -6.35em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-l\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 6.85em\"><span class=\"\" style=\"top: -9.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf cjk_fallback\">\u8bbe\u7f6e<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -7.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Faiss<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -6.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0315em\">k<\/span><span class=\"mord text\"><span class=\"mord\">NN<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">all-mpnet-base-v2<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">2<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">3<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">5<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">3<\/span><\/span><\/span><span class=\"\" style=\"top: 0.59em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">20<\/span><\/span><\/span><span class=\"\" style=\"top: 1.79em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">15<\/span><\/span><\/span><span class=\"\" style=\"top: 2.99em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">80<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 6.35em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><\/span><\/span><span class=\"\" style=\"top: -14.5em\"><span class=\"pstrut\" style=\"height: 8.85em\"><\/span><span class=\"hline\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 6.35em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>Table 7&#xff1a;\u68c0\u7d22\u3001Agent \u4e0e\u73af\u5883\u53c2\u6570\u3002 \u9ed8\u8ba4\u4f7f\u7528 Faiss kNN \u548c all-mpnet-base-v2 \u68c0\u7d22 2 \u6761\u7ecf\u9a8c&#xff1b;\u4e0d\u540c\u73af\u5883\u4f7f\u7528\u4e0d\u540c\u6700\u5927\u4ea4\u4e92\u6b65\u6570&#xff0c;Tips \u751f\u6210\u6570\u91cf\u4e5f\u53d7\u5230\u4e0a\u9650\u7ea6\u675f\u3002<\/p>\n<p>\u8bba\u6587\u6b63\u6587\u5199 WebShop \u91c7\u7528\u4e0e ReAct\/ExpeL \u76f8\u540c\u7684 100 \u4e2a\u4efb\u52a1&#xff0c;\u4f46 Table 7 \u7684 \u201cNumber of Experiment Tasks\u201d \u4e00\u680f\u6807\u4e3a 134&#xff1b;WebArena-Shopping \u7684\u6b63\u6587\/\u8868\u6ce8\u5199 98 \u4e2a\u4efb\u52a1&#xff0c;\u800c Table 7 \u6807\u4e3a 90\u3002\u8fd9\u91cc\u5b58\u5728\u5185\u90e8\u4e0d\u4e00\u81f4&#xff0c;\u9605\u8bfb\u7ed3\u679c\u65f6\u5e94\u4ee5\u5bf9\u5e94\u5b9e\u9a8c\u6bb5\u843d\u548c\u8868\u6ce8\u4e3a\u76f4\u63a5\u53e3\u5f84&#xff0c;\u800c\u4e0d\u80fd\u628a Table 7 \u7684\u6570\u91cf\u65e0\u6761\u4ef6\u5f53\u4f5c\u6700\u7ec8\u6837\u672c\u6570\u3002<\/p>\n<h2>\u5341\u3001\u4e3b\u5b9e\u9a8c\u7ed3\u679c<\/h2>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>            \u65b9\u6cd5<\/p>\n<p>            \u79bb\u7ebf\u7ecf\u9a8c<\/p>\n<p>            \u8f68\u8ff9\u53cd\u601d<\/p>\n<p>             Grounded<\/p>\n<p>             \u00a0<\/p>\n<p>             Memory<\/p>\n<p>             ALFWorld<\/p>\n<p>             \u00a0<\/p>\n<p>             SR<\/p>\n<p>             WebShop<\/p>\n<p>             \u00a0<\/p>\n<p>             Reward<\/p>\n<p>             WebShop<\/p>\n<p>             \u00a0<\/p>\n<p>             SR<\/p>\n<p>             ScienceWorld<\/p>\n<p>             \u00a0<\/p>\n<p>             SR<\/p>\n<p>            ReAct<\/p>\n<p>            \u00d7<\/p>\n<p>            \u00d7<\/p>\n<p>            \u00d7<\/p>\n<p>             80.60<\/p>\n<p>             \u00b1<\/p>\n<p>             0.68<\/p>\n<p>             58.6<\/p>\n<p>             \u00b1<\/p>\n<p>             1.0<\/p>\n<p>             37<\/p>\n<p>             \u00b1<\/p>\n<p>             2<\/p>\n<p>             43<\/p>\n<p>             \u00b1<\/p>\n<p>             1<\/p>\n<p>            ExpeL<\/p>\n<p>            \u2713<\/p>\n<p>            \u00d7<\/p>\n<p>            \u00d7<\/p>\n<p>             81.34<\/p>\n<p>             \u00b1<\/p>\n<p>             0.85<\/p>\n<p>             62.2<\/p>\n<p>             \u00b1<\/p>\n<p>             1.3<\/p>\n<p>             42<\/p>\n<p>             \u00b1<\/p>\n<p>             3<\/p>\n<p>             57<\/p>\n<p>             \u00b1<\/p>\n<p>             2<\/p>\n<p>            AutoGuide<\/p>\n<p>            \u2713<\/p>\n<p>            \u00d7<\/p>\n<p>            \u00d7<\/p>\n<p>             83.58<\/p>\n<p>             \u00b1<\/p>\n<p>             0.77<\/p>\n<p>             73.3<\/p>\n<p>             \u00b1<\/p>\n<p>             1.4<\/p>\n<p>             47<\/p>\n<p>             \u00b1<\/p>\n<p>             2<\/p>\n<p>             N<\/p>\n<p>             \/<\/p>\n<p>             A<\/p>\n<p>            QuBE<\/p>\n<p>            \u00d7<\/p>\n<p>            \u2713<\/p>\n<p>            \u00d7<\/p>\n<p>             84.33<\/p>\n<p>             \u00b1<\/p>\n<p>             0.73<\/p>\n<p>             N<\/p>\n<p>             \/<\/p>\n<p>             A<\/p>\n<p>             N<\/p>\n<p>             \/<\/p>\n<p>             A<\/p>\n<p>             N<\/p>\n<p>             \/<\/p>\n<p>             A<\/p>\n<p>            ExpeL&#043;QuBE<\/p>\n<p>            \u2713<\/p>\n<p>            \u2713<\/p>\n<p>            \u00d7<\/p>\n<p>             85.07<\/p>\n<p>             \u00b1<\/p>\n<p>             1.03<\/p>\n<p>             75.6<\/p>\n<p>             \u00b1<\/p>\n<p>             1.3<\/p>\n<p>             49<\/p>\n<p>             \u00b1<\/p>\n<p>             3<\/p>\n<p>             65<\/p>\n<p>             \u00b1<\/p>\n<p>             2<\/p>\n<p>            CFGM<\/p>\n<p>            \u2713<\/p>\n<p>            \u2713<\/p>\n<p>            \u2713<\/p>\n<p>             91.00<\/p>\n<p>             \u00b1<\/p>\n<p>             0.82<\/p>\n<p>             85.0<\/p>\n<p>             \u00b1<\/p>\n<p>             1.3<\/p>\n<p>             57<\/p>\n<p>             \u00b1<\/p>\n<p>             3<\/p>\n<p>             74<\/p>\n<p>             \u00b1<\/p>\n<p>             2<\/p>\n<p>         \\\\begin{array}{l|ccc|c|cc|c} \\\\textbf{\u65b9\u6cd5} &amp; \\\\textbf{\u79bb\u7ebf\u7ecf\u9a8c} &amp; \\\\textbf{\u8f68\u8ff9\u53cd\u601d} &amp; \\\\textbf{Grounded Memory} &amp; \\\\textbf{ALFWorld\\\\ SR} &amp; \\\\textbf{WebShop\\\\ Reward} &amp; \\\\textbf{WebShop\\\\ SR} &amp; \\\\textbf{ScienceWorld\\\\ SR} \\\\\\\\ \\\\hline \\\\text{ReAct} &amp; \\\\times &amp; \\\\times &amp; \\\\times &amp; 80.60\\\\pm0.68 &amp; 58.6\\\\pm1.0 &amp; 37\\\\pm2 &amp; 43\\\\pm1 \\\\\\\\ \\\\text{ExpeL} &amp; \\\\checkmark &amp; \\\\times &amp; \\\\times &amp; 81.34\\\\pm0.85 &amp; 62.2\\\\pm1.3 &amp; 42\\\\pm3 &amp; 57\\\\pm2 \\\\\\\\ \\\\text{AutoGuide} &amp; \\\\checkmark &amp; \\\\times &amp; \\\\times &amp; 83.58\\\\pm0.77 &amp; 73.3\\\\pm1.4 &amp; 47\\\\pm2 &amp; \\\\mathrm{N\/A} \\\\\\\\ \\\\text{QuBE} &amp; \\\\times &amp; \\\\checkmark &amp; \\\\times &amp; 84.33\\\\pm0.73 &amp; \\\\mathrm{N\/A} &amp; \\\\mathrm{N\/A} &amp; \\\\mathrm{N\/A} \\\\\\\\ \\\\text{ExpeL&#043;QuBE} &amp; \\\\checkmark &amp; \\\\checkmark &amp; \\\\times &amp; 85.07\\\\pm1.03 &amp; 75.6\\\\pm1.3 &amp; 49\\\\pm3 &amp; 65\\\\pm2 \\\\\\\\ \\\\textbf{CFGM} &amp; \\\\checkmark &amp; \\\\checkmark &amp; \\\\checkmark &amp; \\\\mathbf{91.00\\\\pm0.82} &amp; \\\\mathbf{85.0\\\\pm1.3} &amp; \\\\mathbf{57\\\\pm3} &amp; \\\\mathbf{74\\\\pm2} \\\\end{array} <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 8.4em;vertical-align: -3.95em\"><\/span><span class=\"mord\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.45em\"><span class=\"\" style=\"top: -6.45em\"><span class=\"pstrut\" style=\"height: 6.45em\"><\/span><span class=\"mtable\"><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-l\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.45em\"><span class=\"\" style=\"top: -6.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf cjk_fallback\">\u65b9\u6cd5<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">ReAct<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">ExpeL<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">AutoGuide<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">QuBE<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">ExpeL&#043;QuBE<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: 0.59em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">CFGM<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.95em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 8.4em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -3.95em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.45em\"><span class=\"\" style=\"top: -6.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf cjk_fallback\">\u79bb\u7ebf\u7ecf\u9a8c<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u00d7<\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord amsrm\">\u2713<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord amsrm\">\u2713<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u00d7<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord amsrm\">\u2713<\/span><\/span><\/span><span class=\"\" style=\"top: 0.59em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord amsrm\">\u2713<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.95em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.45em\"><span class=\"\" style=\"top: -6.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf cjk_fallback\">\u8f68\u8ff9\u53cd\u601d<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u00d7<\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u00d7<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u00d7<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord amsrm\">\u2713<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord amsrm\">\u2713<\/span><\/span><\/span><span class=\"\" style=\"top: 0.59em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord amsrm\">\u2713<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.95em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.45em\"><span class=\"\" style=\"top: -6.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">Grounded\u00a0Memory<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u00d7<\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u00d7<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u00d7<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u00d7<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u00d7<\/span><\/span><\/span><span class=\"\" style=\"top: 0.59em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord amsrm\">\u2713<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.95em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 8.4em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -3.95em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.45em\"><span class=\"\" style=\"top: -6.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">ALFWorld\u00a0SR<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">80.60<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u00b1<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mord\">0.68<\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">81.34<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u00b1<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mord\">0.85<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">83.58<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u00b1<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mord\">0.77<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">84.33<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u00b1<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mord\">0.73<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">85.07<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u00b1<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mord\">1.03<\/span><\/span><\/span><span class=\"\" style=\"top: 0.59em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">91.00<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u00b1<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mord mathbf\">0.82<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.95em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 8.4em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -3.95em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.45em\"><span class=\"\" style=\"top: -6.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">WebShop\u00a0Reward<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">58.6<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u00b1<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mord\">1.0<\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">62.2<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u00b1<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mord\">1.3<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">73.3<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u00b1<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mord\">1.4<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathrm\">N\/A<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">75.6<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u00b1<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mord\">1.3<\/span><\/span><\/span><span class=\"\" style=\"top: 0.59em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">85.0<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u00b1<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mord mathbf\">1.3<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.95em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.45em\"><span class=\"\" style=\"top: -6.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">WebShop\u00a0SR<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">37<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u00b1<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mord\">2<\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">42<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u00b1<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mord\">3<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">47<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u00b1<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mord\">2<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathrm\">N\/A<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">49<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u00b1<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mord\">3<\/span><\/span><\/span><span class=\"\" style=\"top: 0.59em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">57<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u00b1<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mord mathbf\">3<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.95em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 8.4em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -3.95em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.45em\"><span class=\"\" style=\"top: -6.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">ScienceWorld\u00a0SR<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">43<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u00b1<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mord\">1<\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">57<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u00b1<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mord\">2<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathrm\">N\/A<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathrm\">N\/A<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">65<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u00b1<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mord\">2<\/span><\/span><\/span><span class=\"\" style=\"top: 0.59em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">74<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u00b1<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mord mathbf\">2<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.95em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><\/span><\/span><span class=\"\" style=\"top: -9.7em\"><span class=\"pstrut\" style=\"height: 6.45em\"><\/span><span class=\"hline\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.95em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>Table 1&#xff1a;ALFWorld\u3001WebShop \u4e0e ScienceWorld \u4e3b\u5b9e\u9a8c\u3002 Off. Exp. \u8868\u793a\u79bb\u7ebf\u7ecf\u9a8c\u91c7\u96c6&#xff0c;Traj. Ref. \u8868\u793a\u5728\u7ebf\u57fa\u4e8e\u8f68\u8ff9\u53cd\u601d&#xff0c;Gro. Mem. \u8868\u793a\u5229\u7528 LLM \u5185\u90e8\u77e5\u8bc6\u751f\u6210\u663e\u5f0f grounded memory\u3002<\/p>\n<h3>1. \u76f8\u5bf9 ReAct \u7684\u63d0\u5347<\/h3>\n<p>CFGM \u5728\u4e09\u4e2a\u73af\u5883\u4e2d\u7684 SR \u5206\u522b\u8fbe\u5230 91%\u300157% \u548c 74%\u3002\u76f8\u5bf9 ReAct \u7684\u7edd\u5bf9\u63d0\u5347\u4e3a&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         \u0394<\/p>\n<p>         S<\/p>\n<p>          R<\/p>\n<p>           A<\/p>\n<p>           L<\/p>\n<p>           F<\/p>\n<p>           W<\/p>\n<p>           o<\/p>\n<p>           r<\/p>\n<p>           l<\/p>\n<p>           d<\/p>\n<p>         &#061;<\/p>\n<p>         91.00<\/p>\n<p>         \u2212<\/p>\n<p>         80.60<\/p>\n<p>         &#061;<\/p>\n<p>         10.40<\/p>\n<p>         ,<\/p>\n<p>         \\\\Delta SR_{ALFWorld}&#061;91.00-80.60&#061;10.40, <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\">\u0394<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">S<\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0077em\">R<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0077em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">A<\/span><span class=\"mord mathnormal mtight\">L<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.1389em\">F<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.1389em\">W<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0278em\">or<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0197em\">l<\/span><span class=\"mord mathnormal mtight\">d<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.7278em;vertical-align: -0.0833em\"><\/span><span class=\"mord\">91.00<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u2212<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.6444em\"><\/span><span class=\"mord\">80.60<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.8389em;vertical-align: -0.1944em\"><\/span><span class=\"mord\">10.40<\/span><span class=\"mpunct\">,<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         \u0394<\/p>\n<p>         S<\/p>\n<p>          R<\/p>\n<p>           W<\/p>\n<p>           e<\/p>\n<p>           b<\/p>\n<p>           S<\/p>\n<p>           h<\/p>\n<p>           o<\/p>\n<p>           p<\/p>\n<p>         &#061;<\/p>\n<p>         57<\/p>\n<p>         \u2212<\/p>\n<p>         37<\/p>\n<p>         &#061;<\/p>\n<p>         20<\/p>\n<p>         ,<\/p>\n<p>         \\\\Delta SR_{WebShop}&#061;57-37&#061;20, <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.9694em;vertical-align: -0.2861em\"><\/span><span class=\"mord\">\u0394<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">S<\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0077em\">R<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0077em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.1389em\">W<\/span><span class=\"mord mathnormal mtight\">e<\/span><span class=\"mord mathnormal mtight\">b<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0576em\">S<\/span><span class=\"mord mathnormal mtight\">h<\/span><span class=\"mord mathnormal mtight\">o<\/span><span class=\"mord mathnormal mtight\">p<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2861em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.7278em;vertical-align: -0.0833em\"><\/span><span class=\"mord\">57<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u2212<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.6444em\"><\/span><span class=\"mord\">37<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.8389em;vertical-align: -0.1944em\"><\/span><span class=\"mord\">20<\/span><span class=\"mpunct\">,<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         \u0394<\/p>\n<p>         S<\/p>\n<p>          R<\/p>\n<p>           S<\/p>\n<p>           c<\/p>\n<p>           i<\/p>\n<p>           e<\/p>\n<p>           n<\/p>\n<p>           c<\/p>\n<p>           e<\/p>\n<p>           W<\/p>\n<p>           o<\/p>\n<p>           r<\/p>\n<p>           l<\/p>\n<p>           d<\/p>\n<p>         &#061;<\/p>\n<p>         74<\/p>\n<p>         \u2212<\/p>\n<p>         43<\/p>\n<p>         &#061;<\/p>\n<p>         31.<\/p>\n<p>         \\\\Delta SR_{ScienceWorld}&#061;74-43&#061;31. <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord\">\u0394<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">S<\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0077em\">R<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3361em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0077em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0576em\">S<\/span><span class=\"mord mathnormal mtight\">c<\/span><span class=\"mord mathnormal mtight\">i<\/span><span class=\"mord mathnormal mtight\">e<\/span><span class=\"mord mathnormal mtight\">n<\/span><span class=\"mord mathnormal mtight\">ce<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.1389em\">W<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0278em\">or<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0197em\">l<\/span><span class=\"mord mathnormal mtight\">d<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.7278em;vertical-align: -0.0833em\"><\/span><span class=\"mord\">74<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u2212<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.6444em\"><\/span><span class=\"mord\">43<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.6444em\"><\/span><span class=\"mord\">31.<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u63d0\u5347\u968f\u4efb\u52a1\u590d\u6742\u5ea6\u589e\u5927&#xff1a;ALFWorld \u5df2\u6709\u8f83\u9ad8\u57fa\u7ebf&#xff0c;CFGM \u4ecd\u63d0\u5347 10.4 \u4e2a\u767e\u5206\u70b9&#xff1b;ScienceWorld \u7684\u957f\u94fe\u5b9e\u9a8c\u66f4\u5bb9\u6613\u4e2d\u9014\u504f\u822a&#xff0c;\u56e0\u6b64\u79bb\u7ebf\u7ecf\u9a8c\u548c\u5728\u7ebf\u7ea0\u9519\u7684\u8054\u5408\u6536\u76ca\u66f4\u5927\u3002<\/p>\n<h3>2. \u4e0d\u80fd\u628a\u6536\u76ca\u7b80\u5355\u5f52\u56e0\u4e8e\u201c\u79bb\u7ebf &#043; \u5728\u7ebf\u201d\u53e0\u52a0<\/h3>\n<p>ExpeL&#043;QuBE \u540c\u65f6\u5177\u5907\u79bb\u7ebf\u7ecf\u9a8c\u4e0e\u5728\u7ebf\u53cd\u601d&#xff0c;\u4f46 ALFWorld\u3001WebShop \u548c ScienceWorld \u5206\u522b\u53ea\u6709 85.07%\u300149% \u548c 65%\u3002CFGM \u53c8\u63d0\u9ad8 5.93\u30018 \u548c 9 \u4e2a\u767e\u5206\u70b9\u3002\u8fd9\u652f\u6301\u4f5c\u8005\u7684\u4e3b\u5f20&#xff1a;\u589e\u76ca\u4e0d\u53ea\u662f\u4e24\u4e2a\u6a21\u5757\u5e76\u6392&#xff0c;\u800c\u6765\u81ea Focus Points \u6539\u5584\u7ecf\u9a8c\u3001Tips \u6539\u5584\u8868\u8fbe\u3001KIR \u6539\u5584\u5f02\u5e38\u4f7f\u7528\u7684\u94fe\u5f0f\u5173\u7cfb\u3002<\/p>\n<p>\u4e0d\u8fc7&#xff0c;\u4e3b\u5b9e\u9a8c\u8fd8\u4e0d\u80fd\u5b8c\u5168\u8bc1\u660e\u4e09\u9636\u6bb5\u4e00\u5b9a\u5b58\u5728\u4e25\u683c\u7684\u56e0\u679c\u534f\u540c&#xff0c;\u56e0\u4e3a\u6ca1\u6709\u8986\u76d6\u6240\u6709\u4e24\u4e24\u7ec4\u5408&#xff0c;\u4e5f\u6ca1\u6709\u62a5\u544a\u201c\u540c\u4e00\u6279\u539f\u59cb\u8f68\u8ff9\u3001\u4ec5\u66ff\u6362\u84b8\u998f\u65b9\u5f0f\u201d\u7684\u63a7\u5236\u5b9e\u9a8c\u3002\u6700\u5f3a\u8bc1\u636e\u4ecd\u6765\u81ea\u540e\u9762\u7684\u7ec4\u4ef6\u6d88\u878d\u3002<\/p>\n<h2>\u5341\u4e00\u3001\u7ec4\u4ef6\u6d88\u878d&#xff1a;\u4e09\u4e2a\u7c92\u5ea6\u662f\u5426\u90fd\u6709\u6548<\/h2>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>            Base<\/p>\n<p>            FP<\/p>\n<p>            ET<\/p>\n<p>            KIR<\/p>\n<p>            ET&#043;KIR<\/p>\n<p>            FP&#043;ET&#043;KIR<\/p>\n<p>             F<\/p>\n<p>             P<\/p>\n<p>            \u00d7<\/p>\n<p>            \u2713<\/p>\n<p>            \u00d7<\/p>\n<p>            \u00d7<\/p>\n<p>            \u00d7<\/p>\n<p>            \u2713<\/p>\n<p>             E<\/p>\n<p>             T<\/p>\n<p>            \u00d7<\/p>\n<p>            \u00d7<\/p>\n<p>            \u2713<\/p>\n<p>            \u00d7<\/p>\n<p>            \u2713<\/p>\n<p>            \u2713<\/p>\n<p>             K<\/p>\n<p>             I<\/p>\n<p>             R<\/p>\n<p>            \u00d7<\/p>\n<p>            \u00d7<\/p>\n<p>            \u00d7<\/p>\n<p>            \u2713<\/p>\n<p>            \u2713<\/p>\n<p>            \u2713<\/p>\n<p>             S<\/p>\n<p>             R<\/p>\n<p>             (<\/p>\n<p>             %<\/p>\n<p>             )<\/p>\n<p>            80.60<\/p>\n<p>            85.82<\/p>\n<p>            86.57<\/p>\n<p>            85.82<\/p>\n<p>            88.06<\/p>\n<p>            91.00<\/p>\n<p>         \\\\begin{array}{c|cccccc} &amp; \\\\textbf{Base} &amp; \\\\textbf{FP} &amp; \\\\textbf{ET} &amp; \\\\textbf{KIR} &amp; \\\\textbf{ET&#043;KIR} &amp; \\\\textbf{FP&#043;ET&#043;KIR} \\\\\\\\ \\\\hline FP &amp; \\\\times &amp; \\\\checkmark &amp; \\\\times &amp; \\\\times &amp; \\\\times &amp; \\\\checkmark \\\\\\\\ ET &amp; \\\\times &amp; \\\\times &amp; \\\\checkmark &amp; \\\\times &amp; \\\\checkmark &amp; \\\\checkmark \\\\\\\\ KIR &amp; \\\\times &amp; \\\\times &amp; \\\\times &amp; \\\\checkmark &amp; \\\\checkmark &amp; \\\\checkmark \\\\\\\\ SR(\\\\%) &amp; 80.60 &amp; 85.82 &amp; 86.57 &amp; 85.82 &amp; 88.06 &amp; \\\\mathbf{91.00} \\\\end{array} <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 6em;vertical-align: -2.75em\"><\/span><span class=\"mord\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.25em\"><span class=\"\" style=\"top: -5.25em\"><span class=\"pstrut\" style=\"height: 5.25em\"><\/span><span class=\"mtable\"><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.25em\"><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">F<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">P<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">E<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">T<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">K<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0785em\">I<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0077em\">R<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">S<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0077em\">R<\/span><span class=\"mopen\">(<\/span><span class=\"mord\">%<\/span><span class=\"mclose\">)<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.75em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 6em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -2.75em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.25em\"><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">Base<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u00d7<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u00d7<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u00d7<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">80.60<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.75em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.25em\"><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">FP<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord amsrm\">\u2713<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u00d7<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u00d7<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">85.82<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.75em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.25em\"><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">ET<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u00d7<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord amsrm\">\u2713<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u00d7<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">86.57<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.75em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.25em\"><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">KIR<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u00d7<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u00d7<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord amsrm\">\u2713<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">85.82<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.75em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.25em\"><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">ET&#043;KIR<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u00d7<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord amsrm\">\u2713<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord amsrm\">\u2713<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">88.06<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.75em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.25em\"><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">FP&#043;ET&#043;KIR<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord amsrm\">\u2713<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord amsrm\">\u2713<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord amsrm\">\u2713<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">91.00<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.75em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><\/span><\/span><span class=\"\" style=\"top: -7.3em\"><span class=\"pstrut\" style=\"height: 5.25em\"><\/span><span class=\"hline\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.75em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>Table 2&#xff1a;ALFWorld \u6a21\u5757\u6d88\u878d\u3002 FP \u4e3a Focus Points&#xff0c;ET \u4e3a Experience-wise Tips&#xff0c;KIR \u4e3a Key Information Reflection&#xff1b;\u4e09\u4e2a\u7ec4\u4ef6\u5355\u72ec\u52a0\u5165 ReAct \u5747\u6709\u6548&#xff0c;\u5b8c\u6574\u7ec4\u5408\u8fbe\u5230\u6700\u9ad8\u7684 91.00%\u3002<\/p>\n<p>\u53ef\u4ee5\u5f97\u5230\u56db\u4e2a\u7ed3\u8bba&#xff1a;<\/p>\n<li>ET \u5355\u6a21\u5757\u6700\u5f3a\u3002 86.57% \u8868\u660e\u628a\u8f68\u8ff9\u8f6c\u6210\u6df7\u5408\u7c92\u5ea6\u77e5\u8bc6&#xff0c;\u6bd4\u53ea\u5b58\u539f\u59cb\u4ea4\u4e92\u66f4\u5bb9\u6613\u88ab\u7b56\u7565\u6a21\u578b\u5229\u7528\u3002<\/li>\n<li>FP \u4e0d\u53ea\u662f\u88c5\u9970\u6027\u9884\u5904\u7406\u3002 \u4ec5 FP \u5c31\u628a SR \u63d0\u9ad8 5.22 \u4e2a\u767e\u5206\u70b9&#xff1b;\u5728 ET&#043;KIR \u4e0a\u52a0\u5165 FP \u53c8\u4ece 88.06% \u63d0\u9ad8\u5230 91%\u3002<\/li>\n<li>KIR \u6709\u72ec\u7acb\u6536\u76ca\u3002 \u5355\u72ec\u52a0\u5165\u65f6\u4ece 80.60% \u63d0\u9ad8\u5230 85.82%&#xff0c;\u8bf4\u660e\u5355\u6b21\u6267\u884c\u4e2d\u7684\u5f02\u5e38\u7ea0\u9519\u786e\u5b9e\u6709\u7528\u3002<\/li>\n<li>\u8bc1\u636e\u4ecd\u4e0d\u5b8c\u6574\u3002 \u8868\u4e2d\u7f3a\u5c11 FP&#043;ET\u3001FP&#043;KIR \u4e24\u79cd\u7ec4\u5408&#xff0c;\u56e0\u6b64\u65e0\u6cd5\u7cbe\u786e\u5224\u65ad FP \u5206\u522b\u4e0e ET\u3001KIR \u7684\u4ea4\u4e92\u5f3a\u5ea6&#xff0c;\u4e5f\u4e0d\u80fd\u505a\u5b8c\u6574\u7684\u4e09\u56e0\u7d20\u6790\u56e0\u5206\u6790\u3002<\/li>\n<h2>\u5341\u4e8c\u3001\u68c0\u7d22\u8303\u56f4&#xff1a;\u66f4\u591a\u7ecf\u9a8c\u4e3a\u4ec0\u4e48\u53cd\u800c\u66f4\u5dee<\/h2>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>            k<\/p>\n<p>            0<\/p>\n<p>            1<\/p>\n<p>            2<\/p>\n<p>            3<\/p>\n<p>            5<\/p>\n<p>             S<\/p>\n<p>             R<\/p>\n<p>             (<\/p>\n<p>             %<\/p>\n<p>             )<\/p>\n<p>            80.60<\/p>\n<p>            82.09<\/p>\n<p>            86.57<\/p>\n<p>            86.57<\/p>\n<p>            81.34<\/p>\n<p>         \\\\begin{array}{c|ccccc} k &amp; 0 &amp; 1 &amp; 2 &amp; 3 &amp; 5 \\\\\\\\ \\\\hline SR(\\\\%) &amp; 80.60 &amp; 82.09 &amp; \\\\mathbf{86.57} &amp; \\\\mathbf{86.57} &amp; 81.34 \\\\end{array} <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 2.4em;vertical-align: -0.95em\"><\/span><span class=\"mord\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.45em\"><span class=\"\" style=\"top: -3.45em\"><span class=\"pstrut\" style=\"height: 3.45em\"><\/span><span class=\"mtable\"><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.45em\"><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0315em\">k<\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">S<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0077em\">R<\/span><span class=\"mopen\">(<\/span><span class=\"mord\">%<\/span><span class=\"mclose\">)<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.95em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 2.4em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -0.95em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.45em\"><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">0<\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">80.60<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.95em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.45em\"><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">1<\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">82.09<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.95em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.45em\"><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">2<\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">86.57<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.95em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.45em\"><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">3<\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">86.57<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.95em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.45em\"><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">5<\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">81.34<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.95em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><\/span><\/span><span class=\"\" style=\"top: -3.7em\"><span class=\"pstrut\" style=\"height: 3.45em\"><\/span><span class=\"hline\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.95em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>Table 3&#xff1a;ALFWorld \u4e2d Top-k \u7ecf\u9a8c\u8303\u56f4\u5bf9 Tips \u8d28\u91cf\u7684\u5f71\u54cd\u3002 \u5728 ReAct&#043;ET \u8bbe\u7f6e\u4e0b&#xff0c;<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         k<\/p>\n<p>         &#061;<\/p>\n<p>         2<\/p>\n<p>        k&#061;2<\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6944em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0315em\">k<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.6444em\"><\/span><span class=\"mord\">2<\/span><\/span><\/span><\/span><\/span> \u4e0e <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         k<\/p>\n<p>         &#061;<\/p>\n<p>         3<\/p>\n<p>        k&#061;3<\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6944em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0315em\">k<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.6444em\"><\/span><span class=\"mord\">3<\/span><\/span><\/span><\/span><\/span> \u8fbe\u5230 86.57%&#xff0c;<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         k<\/p>\n<p>         &#061;<\/p>\n<p>         5<\/p>\n<p>        k&#061;5<\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6944em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0315em\">k<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.6444em\"><\/span><span class=\"mord\">5<\/span><\/span><\/span><\/span><\/span> \u964d\u81f3 81.34%\u3002<\/p>\n<p>\u8fd9\u5f20\u8868\u662f\u8bba\u6587\u6700\u6709\u5de5\u7a0b\u4ef7\u503c\u7684\u7ed3\u679c\u4e4b\u4e00&#xff1a;\u8bb0\u5fc6\u5bb9\u91cf\u548c\u4e0a\u4e0b\u6587\u957f\u5ea6\u5e76\u4e0d\u7b49\u4e8e\u6709\u6548\u4fe1\u606f\u91cf\u3002<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        k<\/p>\n<p>       k<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6944em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0315em\">k<\/span><\/span><\/span><\/span><\/span> \u4ece 3 \u589e\u81f3 5 \u540e\u4e0b\u964d 5.23 \u4e2a\u767e\u5206\u70b9&#xff0c;\u8bf4\u660e\u540e\u6392\u7ecf\u9a8c\u7684\u4f4e\u76f8\u5173\u6027\u548c Tips \u51b2\u7a81\u8db3\u4ee5\u62b5\u6d88\u8bb0\u5fc6\u6536\u76ca\u3002<\/p>\n<p>\u66f4\u6df1\u4e00\u5c42\u770b&#xff0c;CFGM \u76ee\u524d\u7528\u56fa\u5b9a <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        k<\/p>\n<p>       k<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6944em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0315em\">k<\/span><\/span><\/span><\/span><\/span> \u89c4\u907f\u566a\u58f0&#xff0c;\u5374\u8fd8\u6ca1\u6709\u89e3\u51b3\u201c\u540c\u4e00\u4e2a\u4efb\u52a1\u9700\u8981\u591a\u5c11\u6761\u7ecf\u9a8c\u201d\u7684\u81ea\u9002\u5e94\u51b3\u7b56\u3002\u66f4\u5408\u7406\u7684\u540e\u7eed\u65b9\u5411\u662f\u76f8\u4f3c\u5ea6\u9608\u503c\u3001\u8fb9\u9645\u4ef7\u503c\u5224\u65ad\u6216\u6309 Tip \u53bb\u91cd&#xff0c;\u800c\u4e0d\u662f\u7ee7\u7eed\u6269\u5927\u4e0a\u4e0b\u6587\u3002<\/p>\n<h2>\u5341\u4e09\u3001\u8de8\u73af\u5883\u8fc1\u79fb&#xff1a;Tips \u662f\u5426\u53ea\u662f\u4efb\u52a1\u6a21\u677f<\/h2>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>            \u65b9\u6cd5<\/p>\n<p>             WebArena-Shopping<\/p>\n<p>             \u00a0<\/p>\n<p>             SR<\/p>\n<p>            ReAct<\/p>\n<p>             10.2<\/p>\n<p>             \u00b1<\/p>\n<p>             0.5<\/p>\n<p>            ExpeL<\/p>\n<p>             18.5<\/p>\n<p>             \u00b1<\/p>\n<p>             0.9<\/p>\n<p>            AutoGuide<\/p>\n<p>             20.4<\/p>\n<p>             \u00b1<\/p>\n<p>             0.7<\/p>\n<p>            CFGM<\/p>\n<p>             25.1<\/p>\n<p>             \u00b1<\/p>\n<p>             0.8<\/p>\n<p>         \\\\begin{array}{l|c} \\\\textbf{\u65b9\u6cd5} &amp; \\\\textbf{WebArena\\\\text{-}Shopping\\\\ SR} \\\\\\\\ \\\\hline \\\\text{ReAct} &amp; 10.2\\\\pm0.5 \\\\\\\\ \\\\text{ExpeL} &amp; 18.5\\\\pm0.9 \\\\\\\\ \\\\text{AutoGuide} &amp; 20.4\\\\pm0.7 \\\\\\\\ \\\\textbf{CFGM} &amp; \\\\mathbf{25.1\\\\pm0.8} \\\\end{array} <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 6em;vertical-align: -2.75em\"><\/span><span class=\"mord\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.25em\"><span class=\"\" style=\"top: -5.25em\"><span class=\"pstrut\" style=\"height: 5.25em\"><\/span><span class=\"mtable\"><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-l\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.25em\"><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf cjk_fallback\">\u65b9\u6cd5<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">ReAct<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">ExpeL<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">AutoGuide<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">CFGM<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.75em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 6em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -2.75em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.25em\"><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">WebArena<\/span><span class=\"mord text\"><span class=\"mord textbf\">&#8211;<\/span><\/span><span class=\"mord textbf\">Shopping\u00a0SR<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">10.2<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u00b1<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mord\">0.5<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">18.5<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u00b1<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mord\">0.9<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">20.4<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u00b1<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mord\">0.7<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">25.1<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u00b1<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mord mathbf\">0.8<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.75em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><\/span><\/span><span class=\"\" style=\"top: -7.3em\"><span class=\"pstrut\" style=\"height: 5.25em\"><\/span><span class=\"hline\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.75em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>Table 4&#xff1a;WebShop \u7ecf\u9a8c\u77e5\u8bc6\u8fc1\u79fb\u5230 WebArena-Shopping \u7684 OOD \u7ed3\u679c\u3002 CFGM \u5148\u7528 GPT-4-Turbo \u5c06 WebShop Tips \u5bf9\u9f50\u5230\u65b0\u73af\u5883&#xff0c;\u518d\u5728 WebArena-Shopping \u4e0a\u8bc4\u6d4b&#xff1b;\u5176 SR \u9ad8\u4e8e ReAct\u3001ExpeL \u548c AutoGuide\u3002<\/p>\n<p>CFGM \u76f8\u6bd4 AutoGuide \u63d0\u9ad8 4.7 \u4e2a\u767e\u5206\u70b9&#xff0c;\u76f8\u6bd4 ReAct \u63d0\u9ad8 14.9 \u4e2a\u767e\u5206\u70b9&#xff0c;\u8868\u660e Tips \u786e\u5b9e\u5305\u542b\u4e00\u5b9a\u8de8\u7f51\u7ad9\u7684\u8d2d\u7269\u7b56\u7565&#xff0c;\u4f8b\u5982\u6539\u5199\u641c\u7d22\u3001\u68c0\u67e5\u5c5e\u6027\u3001\u907f\u514d\u65e0\u6548\u7ffb\u9875\u3002<\/p>\n<p>\u4f46\u8fd9\u4e0d\u662f\u96f6\u9002\u914d\u8fc1\u79fb&#xff1a;\u8bba\u6587\u660e\u786e\u4f7f\u7528 GPT-4-Turbo \u5bf9 Tips \u505a domain alignment\u3002\u56e0\u6b64\u66f4\u51c6\u786e\u7684\u7ed3\u8bba\u662f&#xff1a;CFGM \u63d0\u53d6\u7684\u77e5\u8bc6\u7ecf\u8fc7 LLM \u5bf9\u9f50\u540e\u66f4\u5bb9\u6613\u8fc1\u79fb&#xff0c;\u800c\u4e0d\u662f\u539f\u59cb Tips \u53ef\u4ee5\u65e0\u4fee\u6539\u8de8\u57df\u4f7f\u7528\u3002<\/p>\n<h2>\u5341\u56db\u3001\u5728\u7ebf\u53cd\u601d&#xff1a;\u52a8\u6001\u95ee\u9898\u662f\u5426\u4f18\u4e8e\u56fa\u5b9a\u95ee\u9898<\/h2>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>            \u53cd\u601d\u65b9\u6cd5<\/p>\n<p>             ALFWorld<\/p>\n<p>             \u00a0<\/p>\n<p>             SR<\/p>\n<p>            Self-QA\u00a0Reflection<\/p>\n<p>            84.33<\/p>\n<p>            QA\u00a0Reflection&#xff08;\u56fa\u5b9a\u95ee\u9898&#xff09;<\/p>\n<p>            84.33<\/p>\n<p>             Key<\/p>\n<p>             \u00a0<\/p>\n<p>             Information<\/p>\n<p>             \u00a0<\/p>\n<p>             Reflection<\/p>\n<p>            85.82<\/p>\n<p>         \\\\begin{array}{l|c} \\\\textbf{\u53cd\u601d\u65b9\u6cd5} &amp; \\\\textbf{ALFWorld\\\\ SR} \\\\\\\\ \\\\hline \\\\text{Self-QA Reflection} &amp; 84.33 \\\\\\\\ \\\\text{QA Reflection&#xff08;\u56fa\u5b9a\u95ee\u9898&#xff09;} &amp; 84.33 \\\\\\\\ \\\\textbf{Key Information Reflection} &amp; \\\\mathbf{85.82} \\\\end{array} <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 4.8em;vertical-align: -2.15em\"><\/span><span class=\"mord\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.65em\"><span class=\"\" style=\"top: -4.65em\"><span class=\"pstrut\" style=\"height: 4.65em\"><\/span><span class=\"mtable\"><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-l\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.65em\"><span class=\"\" style=\"top: -4.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf cjk_fallback\">\u53cd\u601d\u65b9\u6cd5<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Self-QA\u00a0Reflection<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">QA\u00a0Reflection<\/span><span class=\"mord cjk_fallback\">&#xff08;\u56fa\u5b9a\u95ee\u9898&#xff09;<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">Key\u00a0Information\u00a0Reflection<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 4.8em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -2.15em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.65em\"><span class=\"\" style=\"top: -4.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">ALFWorld\u00a0SR<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">84.33<\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">84.33<\/span><\/span><\/span><span class=\"\" style=\"top: -1.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">85.82<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><\/span><\/span><span class=\"\" style=\"top: -6.1em\"><span class=\"pstrut\" style=\"height: 4.65em\"><\/span><span class=\"hline\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 2.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>Table 5&#xff1a;\u4e0d\u540c\u5728\u7ebf\u53cd\u601d\u673a\u5236\u7684\u6bd4\u8f83\u3002 KIR \u5148\u5206\u6790\u77ed\u671f\u8f68\u8ff9\u4e2d\u7684\u5173\u952e\u4fe1\u606f&#xff0c;\u518d\u8fdb\u884c\u52a8\u6001 Self-QA&#xff1b;\u5176\u7ed3\u679c\u9ad8\u4e8e\u65e0\u5173\u952e\u4fe1\u606f\u7684 Self-QA \u548c\u56fa\u5b9a\u95ee\u9898 QA\u3002<\/p>\n<p>KIR \u7684\u4f18\u52bf\u4e3a 1.49 \u4e2a\u767e\u5206\u70b9\u3002\u65b9\u5411\u4e0a\u652f\u6301\u201c\u5148\u63d0\u4e8b\u5b9e\u3001\u518d\u53cd\u601d\u201d&#xff0c;\u4f46\u5e45\u5ea6\u5e76\u4e0d\u5927&#xff0c;\u6240\u4ee5\u4e0d\u80fd\u628a\u4e3b\u5b9e\u9a8c\u7684\u5168\u90e8\u63d0\u5347\u5f52\u56e0\u4e8e KIR\u3002\u7ed3\u5408 Table 2&#xff0c;\u66f4\u5408\u7406\u7684\u5224\u65ad\u662f&#xff1a;ET \u548c FP \u63d0\u4f9b\u4e3b\u8981\u7684\u79bb\u7ebf\u8d28\u91cf\u6536\u76ca&#xff0c;KIR \u5728\u5f02\u5e38\u65f6\u8865\u4e0a\u6700\u540e\u4e00\u6bb5\u5728\u7ebf\u6062\u590d\u80fd\u529b\u3002<\/p>\n<h2>\u5341\u4e94\u3001\u6a21\u578b\u6cdb\u5316&#xff1a;\u6846\u67b6\u662f\u5426\u4f9d\u8d56 GPT-4-Turbo<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260905123312-6a9c0c08f1f79.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>Figure 3&#xff1a;\u4e0d\u540c\u57fa\u7840\u6a21\u578b\u4e0a\u7684 ALFWorld SR\u3002 \u4ece Qwen2.5-7B-Instruct\u3001Qwen2.5-7B\u3001Qwen2.5-3B \u5230 GPT-3.5-Turbo\u3001GPT-4-Turbo\u3001GPT-4o\u3001GPT-4.1&#xff0c;CFGM \u5747\u9ad8\u4e8e ReAct \u548c ExpeL&#xff1b;\u56fe\u4e2d\u672a\u7ed9\u51fa\u8bef\u5dee\u6761\u3002<\/p>\n<p>\u56fe\u4e2d\u53ef\u8bfb\u51fa\u7684\u4e09\u7ec4\u66f2\u7ebf\u4e3a&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>            \u6a21\u578b<\/p>\n<p>            ReAct<\/p>\n<p>            ExpeL<\/p>\n<p>            CFGM<\/p>\n<p>            GPT-3.5-Turbo<\/p>\n<p>            40.00<\/p>\n<p>            59.00<\/p>\n<p>            83.58<\/p>\n<p>            Qwen2.5-7B-Instruct<\/p>\n<p>            59.70<\/p>\n<p>            63.43<\/p>\n<p>            80.60<\/p>\n<p>            Qwen2.5-3B<\/p>\n<p>            70.15<\/p>\n<p>            74.63<\/p>\n<p>            85.07<\/p>\n<p>            GPT-4-Turbo<\/p>\n<p>            80.60<\/p>\n<p>            81.34<\/p>\n<p>            91.00<\/p>\n<p>            GPT-4o<\/p>\n<p>            83.58<\/p>\n<p>            85.07<\/p>\n<p>            93.28<\/p>\n<p>            GPT-4.1<\/p>\n<p>            85.07<\/p>\n<p>            87.31<\/p>\n<p>            95.52<\/p>\n<p>         \\\\begin{array}{l|ccc} \\\\textbf{\u6a21\u578b} &amp; \\\\textbf{ReAct} &amp; \\\\textbf{ExpeL} &amp; \\\\textbf{CFGM} \\\\\\\\ \\\\hline \\\\text{GPT-3.5-Turbo} &amp; 40.00 &amp; 59.00 &amp; 83.58 \\\\\\\\ \\\\text{Qwen2.5-7B-Instruct} &amp; 59.70 &amp; 63.43 &amp; 80.60 \\\\\\\\ \\\\text{Qwen2.5-3B} &amp; 70.15 &amp; 74.63 &amp; 85.07 \\\\\\\\ \\\\text{GPT-4-Turbo} &amp; 80.60 &amp; 81.34 &amp; 91.00 \\\\\\\\ \\\\text{GPT-4o} &amp; 83.58 &amp; 85.07 &amp; 93.28 \\\\\\\\ \\\\text{GPT-4.1} &amp; 85.07 &amp; 87.31 &amp; 95.52 \\\\end{array} <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 8.4em;vertical-align: -3.95em\"><\/span><span class=\"mord\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.45em\"><span class=\"\" style=\"top: -6.45em\"><span class=\"pstrut\" style=\"height: 6.45em\"><\/span><span class=\"mtable\"><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-l\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.45em\"><span class=\"\" style=\"top: -6.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf cjk_fallback\">\u6a21\u578b<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">GPT-3.5-Turbo<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Qwen2.5-7B-Instruct<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Qwen2.5-3B<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">GPT-4-Turbo<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">GPT-4o<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: 0.59em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">GPT-4.1<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.95em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 8.4em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -3.95em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.45em\"><span class=\"\" style=\"top: -6.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">ReAct<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">40.00<\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">59.70<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">70.15<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">80.60<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">83.58<\/span><\/span><\/span><span class=\"\" style=\"top: 0.59em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">85.07<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.95em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.45em\"><span class=\"\" style=\"top: -6.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">ExpeL<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">59.00<\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">63.43<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">74.63<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">81.34<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">85.07<\/span><\/span><\/span><span class=\"\" style=\"top: 0.59em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">87.31<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.95em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.45em\"><span class=\"\" style=\"top: -6.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">CFGM<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -5.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">83.58<\/span><\/span><\/span><span class=\"\" style=\"top: -4.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">80.60<\/span><\/span><\/span><span class=\"\" style=\"top: -3.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">85.07<\/span><\/span><\/span><span class=\"\" style=\"top: -1.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">91.00<\/span><\/span><\/span><span class=\"\" style=\"top: -0.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">93.28<\/span><\/span><\/span><span class=\"\" style=\"top: 0.59em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">95.52<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.95em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><\/span><\/span><span class=\"\" style=\"top: -9.7em\"><span class=\"pstrut\" style=\"height: 6.45em\"><\/span><span class=\"hline\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.95em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>Figure 3 \u6570\u636e\u590d\u73b0&#xff1a;\u4e0d\u540c\u6a21\u578b\u4e0e\u65b9\u6cd5\u7684 ALFWorld SR\u3002 \u95ed\u6e90 GPT \u7cfb\u5217\u9ed8\u8ba4\u7531 GPT-4o \u627f\u62c5\u77e5\u8bc6\u63d0\u53d6&#xff1b;Qwen \u4e0e GPT-4.1 \u5b9e\u9a8c\u5219\u8ba9\u76f8\u5e94\u6a21\u578b\u81ea\u8eab\u5b8c\u6210\u76f8\u5173\u7ec4\u4ef6&#xff0c;\u4ee5\u6d4b\u8bd5\u6846\u67b6\u7684\u81ea\u8db3\u6027\u3002<\/p>\n<p>\u8fd9\u91cc\u6700\u663e\u8457\u7684\u662f GPT-3.5-Turbo&#xff1a;CFGM \u4ece ReAct \u7684 40.00% \u63d0\u9ad8\u5230 83.58%\u3002\u8fd9\u53ef\u80fd\u8bf4\u660e\u5f31\u7b56\u7565\u6a21\u578b\u66f4\u9700\u8981\u663e\u5f0f\u7ecf\u9a8c\u652f\u67b6&#xff0c;\u4e5f\u53ef\u80fd\u90e8\u5206\u6765\u81ea\u8f83\u5f3a\u77e5\u8bc6\u63d0\u53d6\u6a21\u578b GPT-4o \u7684\u6559\u5e08\u6548\u5e94\u3002\u7531\u4e8e\u4e0d\u540c\u6a21\u578b\u6761\u4ef6\u4e0b\u77e5\u8bc6\u63d0\u53d6\u89d2\u8272\u5e76\u4e0d\u5b8c\u5168\u4e00\u81f4&#xff0c;\u8fd9\u5f20\u56fe\u8bc1\u660e\u4e86\u6846\u67b6\u517c\u5bb9\u591a\u4e2a\u6a21\u578b&#xff0c;\u4f46\u4e0d\u80fd\u4e25\u683c\u5206\u79bb\u201c\u8bb0\u5fc6\u6846\u67b6\u6536\u76ca\u201d\u548c\u201c\u66f4\u5f3a\u6a21\u578b\u84b8\u998f\u6536\u76ca\u201d\u3002<\/p>\n<h2>\u5341\u516d\u3001\u6548\u7387\u5206\u6790&#xff1a;\u5c11\u8d70\u5f2f\u8def\u662f\u5426\u771f\u7684\u66f4\u7701<\/h2>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>            \u65b9\u6cd5<\/p>\n<p>             \u79bb\u7ebf<\/p>\n<p>             \u00a0<\/p>\n<p>             Tokens\/\u6837\u672c<\/p>\n<p>             \u5728\u7ebf<\/p>\n<p>             \u00a0<\/p>\n<p>             Tokens\/\u6b65<\/p>\n<p>             \u5728\u7ebf<\/p>\n<p>             \u00a0<\/p>\n<p>             Turns\/\u8f68\u8ff9<\/p>\n<p>            ReAct<\/p>\n<p>            \u2212<\/p>\n<p>            1734.6<\/p>\n<p>            19.01<\/p>\n<p>            ExpeL<\/p>\n<p>            3888.2<\/p>\n<p>            5125.5<\/p>\n<p>            17.32<\/p>\n<p>            AutoGuide<\/p>\n<p>            4873.4<\/p>\n<p>            4809.4<\/p>\n<p>            16.55<\/p>\n<p>            QuBE<\/p>\n<p>            \u2212<\/p>\n<p>            4752.3<\/p>\n<p>            17.21<\/p>\n<p>            CFGM<\/p>\n<p>            4068.5<\/p>\n<p>            4681.4<\/p>\n<p>            14.32<\/p>\n<p>         \\\\begin{array}{l|ccc} \\\\textbf{\u65b9\u6cd5} &amp; \\\\textbf{\u79bb\u7ebf Tokens\/\u6837\u672c} &amp; \\\\textbf{\u5728\u7ebf Tokens\/\u6b65} &amp; \\\\textbf{\u5728\u7ebf Turns\/\u8f68\u8ff9} \\\\\\\\ \\\\hline \\\\text{ReAct} &amp; &#8211; &amp; \\\\mathbf{1734.6} &amp; 19.01 \\\\\\\\ \\\\text{ExpeL} &amp; 3888.2 &amp; 5125.5 &amp; 17.32 \\\\\\\\ \\\\text{AutoGuide} &amp; 4873.4 &amp; 4809.4 &amp; 16.55 \\\\\\\\ \\\\text{QuBE} &amp; &#8211; &amp; 4752.3 &amp; 17.21 \\\\\\\\ \\\\textbf{CFGM} &amp; 4068.5 &amp; \\\\mathbf{4681.4} &amp; \\\\mathbf{14.32} \\\\end{array} <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 7.2em;vertical-align: -3.35em\"><\/span><span class=\"mord\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.85em\"><span class=\"\" style=\"top: -5.85em\"><span class=\"pstrut\" style=\"height: 5.85em\"><\/span><span class=\"mtable\"><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-l\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.85em\"><span class=\"\" style=\"top: -6.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf cjk_fallback\">\u65b9\u6cd5<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">ReAct<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">ExpeL<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">AutoGuide<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">QuBE<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -0.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">CFGM<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.35em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 7.2em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -3.35em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.85em\"><span class=\"\" style=\"top: -6.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf cjk_fallback\">\u79bb\u7ebf<\/span><span class=\"mord textbf\">\u00a0Tokens\/<\/span><span class=\"mord textbf cjk_fallback\">\u6837\u672c<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u2212<\/span><\/span><\/span><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">3888.2<\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">4873.4<\/span><\/span><\/span><span class=\"\" style=\"top: -1.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">\u2212<\/span><\/span><\/span><span class=\"\" style=\"top: -0.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">4068.5<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.35em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.85em\"><span class=\"\" style=\"top: -6.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf cjk_fallback\">\u5728\u7ebf<\/span><span class=\"mord textbf\">\u00a0Tokens\/<\/span><span class=\"mord textbf cjk_fallback\">\u6b65<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">1734.6<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">5125.5<\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">4809.4<\/span><\/span><\/span><span class=\"\" style=\"top: -1.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">4752.3<\/span><\/span><\/span><span class=\"\" style=\"top: -0.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">4681.4<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.35em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-c\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.85em\"><span class=\"\" style=\"top: -6.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf cjk_fallback\">\u5728\u7ebf<\/span><span class=\"mord textbf\">\u00a0Turns\/<\/span><span class=\"mord textbf cjk_fallback\">\u8f68\u8ff9<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.81em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">19.01<\/span><\/span><\/span><span class=\"\" style=\"top: -3.61em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">17.32<\/span><\/span><\/span><span class=\"\" style=\"top: -2.41em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">16.55<\/span><\/span><\/span><span class=\"\" style=\"top: -1.21em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">17.21<\/span><\/span><\/span><span class=\"\" style=\"top: -0.01em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathbf\">14.32<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.35em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><\/span><\/span><span class=\"\" style=\"top: -8.5em\"><span class=\"pstrut\" style=\"height: 5.85em\"><\/span><span class=\"hline\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.35em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>Table 6&#xff1a;ALFWorld \u5355\u4e2a\u8bad\u7ec3\u6837\u672c\u7684\u79bb\u7ebf token\u3001\u5728\u7ebf\u6bcf\u6b65 token \u4e0e\u6bcf\u6761\u5b8c\u6574\u8f68\u8ff9\u7684\u5e73\u5747\u4ea4\u4e92\u8f6e\u6570\u3002 CFGM \u7684\u5728\u7ebf token\/\u6b65\u548c\u4ea4\u4e92\u8f6e\u6570\u5728\u8bb0\u5fc6\u589e\u5f3a\u57fa\u7ebf\u4e2d\u6700\u4f4e&#xff1b;ReAct \u56e0\u6ca1\u6709\u989d\u5916\u8bb0\u5fc6\u4e0a\u4e0b\u6587&#xff0c;\u5176\u5355\u6b65 token \u660e\u663e\u66f4\u4f4e\u3002<\/p>\n<p>CFGM \u76f8\u6bd4 ExpeL&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>           5125.5<\/p>\n<p>           \u2212<\/p>\n<p>           4681.4<\/p>\n<p>          5125.5<\/p>\n<p>         \u2248<\/p>\n<p>         8.7<\/p>\n<p>         %<\/p>\n<p>         \\\\frac{5125.5-4681.4}{5125.5}\\\\approx 8.7\\\\% <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 2.0074em;vertical-align: -0.686em\"><\/span><span class=\"mord\"><span class=\"mopen nulldelimiter\"><\/span><span class=\"mfrac\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.3214em\"><span class=\"\" style=\"top: -2.314em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">5125.5<\/span><\/span><\/span><span class=\"\" style=\"top: -3.23em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"frac-line\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><span class=\"\" style=\"top: -3.677em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">5125.5<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u2212<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mord\">4681.4<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.686em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"mclose nulldelimiter\"><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2248<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.8056em;vertical-align: -0.0556em\"><\/span><span class=\"mord\">8.7%<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u7684\u5728\u7ebf\u5355\u6b65 token \u964d\u5e45&#xff0c;\u5e73\u5747\u4ea4\u4e92\u8f6e\u6570\u4ece 17.32 \u964d\u81f3 14.32\u3002\u76f8\u6bd4 AutoGuide&#xff0c;\u79bb\u7ebf token \u4e5f\u5c11\u7ea6 16.5%\u3002<\/p>\n<p>\u4f46\u662f\u4e0d\u80fd\u5199\u6210\u201cCFGM \u5168\u5c40\u6700\u7701 token\u201d&#xff1a;ReAct \u6bcf\u6b65\u53ea\u6709 1734.6 tokens&#xff0c;\u8fdc\u4f4e\u4e8e CFGM\u3002CFGM \u7684\u6548\u7387\u4f18\u52bf\u662f\u5728\u8bb0\u5fc6\u589e\u5f3a\u65b9\u6cd5\u5185\u90e8\u51cf\u5c11\u5197\u4f59\u4ea4\u4e92\u3002\u8bba\u6587\u4e5f\u6ca1\u6709\u62a5\u544a\u7aef\u5230\u7aef\u5ef6\u8fdf\u3001API \u8d39\u7528\u6216\u5f02\u5e38\u89e6\u53d1\u6bd4\u4f8b&#xff0c;\u56e0\u6b64\u65e0\u6cd5\u7531\u8fd9\u5f20\u8868\u76f4\u63a5\u8ba1\u7b97\u771f\u5b9e\u90e8\u7f72\u6210\u672c\u3002<\/p>\n<h2>\u5341\u4e03\u3001\u5931\u8d25\u6a21\u5f0f\u4e0e\u53cd\u4f8b<\/h2>\n<h3>1. \u68c0\u7d22\u8fc7\u591a\u5bfc\u81f4\u77e5\u8bc6\u51b2\u7a81<\/h3>\n<p>Table 3 \u5df2\u7ecf\u7ed9\u51fa\u76f4\u63a5\u53cd\u4f8b&#xff1a;<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        k<\/p>\n<p>        &#061;<\/p>\n<p>        5<\/p>\n<p>       k&#061;5<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6944em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0315em\">k<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.6444em\"><\/span><span class=\"mord\">5<\/span><\/span><\/span><\/span><\/span> \u65f6 SR \u4ece 86.57% \u964d\u5230 81.34%\u3002\u8bf4\u660e\u76f8\u4f3c\u7ecf\u9a8c\u53ef\u80fd\u643a\u5e26\u4e92\u65a5\u7684\u5bf9\u8c61\u4f4d\u7f6e\u3001\u64cd\u4f5c\u6b21\u5e8f\u6216\u5c40\u90e8\u6280\u5de7\u3002CFGM \u7684 Tips \u867d\u7136\u6bd4\u8f68\u8ff9\u66f4\u77ed&#xff0c;\u5374\u6ca1\u6709\u5929\u7136\u6d88\u9664\u51b2\u7a81\u3002<\/p>\n<h3>2. \u6781\u5c0f\u8bad\u7ec3\u96c6\u96be\u4ee5\u5f62\u6210\u6709\u6548\u7ecf\u9a8c\u6c60<\/h3>\n<p>Focus Points \u53ef\u4ee5\u63d0\u9ad8\u6bcf\u6b21\u63a2\u7d22\u8d28\u91cf&#xff0c;\u4f46\u4e0d\u80fd\u51ed\u7a7a\u4ea7\u751f\u4efb\u52a1\u8986\u76d6\u3002\u8bad\u7ec3\u4efb\u52a1\u6781\u5c11\u65f6&#xff0c;\u7ecf\u9a8c\u6c60\u7f3a\u5c11\u4e0d\u540c\u4efb\u52a1\u7c7b\u578b\u3001\u72b6\u6001\u548c\u9519\u8bef\u8def\u5f84&#xff0c;\u540e\u7eed Tips \u53ea\u80fd\u5728\u6709\u9650\u6837\u672c\u4e0a\u5f52\u7eb3\u3002<\/p>\n<h3>3. \u957f\u8f68\u8ff9\u91cd\u65b0\u628a\u566a\u58f0\u5e26\u56de\u4e0a\u4e0b\u6587<\/h3>\n<p>CFGM \u5728\u7ebf\u540c\u65f6\u653e\u5165 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        S<\/p>\n<p>        T<\/p>\n<p>       ST<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">S<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">T<\/span><\/span><\/span><\/span><\/span> \u4e0e <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        E<\/p>\n<p>        T<\/p>\n<p>       ET<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">E<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">T<\/span><\/span><\/span><\/span><\/span>\u3002\u5f53\u6210\u529f\u8f68\u8ff9\u5f88\u957f\u65f6&#xff0c;\u539f\u59cb\u8f68\u8ff9\u53ef\u80fd\u6df9\u6ca1 Tips&#xff0c;\u5f15\u5165\u4e0d\u76f8\u5173\u52a8\u4f5c&#xff0c;\u751a\u81f3\u8ba9\u7b56\u7565\u6a21\u578b\u7167\u642c\u9519\u8bef\u7684\u5c40\u90e8\u8def\u5f84\u3002\u4f5c\u8005\u5728 Limitations \u4e2d\u660e\u786e\u63d0\u51fa\u9700\u8981\u52a8\u6001\u8fc7\u6ee4\u957f\u8f68\u8ff9\u3002<\/p>\n<h3>4. Tips \u53ef\u80fd\u628a\u5076\u7136\u76f8\u5173\u5f53\u6210\u89c4\u5f8b<\/h3>\n<p>\u201c\u4f18\u5148\u68c0\u67e5 desk\u201d\u5728\u9644\u5f55\u6848\u4f8b\u4e2d\u6709\u6548&#xff0c;\u4f46\u5b83\u53ef\u80fd\u53ea\u662f\u67d0\u6279 ALFWorld \u4efb\u52a1\u7684\u5206\u5e03\u7279\u5f81\u3002\u82e5\u73af\u5883\u5e03\u5c40\u53d8\u5316&#xff0c;\u7ecf\u9a8c\u84b8\u998f\u4f1a\u628a\u6570\u636e\u504f\u5dee\u663e\u5f0f\u5316\u5e76\u53cd\u590d\u4f20\u64ad\u3002<\/p>\n<h3>5. \u5f02\u5e38\u68c0\u6d4b\u4e0e\u7ea0\u9519\u90fd\u4f9d\u8d56\u8bed\u8a00\u6a21\u578b\u5224\u65ad<\/h3>\n<p>Nothing happens \u5bb9\u6613\u8bc6\u522b&#xff0c;\u4f46\u771f\u5b9e Tool Agent \u4e2d\u7684\u5f02\u5e38\u53ef\u80fd\u662f\u9759\u9ed8\u6570\u636e\u9519\u8bef\u3001\u6743\u9650\u4e0d\u8db3\u3001\u63a5\u53e3\u90e8\u5206\u6210\u529f\u6216\u5ef6\u8fdf\u8fd4\u56de\u3002CFGM \u6ca1\u6709\u8bad\u7ec3\u7edf\u4e00\u7684\u5f02\u5e38\u5206\u7c7b\u5668&#xff0c;\u4e5f\u6ca1\u6709\u9a8c\u8bc1\u7ea0\u6b63\u5efa\u8bae\u662f\u5426\u6ee1\u8db3\u5de5\u5177\u5b89\u5168\u7ea6\u675f\u3002<\/p>\n<h2>\u5341\u516b\u3001\u4e0e Agent Memory \u7cfb\u5217\u65b9\u6cd5\u7684\u6a2a\u5411\u6bd4\u8f83<\/h2>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>            \u65b9\u6cd5<\/p>\n<p>            \u4e3b\u8981\u5bf9\u8c61<\/p>\n<p>            \u6838\u5fc3\u64cd\u4f5c<\/p>\n<p>            \u4e3b\u8981\u89e3\u51b3\u7684\u95ee\u9898<\/p>\n<p>            A-MEM<\/p>\n<p>            \u8bb0\u5fc6\u6761\u76ee\u4e0e\u94fe\u63a5<\/p>\n<p>            \u81ea\u4e3b\u7ec4\u7ec7\u3001\u5173\u8054<\/p>\n<p>            \u6241\u5e73\u8bb0\u5fc6\u7f3a\u5c11\u7ed3\u6784<\/p>\n<p>            MAGMA<\/p>\n<p>            \u591a\u89c6\u89d2\u8bb0\u5fc6\u56fe<\/p>\n<p>            \u591a\u56fe\u5efa\u6a21\u4e0e\u68c0\u7d22<\/p>\n<p>            \u5355\u4e00\u76f8\u4f3c\u5ea6\u96be\u8986\u76d6\u591a\u5173\u7cfb<\/p>\n<p>            CoM<\/p>\n<p>            \u957f\u671f\u4ea4\u4e92\u5386\u53f2<\/p>\n<p>            \u8fde\u7eed\u538b\u7f29\u4e0e\u63a8\u7406<\/p>\n<p>            \u4e0a\u4e0b\u6587\u589e\u957f\u4e0e\u4fe1\u606f\u4fdd\u6301<\/p>\n<p>            ReMemR1<\/p>\n<p>            \u5199\u5165\u4e2d\u7684\u5386\u53f2\u8bb0\u5fc6<\/p>\n<p>            Callback\u00a0\u56de\u770b<\/p>\n<p>            \u8fb9\u8bfb\u8fb9\u8bb0\u9020\u6210\u4fe1\u606f\u4e22\u5931<\/p>\n<p>              Mem<\/p>\n<p>              2<\/p>\n<p>             Evolve<\/p>\n<p>            \u8bb0\u5fc6\u4e0e\u7b56\u7565<\/p>\n<p>            \u6301\u7eed\u6f14\u5316<\/p>\n<p>            \u9759\u6001\u8bb0\u5fc6\u65e0\u6cd5\u9002\u5e94\u4efb\u52a1\u53d8\u5316<\/p>\n<p>            CFGM<\/p>\n<p>            \u89c4\u5212\u7ecf\u9a8c\u4e0e\u5728\u7ebf\u8f68\u8ff9<\/p>\n<p>            \u7c97\u5230\u7ec6\u77e5\u8bc6\u843d\u5730<\/p>\n<p>            \u7ecf\u9a8c\u8d28\u91cf\u3001\u7c92\u5ea6\u4e0e\u7ea0\u9519\u5272\u88c2<\/p>\n<p>         \\\\begin{array}{l|l|l|l} \\\\textbf{\u65b9\u6cd5} &amp; \\\\textbf{\u4e3b\u8981\u5bf9\u8c61} &amp; \\\\textbf{\u6838\u5fc3\u64cd\u4f5c} &amp; \\\\textbf{\u4e3b\u8981\u89e3\u51b3\u7684\u95ee\u9898} \\\\\\\\ \\\\hline \\\\text{A-MEM} &amp; \\\\text{\u8bb0\u5fc6\u6761\u76ee\u4e0e\u94fe\u63a5} &amp; \\\\text{\u81ea\u4e3b\u7ec4\u7ec7\u3001\u5173\u8054} &amp; \\\\text{\u6241\u5e73\u8bb0\u5fc6\u7f3a\u5c11\u7ed3\u6784} \\\\\\\\ \\\\text{MAGMA} &amp; \\\\text{\u591a\u89c6\u89d2\u8bb0\u5fc6\u56fe} &amp; \\\\text{\u591a\u56fe\u5efa\u6a21\u4e0e\u68c0\u7d22} &amp; \\\\text{\u5355\u4e00\u76f8\u4f3c\u5ea6\u96be\u8986\u76d6\u591a\u5173\u7cfb} \\\\\\\\ \\\\text{CoM} &amp; \\\\text{\u957f\u671f\u4ea4\u4e92\u5386\u53f2} &amp; \\\\text{\u8fde\u7eed\u538b\u7f29\u4e0e\u63a8\u7406} &amp; \\\\text{\u4e0a\u4e0b\u6587\u589e\u957f\u4e0e\u4fe1\u606f\u4fdd\u6301} \\\\\\\\ \\\\text{ReMemR1} &amp; \\\\text{\u5199\u5165\u4e2d\u7684\u5386\u53f2\u8bb0\u5fc6} &amp; \\\\text{Callback \u56de\u770b} &amp; \\\\text{\u8fb9\u8bfb\u8fb9\u8bb0\u9020\u6210\u4fe1\u606f\u4e22\u5931} \\\\\\\\ \\\\text{Mem}^{2}\\\\text{Evolve} &amp; \\\\text{\u8bb0\u5fc6\u4e0e\u7b56\u7565} &amp; \\\\text{\u6301\u7eed\u6f14\u5316} &amp; \\\\text{\u9759\u6001\u8bb0\u5fc6\u65e0\u6cd5\u9002\u5e94\u4efb\u52a1\u53d8\u5316} \\\\\\\\ \\\\textbf{CFGM} &amp; \\\\text{\u89c4\u5212\u7ecf\u9a8c\u4e0e\u5728\u7ebf\u8f68\u8ff9} &amp; \\\\text{\u7c97\u5230\u7ec6\u77e5\u8bc6\u843d\u5730} &amp; \\\\text{\u7ecf\u9a8c\u8d28\u91cf\u3001\u7c92\u5ea6\u4e0e\u7ea0\u9519\u5272\u88c2} \\\\end{array} <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 8.4473em;vertical-align: -3.9737em\"><\/span><span class=\"mord\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.4737em\"><span class=\"\" style=\"top: -6.4737em\"><span class=\"pstrut\" style=\"height: 6.4737em\"><\/span><span class=\"mtable\"><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-l\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.4737em\"><span class=\"\" style=\"top: -6.6337em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf cjk_fallback\">\u65b9\u6cd5<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -5.4337em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">A-MEM<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.2337em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">MAGMA<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.0337em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">CoM<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.8337em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">ReMemR1<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -0.5863em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Mem<\/span><\/span><span class=\"msupsub\"><span class=\"vlist-t\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.8873em\"><span class=\"\" style=\"top: -3.1362em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mtight\">2<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mord text\"><span class=\"mord\">Evolve<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: 0.6137em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf\">CFGM<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.9737em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 8.4473em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -3.9737em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-l\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.4737em\"><span class=\"\" style=\"top: -6.6337em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf cjk_fallback\">\u4e3b\u8981\u5bf9\u8c61<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -5.4337em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u8bb0\u5fc6\u6761\u76ee\u4e0e\u94fe\u63a5<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.2337em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u591a\u89c6\u89d2\u8bb0\u5fc6\u56fe<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.0337em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u957f\u671f\u4ea4\u4e92\u5386\u53f2<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.8337em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u5199\u5165\u4e2d\u7684\u5386\u53f2\u8bb0\u5fc6<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -0.5863em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u8bb0\u5fc6\u4e0e\u7b56\u7565<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: 0.6137em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u89c4\u5212\u7ecf\u9a8c\u4e0e\u5728\u7ebf\u8f68\u8ff9<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.9737em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 8.4473em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -3.9737em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-l\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.4737em\"><span class=\"\" style=\"top: -6.6337em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf cjk_fallback\">\u6838\u5fc3\u64cd\u4f5c<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -5.4337em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u81ea\u4e3b\u7ec4\u7ec7\u3001\u5173\u8054<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.2337em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u591a\u56fe\u5efa\u6a21\u4e0e\u68c0\u7d22<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.0337em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u8fde\u7eed\u538b\u7f29\u4e0e\u63a8\u7406<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.8337em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Callback\u00a0<\/span><span class=\"mord cjk_fallback\">\u56de\u770b<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -0.5863em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u6301\u7eed\u6f14\u5316<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: 0.6137em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u7c97\u5230\u7ec6\u77e5\u8bc6\u843d\u5730<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.9737em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"vertical-separator\" style=\"height: 8.4473em;border-right-width: 0.04em;border-right-style: solid;margin: 0px -0.02em;vertical-align: -3.9737em\"><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><span class=\"col-align-l\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 4.4737em\"><span class=\"\" style=\"top: -6.6337em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textbf cjk_fallback\">\u4e3b\u8981\u89e3\u51b3\u7684\u95ee\u9898<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -5.4337em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u6241\u5e73\u8bb0\u5fc6\u7f3a\u5c11\u7ed3\u6784<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -4.2337em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u5355\u4e00\u76f8\u4f3c\u5ea6\u96be\u8986\u76d6\u591a\u5173\u7cfb<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.0337em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u4e0a\u4e0b\u6587\u589e\u957f\u4e0e\u4fe1\u606f\u4fdd\u6301<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -1.8337em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u8fb9\u8bfb\u8fb9\u8bb0\u9020\u6210\u4fe1\u606f\u4e22\u5931<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -0.5863em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u9759\u6001\u8bb0\u5fc6\u65e0\u6cd5\u9002\u5e94\u4efb\u52a1\u53d8\u5316<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: 0.6137em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u7ecf\u9a8c\u8d28\u91cf\u3001\u7c92\u5ea6\u4e0e\u7ea0\u9519\u5272\u88c2<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.9737em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"arraycolsep\" style=\"width: 0.5em\"><\/span><\/span><\/span><span class=\"\" style=\"top: -9.7473em\"><span class=\"pstrut\" style=\"height: 6.4737em\"><\/span><span class=\"hline\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 3.9737em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u6a2a\u5411\u6bd4\u8f83&#xff1a;CFGM \u4e0e\u4ee3\u8868\u6027 Agent Memory \u65b9\u6cd5\u3002 CFGM \u4e3b\u8981\u9762\u5411\u4ea4\u4e92\u5f0f\u89c4\u5212\u7ecf\u9a8c&#xff0c;\u521b\u65b0\u70b9\u4e0d\u5728\u957f\u671f\u5bf9\u8bdd\u538b\u7f29\u6216\u8bb0\u5fc6\u56fe\u7ed3\u6784&#xff0c;\u800c\u5728\u8bb0\u5fc6\u91c7\u96c6\u3001\u84b8\u998f\u548c\u5728\u7ebf\u4f7f\u7528\u7684\u5168\u6d41\u7a0b\u7c92\u5ea6\u8bbe\u8ba1\u3002<\/p>\n<h3>1. CFGM \u4e0e A-MEM \/ MAGMA<\/h3>\n<p>A-MEM\u3001MAGMA \u66f4\u5173\u6ce8\u8bb0\u5fc6\u4e4b\u95f4\u5982\u4f55\u7ec4\u7ec7&#xff1b;CFGM \u66f4\u5173\u6ce8\u5355\u6761\u7ecf\u9a8c\u600e\u6837\u53d8\u5f97\u503c\u5f97\u7ec4\u7ec7\u3002\u4e24\u8005\u662f\u4e92\u8865\u5173\u7cfb&#xff1a;\u53ef\u4ee5\u5148\u7528 CFGM \u4ece\u8f68\u8ff9\u4ea7\u751f Focus\u3001Tips \u548c\u5173\u952e\u72b6\u6001&#xff0c;\u518d\u7528 A-MEM \u6216 MAGMA \u5efa\u7acb\u4efb\u52a1\u3001\u5bf9\u8c61\u3001\u9519\u8bef\u7c7b\u578b\u548c\u7b56\u7565\u4e4b\u95f4\u7684\u94fe\u63a5\u3002<\/p>\n<h3>2. CFGM \u4e0e CoM<\/h3>\n<p>CoM \u89e3\u51b3\u7684\u662f\u8d85\u957f\u5386\u53f2\u7684\u6301\u7eed\u538b\u7f29&#xff0c;CFGM \u89e3\u51b3\u7684\u662f\u4ea4\u4e92\u89c4\u5212\u4e2d\u7ecf\u9a8c\u77e5\u8bc6\u7684\u7c92\u5ea6\u8f6c\u6362\u3002\u82e5\u7528\u4e8e\u957f\u671f Tool Agent&#xff0c;\u53ef\u4ee5\u7528 CoM \u7ba1\u7406\u8de8\u4f1a\u8bdd\u5386\u53f2&#xff0c;\u7528 CFGM \u7ba1\u7406\u6bcf\u7c7b\u5de5\u5177\u4efb\u52a1\u7684\u7ecf\u9a8c\u4e0e\u5f02\u5e38\u7ea0\u9519\u3002<\/p>\n<h3>3. CFGM \u4e0e ReMemR1<\/h3>\n<p>ReMemR1 \u7684 Callback \u53d1\u751f\u5728\u8bb0\u5fc6\u66f4\u65b0\u65f6&#xff0c;\u8ba9\u5199\u5165\u8fc7\u7a0b\u80fd\u591f\u56de\u770b\u66f4\u65e9\u5386\u53f2&#xff1b;CFGM \u7684 KIR \u53d1\u751f\u5728\u4efb\u52a1\u6267\u884c\u65f6&#xff0c;\u8ba9\u5f02\u5e38\u5904\u7406\u80fd\u591f\u53c2\u8003\u5f53\u524d\u8f68\u8ff9\u548c\u76f8\u4f3c\u6210\u529f\u7ecf\u9a8c\u3002\u524d\u8005\u4fee\u590d\u201c\u8bb0\u5fc6\u5199\u9519\u6216\u5199\u6f0f\u201d&#xff0c;\u540e\u8005\u4fee\u590d\u201c\u8ba1\u5212\u5df2\u7ecf\u504f\u822a\u201d\u3002<\/p>\n<h3>4. CFGM \u4e0e Mem\u00b2Evolve<\/h3>\n<p>Mem\u00b2Evolve \u66f4\u5f3a\u8c03\u8bb0\u5fc6\u7cfb\u7edf\u968f\u7ecf\u9a8c\u6301\u7eed\u66f4\u65b0&#xff1b;CFGM \u7684 Tips Dictionary \u4e3b\u8981\u5728\u79bb\u7ebf\u9636\u6bb5\u6784\u5efa&#xff0c;\u5728\u7ebf\u7ea0\u9519\u7ed3\u679c\u6ca1\u6709\u88ab\u660e\u786e\u56de\u5199\u5e76\u518d\u6b21\u84b8\u998f\u3002\u56e0\u6b64&#xff0c;CFGM \u5f62\u6210\u4e86\u7c97\u5230\u7ec6\u7684\u4e00\u6b21\u6027\u6d41\u6c34\u7ebf&#xff0c;\u4f46\u5c1a\u672a\u5f62\u6210\u201c\u5728\u7ebf\u65b0\u7ecf\u9a8c \u2192 \u66f4\u65b0 Tips \u2192 \u9a8c\u8bc1\u4e0e\u6dd8\u6c70\u65e7\u77e5\u8bc6\u201d\u7684\u6301\u7eed\u6f14\u5316\u95ed\u73af\u3002<\/p>\n<h2>\u5341\u4e5d\u3001\u5bf9 Coding Agent \u4e0e Tool Agent \u7684\u542f\u53d1<\/h2>\n<h3>1. Coding Agent&#xff1a;\u628a\u4ed3\u5e93\u77e5\u8bc6\u5206\u6210\u4e09\u4e2a\u7c92\u5ea6<\/h3>\n<p>\u53ef\u4ee5\u5c06 CFGM \u6620\u5c04\u5230\u4ee3\u7801\u4efb\u52a1&#xff1a;<\/p>\n<ul>\n<li>\u7c97\u7c92\u5ea6 Focus Points&#xff1a; \u6280\u672f\u6808\u3001\u76ee\u5f55\u7ed3\u6784\u3001\u6784\u5efa\u547d\u4ee4\u3001\u6d4b\u8bd5\u5165\u53e3\u3001\u4ee3\u7801\u89c4\u8303\u3001\u5371\u9669\u6587\u4ef6&#xff1b;<\/li>\n<li>\u6df7\u5408\u7c92\u5ea6 Tips&#xff1a; \u201c\u4fee\u6539\u9274\u6743\u903b\u8f91\u8981\u540c\u6b65\u66f4\u65b0\u54ea\u4e9b\u4e2d\u95f4\u4ef6\u201d\u8fd9\u7c7b\u539f\u5219&#xff0c;\u4ee5\u53ca\u201c\u8be5\u4ed3\u5e93\u6d4b\u8bd5\u5fc5\u987b\u5e26\u67d0\u53c2\u6570\u201d\u8fd9\u7c7b\u5177\u4f53\u6280\u5de7&#xff1b;<\/li>\n<li>\u7ec6\u7c92\u5ea6 Key Information&#xff1a; \u5f53\u524d\u62a5\u9519\u3001\u6700\u8fd1 diff\u3001\u5931\u8d25\u6d4b\u8bd5\u3001\u5df2\u5c1d\u8bd5\u4fee\u590d\u548c\u672a\u9a8c\u8bc1\u5047\u8bbe\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u6837&#xff0c;Coding Agent \u5728\u5f00\u59cb\u7f16\u8f91\u524d\u5148\u5f62\u6210\u4ed3\u5e93\u7ea7\u63a2\u7d22\u7b56\u7565&#xff1b;\u4efb\u52a1\u7ed3\u675f\u540e\u628a\u6210\u529f\/\u5931\u8d25\u8fc7\u7a0b\u84b8\u998f\u4e3a Tips&#xff1b;\u6d4b\u8bd5\u62a5\u9519\u65f6\u518d\u4ece\u5f53\u524d\u5de5\u4f5c\u533a\u63d0\u53d6\u5173\u952e\u4e8b\u5b9e\u8fdb\u884c\u52a8\u6001 Self-QA\u3002<\/p>\n<h3>2. Tool Agent&#xff1a;\u4ece\u9519\u8bef\u7801\u89e6\u53d1\u7ed3\u6784\u5316\u7ea0\u9519<\/h3>\n<p>Tool Agent \u53ef\u628a trigger(o_{i&#043;1}) \u6269\u5c55\u4e3a&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         t<\/p>\n<p>         r<\/p>\n<p>         i<\/p>\n<p>         g<\/p>\n<p>         g<\/p>\n<p>         e<\/p>\n<p>         r<\/p>\n<p>         &#061;<\/p>\n<p>         1<\/p>\n<p>         [<\/p>\n<p>         \u9519\u8bef\u7801<\/p>\n<p>         ]<\/p>\n<p>         \u2228<\/p>\n<p>         1<\/p>\n<p>         [<\/p>\n<p>         \u91cd\u590d\u8c03\u7528<\/p>\n<p>         ]<\/p>\n<p>         \u2228<\/p>\n<p>         1<\/p>\n<p>         [<\/p>\n<p>         \u72b6\u6001\u65e0\u8fdb\u5c55<\/p>\n<p>         ]<\/p>\n<p>         \u2228<\/p>\n<p>         1<\/p>\n<p>         [<\/p>\n<p>         \u8fd4\u56de\u4e0e\u9884\u671f\u00a0schema\u00a0\u4e0d\u7b26<\/p>\n<p>         ]<\/p>\n<p>         .<\/p>\n<p>         trigger&#061; \\\\mathbb{1}[\\\\text{\u9519\u8bef\u7801}] \\\\lor \\\\mathbb{1}[\\\\text{\u91cd\u590d\u8c03\u7528}] \\\\lor \\\\mathbb{1}[\\\\text{\u72b6\u6001\u65e0\u8fdb\u5c55}] \\\\lor \\\\mathbb{1}[\\\\text{\u8fd4\u56de\u4e0e\u9884\u671f schema \u4e0d\u7b26}]. <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.854em;vertical-align: -0.1944em\"><\/span><span class=\"mord mathnormal\">t<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">r<\/span><span class=\"mord mathnormal\">i<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0359em\">g<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0359em\">g<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">er<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord\">1<\/span><span class=\"mopen\">[<\/span><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u9519\u8bef\u7801<\/span><\/span><span class=\"mclose\">]<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u2228<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord\">1<\/span><span class=\"mopen\">[<\/span><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u91cd\u590d\u8c03\u7528<\/span><\/span><span class=\"mclose\">]<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u2228<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord\">1<\/span><span class=\"mopen\">[<\/span><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u72b6\u6001\u65e0\u8fdb\u5c55<\/span><\/span><span class=\"mclose\">]<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mbin\">\u2228<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord\">1<\/span><span class=\"mopen\">[<\/span><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u8fd4\u56de\u4e0e\u9884\u671f<\/span><span class=\"mord\">\u00a0schema\u00a0<\/span><span class=\"mord cjk_fallback\">\u4e0d\u7b26<\/span><\/span><span class=\"mclose\">]<\/span><span class=\"mord\">.<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>KIE \u8bb0\u5f55\u5de5\u5177\u3001\u53c2\u6570\u3001\u6743\u9650\u3001\u8fd4\u56de\u503c\u548c\u5df2\u5c1d\u8bd5\u65b9\u6848&#xff1b;KIR \u518d\u5224\u65ad\u5e94\u8be5\u91cd\u8bd5\u3001\u4fee\u6539\u53c2\u6570\u3001\u5207\u6362\u5de5\u5177&#xff0c;\u8fd8\u662f\u505c\u6b62\u5e76\u5411\u7528\u6237\u8bf7\u6c42\u4fe1\u606f\u3002<\/p>\n<p>\u8fd9\u91cc\u5fc5\u987b\u6bd4\u8bba\u6587\u66f4\u8fdb\u4e00\u6b65&#xff1a;\u7ea0\u6b63\u8ba1\u5212\u5e94\u901a\u8fc7\u53c2\u6570 schema\u3001\u6743\u9650\u8fb9\u754c\u548c\u526f\u4f5c\u7528\u7b49\u7ea7\u9a8c\u8bc1&#xff0c;\u4e0d\u80fd\u8ba9 LLM \u7684 Self-QA \u76f4\u63a5\u6388\u6743\u9ad8\u98ce\u9669\u64cd\u4f5c\u3002<\/p>\n<h3>3. Multi-Agent&#xff1a;Tips \u4e0d\u5e94\u53ea\u662f\u5171\u4eab\u804a\u5929\u8bb0\u5f55<\/h3>\n<p>\u591a\u4e2a Agent \u534f\u4f5c\u65f6&#xff0c;\u539f\u59cb\u6d88\u606f\u5f88\u957f\u4e14\u5145\u6ee1\u5c40\u90e8\u4e0a\u4e0b\u6587\u3002\u53ef\u4ee5\u6309\u89d2\u8272\u63d0\u70bc\u6df7\u5408\u7c92\u5ea6 Tips&#xff1a;<\/p>\n<ul>\n<li>\u89c4\u5212 Agent \u63d0\u70bc\u8de8\u4efb\u52a1\u539f\u5219&#xff1b;<\/li>\n<li>\u6267\u884c Agent \u4fdd\u5b58\u73af\u5883\u7279\u5b9a\u6280\u5de7&#xff1b;<\/li>\n<li>\u5ba1\u6838 Agent \u4fdd\u5b58\u5931\u8d25\u539f\u56e0\u548c\u7ea6\u675f&#xff1b;<\/li>\n<li>\u5f02\u5e38\u53d1\u751f\u65f6&#xff0c;\u7531\u5f53\u524d\u6267\u884c\u8005\u4ece\u5171\u4eab\u8f68\u8ff9\u63d0\u53d6 Key Information&#xff0c;\u518d\u53d1\u8d77\u9488\u5bf9\u6027\u7684 Self-QA\u3002<\/li>\n<\/ul>\n<h3>4. \u771f\u6b63\u503c\u5f97\u501f\u9274\u7684\u662f\u201c\u8bb0\u5fc6\u5f62\u6210\u524d\u6cbb\u7406\u201d<\/h3>\n<p>\u8bb8\u591a\u5de5\u7a0b\u7cfb\u7edf\u5148\u628a\u6240\u6709\u65e5\u5fd7\u5b58\u8fdb\u5411\u91cf\u5e93&#xff0c;\u518d\u5904\u7406\u53ec\u56de\u7387\u95ee\u9898\u3002CFGM \u63d0\u9192\u6211\u4eec&#xff1a;\u6700\u4fbf\u5b9c\u7684\u566a\u58f0\u63a7\u5236\u53d1\u751f\u5728\u91c7\u96c6\u9636\u6bb5\u3002\u5148\u5b9a\u4e49 Focus Points&#xff0c;\u53ef\u4ee5\u51cf\u5c11\u65e0\u610f\u4e49\u8bd5\u63a2\u3001\u91cd\u590d\u5de5\u5177\u8c03\u7528\u548c\u65e0\u6cd5\u590d\u7528\u7684\u8f68\u8ff9&#xff0c;\u4ece\u6e90\u5934\u63d0\u9ad8\u540e\u7eed\u7d22\u5f15\u4e0e\u68c0\u7d22\u8d28\u91cf\u3002<\/p>\n<h2>\u4e8c\u5341\u3001\u8bba\u6587\u5c40\u9650\u6027<\/h2>\n<h3>1. \u4f5c\u8005\u660e\u786e\u627f\u8ba4\u7684\u5c40\u9650<\/h3>\n<ul>\n<li>\u6781\u5c0f\u8bad\u7ec3\u96c6\u4e0b&#xff0c;\u5373\u4f7f\u6539\u8fdb\u63a2\u7d22\u6548\u7387&#xff0c;\u4e5f\u96be\u4ee5\u91c7\u96c6\u8db3\u591f\u591a\u7684\u6709\u6548\u7ecf\u9a8c&#xff1b;<\/li>\n<li>\u76f8\u4f3c\u4efb\u52a1\u7684\u957f\u8f68\u8ff9\u4f1a\u5e26\u6765\u5197\u4f59\u548c\u5e72\u6270&#xff0c;\u9700\u8981\u52a8\u6001\u8fc7\u6ee4\u6700\u76f8\u5173\u7684\u89c4\u5212\u4fe1\u606f\u3002<\/li>\n<\/ul>\n<h3>2. \u8fdb\u4e00\u6b65\u7684\u5c40\u9650<\/h3>\n<h4>2.1 \u201c\u5185\u90e8\u77e5\u8bc6\u843d\u5730\u201d\u4e5f\u53ef\u80fd\u843d\u5730\u5e7b\u89c9<\/h4>\n<p>Focus Points\u3001Tips\u3001KI \u548c Self-QA \u90fd\u7531 LLM \u751f\u6210\u3002\u82e5\u6a21\u578b\u5bf9\u73af\u5883\u673a\u5236\u7406\u89e3\u9519\u8bef&#xff0c;CFGM \u4f1a\u628a\u9519\u8bef\u5148\u9a8c\u663e\u5f0f\u5199\u8fdb\u591a\u4e2a\u9636\u6bb5&#xff0c;\u4ea7\u751f\u94fe\u5f0f\u653e\u5927\u3002<\/p>\n<h4>2.2 \u5bf9\u95ed\u6e90\u5f3a\u6a21\u578b\u7684\u4f9d\u8d56\u4ecd\u7136\u660e\u663e<\/h4>\n<p>\u9ed8\u8ba4\u5b9e\u9a8c\u4f7f\u7528 GPT-4-Turbo \u6267\u884c\u7b56\u7565\u3001GPT-4o \u505a\u77e5\u8bc6\u63d0\u53d6\u3002\u6846\u67b6\u517c\u5bb9\u5c0f\u6a21\u578b\u4e0d\u7b49\u4e8e\u5b8c\u5168\u6446\u8131\u5f3a\u6a21\u578b&#xff1b;\u7279\u522b\u662f GPT-3.5 \u6761\u4ef6\u4e0b\u7684\u5927\u5e45\u63d0\u5347&#xff0c;\u53ef\u80fd\u5305\u542b GPT-4o \u84b8\u998f\u5e26\u6765\u7684\u989d\u5916\u80fd\u529b\u3002<\/p>\n<h4>2.3 \u7f3a\u5c11\u7aef\u5230\u7aef\u6210\u672c\u4e0e\u663e\u8457\u6027\u68c0\u9a8c<\/h4>\n<p>\u8bba\u6587\u62a5\u544a token \u548c\u6807\u51c6\u8bef&#xff0c;\u4f46\u6ca1\u6709\u63d0\u4f9b\u8fd0\u884c\u65f6\u5ef6\u8fdf\u3001API \u6210\u672c\u3001\u663e\u8457\u6027\u68c0\u9a8c\u6216\u5f02\u5e38\u89e6\u53d1\u9891\u7387\u3002\u5bf9\u4e8e\u9700\u8981\u591a\u6b21 LLM \u8c03\u7528\u7684 KIE\/KIR&#xff0c;\u90e8\u7f72\u6210\u672c\u4ecd\u9700\u5355\u72ec\u8bc4\u4f30\u3002<\/p>\n<h4>2.4 \u5728\u7ebf\u7ecf\u9a8c\u6ca1\u6709\u95ed\u73af\u56de\u5199<\/h4>\n<p>\u6210\u529f\u7684\u5728\u7ebf\u7ea0\u9519\u6ca1\u6709\u81ea\u52a8\u5347\u7ea7\u4e3a Tips&#xff0c;\u9519\u8bef Tips \u4e5f\u6ca1\u6709\u7f6e\u4fe1\u5ea6\u3001\u7248\u672c\u3001\u51b2\u7a81\u68c0\u6d4b\u548c\u6dd8\u6c70\u673a\u5236\u3002\u957f\u671f\u8fd0\u884c\u65f6&#xff0c;\u9759\u6001 TD \u53ef\u80fd\u9010\u6e10\u8fc7\u65f6\u3002<\/p>\n<h4>2.5 \u5b9e\u9a8c\u53c2\u6570\u63cf\u8ff0\u5b58\u5728\u6837\u672c\u6570\u4e0d\u4e00\u81f4<\/h4>\n<p>\u6b63\u6587\u4e0e Table 7 \u5bf9 WebShop\u3001WebArena-Shopping \u7684\u4efb\u52a1\u6570\u91cf\u7ed9\u51fa\u4e0d\u540c\u6570\u5b57\u3002\u5b83\u672a\u5fc5\u6539\u53d8\u4e3b\u8981\u8d8b\u52bf&#xff0c;\u4f46\u4f1a\u5f71\u54cd\u4e25\u683c\u590d\u73b0&#xff0c;\u4e5f\u8bf4\u660e\u516c\u5f00\u4ee3\u7801\u4e0e\u66f4\u5b8c\u6574\u5b9e\u9a8c\u914d\u7f6e\u4ecd\u7136\u91cd\u8981\u3002<\/p>\n<h2>\u4e8c\u5341\u4e00\u3001\u6211\u7684\u7406\u89e3\u548c\u542f\u53d1<\/h2>\n<h3>1. CFGM \u7684\u672c\u8d28\u662f Memory ETL<\/h3>\n<p>\u5982\u679c\u7528\u6570\u636e\u5de5\u7a0b\u8bed\u8a00\u7406\u89e3&#xff0c;CFGM \u5f88\u50cf\u4e00\u6761 Memory ETL \u7ba1\u9053&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>           Focus-guided\u00a0Exploration<\/p>\n<p>           \u23df<\/p>\n<p>           E<\/p>\n<p>           x<\/p>\n<p>           t<\/p>\n<p>           r<\/p>\n<p>           a<\/p>\n<p>           c<\/p>\n<p>           t<\/p>\n<p>         \u2192<\/p>\n<p>           Trajectory-to-Tips<\/p>\n<p>           \u23df<\/p>\n<p>           T<\/p>\n<p>           r<\/p>\n<p>           a<\/p>\n<p>           n<\/p>\n<p>           s<\/p>\n<p>           f<\/p>\n<p>           o<\/p>\n<p>           r<\/p>\n<p>           m<\/p>\n<p>         \u2192<\/p>\n<p>           Retrieved\u00a0Context\u00a0&#043;\u00a0KIR<\/p>\n<p>           \u23df<\/p>\n<p>           L<\/p>\n<p>           o<\/p>\n<p>           a<\/p>\n<p>           d<\/p>\n<p>           \u00a0<\/p>\n<p>           a<\/p>\n<p>           n<\/p>\n<p>           d<\/p>\n<p>           \u00a0<\/p>\n<p>           U<\/p>\n<p>           s<\/p>\n<p>           e<\/p>\n<p>         .<\/p>\n<p>         \\\\underbrace{\\\\text{Focus-guided Exploration}}_{Extract} \\\\rightarrow \\\\underbrace{\\\\text{Trajectory-to-Tips}}_{Transform} \\\\rightarrow \\\\underbrace{\\\\text{Retrieved Context &#043; KIR}}_{Load\\\\ and\\\\ Use}. <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 2.2152em;vertical-align: -1.5208em\"><\/span><span class=\"mord munder\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.6944em\"><span class=\"\" style=\"top: -1.4792em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0576em\">E<\/span><span class=\"mord mathnormal mtight\">x<\/span><span class=\"mord mathnormal mtight\">t<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0278em\">r<\/span><span class=\"mord mathnormal mtight\">a<\/span><span class=\"mord mathnormal mtight\">c<\/span><span class=\"mord mathnormal mtight\">t<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord munder\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.6944em\"><span class=\"svg-align\" style=\"top: -2.1576em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"stretchy\" style=\"height: 0.548em;min-width: 1.6em\"><span class=\"brace-left\" style=\"height: 0.548em\"><\/p>\n<p>                  <\/span><span class=\"brace-center\" style=\"height: 0.548em\"><\/p>\n<p>                  <\/span><span class=\"brace-right\" style=\"height: 0.548em\"><\/p>\n<p>                  <\/span><\/span><\/span><span class=\"\" style=\"top: -3em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Focus-guided\u00a0Exploration<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.8424em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.5208em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2192<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 2.348em;vertical-align: -1.6647em\"><\/span><span class=\"mord munder\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.6833em\"><span class=\"\" style=\"top: -1.4715em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.1389em\">T<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0278em\">r<\/span><span class=\"mord mathnormal mtight\">an<\/span><span class=\"mord mathnormal mtight\">s<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.1076em\">f<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0278em\">or<\/span><span class=\"mord mathnormal mtight\">m<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord munder\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.6833em\"><span class=\"svg-align\" style=\"top: -2.1576em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"stretchy\" style=\"height: 0.548em;min-width: 1.6em\"><span class=\"brace-left\" style=\"height: 0.548em\"><\/p>\n<p>                  <\/span><span class=\"brace-center\" style=\"height: 0.548em\"><\/p>\n<p>                  <\/span><span class=\"brace-right\" style=\"height: 0.548em\"><\/p>\n<p>                  <\/span><\/span><\/span><span class=\"\" style=\"top: -3em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Trajectory-to-Tips<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.8424em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.6647em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2192<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 2.1119em;vertical-align: -1.4174em\"><\/span><span class=\"mord munder\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.6944em\"><span class=\"\" style=\"top: -1.5826em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">L<\/span><span class=\"mord mathnormal mtight\">o<\/span><span class=\"mord mathnormal mtight\">a<\/span><span class=\"mord mathnormal mtight\">d<\/span><span class=\"mspace mtight\"><span class=\"mtight\">\u00a0<\/span><\/span><span class=\"mord mathnormal mtight\">an<\/span><span class=\"mord mathnormal mtight\">d<\/span><span class=\"mspace mtight\"><span class=\"mtight\">\u00a0<\/span><\/span><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.109em\">U<\/span><span class=\"mord mathnormal mtight\">se<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord munder\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.6944em\"><span class=\"svg-align\" style=\"top: -2.2687em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"stretchy\" style=\"height: 0.548em;min-width: 1.6em\"><span class=\"brace-left\" style=\"height: 0.548em\"><\/p>\n<p>                  <\/span><span class=\"brace-center\" style=\"height: 0.548em\"><\/p>\n<p>                  <\/span><span class=\"brace-right\" style=\"height: 0.548em\"><\/p>\n<p>                  <\/span><\/span><\/span><span class=\"\" style=\"top: -3em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord\">Retrieved\u00a0Context\u00a0&#043;\u00a0KIR<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.7313em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.4174em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"mord\">.<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u5b83\u7684\u8d21\u732e\u4e0d\u662f\u63d0\u51fa\u65b0\u7684\u5b58\u50a8\u4ecb\u8d28&#xff0c;\u800c\u662f\u660e\u786e&#xff1a;\u539f\u59cb\u8f68\u8ff9\u5fc5\u987b\u7ecf\u8fc7\u8d28\u91cf\u63a7\u5236\u548c\u7c92\u5ea6\u53d8\u6362&#xff0c;\u624d\u80fd\u6210\u4e3a\u5bf9\u89c4\u5212\u771f\u6b63\u6709\u7528\u7684\u8bb0\u5fc6\u3002<\/p>\n<h3>2. \u201c\u7c97\u5230\u7ec6\u201d\u4e0d\u662f\u5185\u5bb9\u8d8a\u6765\u8d8a\u77ed&#xff0c;\u800c\u662f\u6761\u4ef6\u8d8a\u6765\u8d8a\u5177\u4f53<\/h3>\n<p>\u7c97\u7c92\u5ea6 Focus Points \u9762\u5411\u6574\u4e2a\u73af\u5883&#xff1b;\u6df7\u5408\u7c92\u5ea6 Tips \u9762\u5411\u4e00\u7c7b\u76f8\u4f3c\u4efb\u52a1&#xff1b;\u7ec6\u7c92\u5ea6 KI \u9762\u5411\u5f53\u524d\u8f68\u8ff9\u7684\u67d0\u6b21\u5f02\u5e38\u3002\u7c92\u5ea6\u53d8\u5316\u7684\u672c\u8d28\u662f\u9002\u7528\u8303\u56f4\u9010\u6e10\u6536\u7f29&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         Environment<\/p>\n<p>         \u2283<\/p>\n<p>         Task\u00a0Family<\/p>\n<p>         \u2283<\/p>\n<p>         Current\u00a0State<\/p>\n<p>         .<\/p>\n<p>         \\\\text{Environment} \\\\supset \\\\text{Task Family} \\\\supset \\\\text{Current State}. <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.7224em;vertical-align: -0.0391em\"><\/span><span class=\"mord text\"><span class=\"mord\">Environment<\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2283<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.8889em;vertical-align: -0.1944em\"><\/span><span class=\"mord text\"><span class=\"mord\">Task\u00a0Family<\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2283<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord text\"><span class=\"mord\">Current\u00a0State<\/span><\/span><span class=\"mord\">.<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u56e0\u6b64&#xff0c;\u597d\u7684 Agent Memory \u4e0d\u5e94\u8be5\u53ea\u6709\u7edf\u4e00\u7684 chunk \u5927\u5c0f\u6216\u7edf\u4e00\u6458\u8981\u6a21\u677f&#xff0c;\u800c\u5e94\u8ba9\u8bb0\u5fc6\u7c92\u5ea6\u4e0e\u51b3\u7b56\u8303\u56f4\u5339\u914d\u3002<\/p>\n<h3>3. \u6700\u5173\u952e\u7684\u8bbe\u8ba1\u662f\u201c\u53cc\u8868\u793a\u201d<\/h3>\n<p>CFGM \u5728\u7ebf\u540c\u65f6\u4f7f\u7528\u6210\u529f\u8f68\u8ff9 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        S<\/p>\n<p>        T<\/p>\n<p>       ST<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">S<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">T<\/span><\/span><\/span><\/span><\/span> \u4e0e Tips <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>        E<\/p>\n<p>        T<\/p>\n<p>       ET<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">E<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">T<\/span><\/span><\/span><\/span><\/span>\u3002\u524d\u8005\u53ef\u9a8c\u8bc1\u3001\u53ef\u6a21\u4eff&#xff0c;\u4f46\u5197\u957f&#xff1b;\u540e\u8005\u7d27\u51d1\u3001\u53ef\u8fc1\u79fb&#xff0c;\u4f46\u53ef\u80fd\u8fc7\u5ea6\u6982\u62ec\u3002\u4e24\u8005\u5e76\u5b58\u80fd\u51cf\u5c11\u53ea\u770b\u62bd\u8c61\u89c4\u5219\u6216\u53ea\u770b\u539f\u59cb\u6848\u4f8b\u7684\u5355\u4fa7\u98ce\u9669\u3002<\/p>\n<p>\u672a\u6765\u66f4\u597d\u7684\u8bbe\u8ba1\u4e0d\u662f\u7b80\u5355\u4fdd\u7559\u4e24\u4efd\u5185\u5bb9&#xff0c;\u800c\u662f\u5efa\u7acb\u53ef\u8ffd\u6eaf\u5173\u7cfb&#xff1a;\u6bcf\u6761 Tip \u90fd\u94fe\u63a5\u5230\u652f\u6301\u5b83\u7684\u6210\u529f\/\u5931\u8d25\u7247\u6bb5&#xff0c;\u5e76\u5e26\u4e0a\u9002\u7528\u4efb\u52a1\u3001\u53cd\u4f8b\u548c\u7f6e\u4fe1\u5ea6\u3002\u8fd9\u6837&#xff0c;\u5f53 Tip \u4e0e\u5f53\u524d\u72b6\u6001\u51b2\u7a81\u65f6&#xff0c;Agent \u53ef\u4ee5\u56de\u770b\u8bc1\u636e&#xff0c;\u800c\u4e0d\u662f\u76f2\u76ee\u9075\u5faa\u3002<\/p>\n<h3>4. KIR \u5e94\u8fdb\u4e00\u6b65\u8d70\u5411\u201c\u53ef\u9a8c\u8bc1\u53cd\u601d\u201d<\/h3>\n<p>\u8bba\u6587\u4e2d\u7684 Self-QA \u4ecd\u7136\u662f\u81ea\u7531\u6587\u672c\u63a8\u7406\u3002\u5de5\u7a0b\u4e0a\u53ef\u4ee5\u628a\u5b83\u6539\u6210\u7ed3\u6784\u5316\u5bf9\u8c61&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         K<\/p>\n<p>         I<\/p>\n<p>         &#061;<\/p>\n<p>         {<\/p>\n<p>         g<\/p>\n<p>         o<\/p>\n<p>         a<\/p>\n<p>         l<\/p>\n<p>         ,<\/p>\n<p>         p<\/p>\n<p>         r<\/p>\n<p>         o<\/p>\n<p>         g<\/p>\n<p>         r<\/p>\n<p>         e<\/p>\n<p>         s<\/p>\n<p>         s<\/p>\n<p>         ,<\/p>\n<p>         a<\/p>\n<p>         t<\/p>\n<p>         t<\/p>\n<p>         e<\/p>\n<p>         m<\/p>\n<p>         p<\/p>\n<p>         t<\/p>\n<p>         e<\/p>\n<p>         d<\/p>\n<p>         ,<\/p>\n<p>         e<\/p>\n<p>         r<\/p>\n<p>         r<\/p>\n<p>         o<\/p>\n<p>         r<\/p>\n<p>         ,<\/p>\n<p>         c<\/p>\n<p>         o<\/p>\n<p>         n<\/p>\n<p>         s<\/p>\n<p>         t<\/p>\n<p>         r<\/p>\n<p>         a<\/p>\n<p>         i<\/p>\n<p>         n<\/p>\n<p>         t<\/p>\n<p>         s<\/p>\n<p>         ,<\/p>\n<p>         c<\/p>\n<p>         a<\/p>\n<p>         n<\/p>\n<p>         d<\/p>\n<p>         i<\/p>\n<p>         d<\/p>\n<p>         a<\/p>\n<p>         t<\/p>\n<p>         e<\/p>\n<p>         s<\/p>\n<p>         }<\/p>\n<p>         ,<\/p>\n<p>         KI&#061; \\\\{goal,progress,attempted,error,constraints,candidates\\\\}, <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">K<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0785em\">I<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mopen\">{<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0359em\">g<\/span><span class=\"mord mathnormal\">o<\/span><span class=\"mord mathnormal\">a<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0197em\">l<\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\">p<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">r<\/span><span class=\"mord mathnormal\">o<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0359em\">g<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">r<\/span><span class=\"mord mathnormal\">ess<\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\">a<\/span><span class=\"mord mathnormal\">tt<\/span><span class=\"mord mathnormal\">e<\/span><span class=\"mord mathnormal\">m<\/span><span class=\"mord mathnormal\">pt<\/span><span class=\"mord mathnormal\">e<\/span><span class=\"mord mathnormal\">d<\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">er<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">r<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">or<\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\">co<\/span><span class=\"mord mathnormal\">n<\/span><span class=\"mord mathnormal\">s<\/span><span class=\"mord mathnormal\">t<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">r<\/span><span class=\"mord mathnormal\">ain<\/span><span class=\"mord mathnormal\">t<\/span><span class=\"mord mathnormal\">s<\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\">c<\/span><span class=\"mord mathnormal\">an<\/span><span class=\"mord mathnormal\">d<\/span><span class=\"mord mathnormal\">i<\/span><span class=\"mord mathnormal\">d<\/span><span class=\"mord mathnormal\">a<\/span><span class=\"mord mathnormal\">t<\/span><span class=\"mord mathnormal\">es<\/span><span class=\"mclose\">}<\/span><span class=\"mpunct\">,<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         r<\/p>\n<p>         e<\/p>\n<p>         f<\/p>\n<p>         &#061;<\/p>\n<p>         {<\/p>\n<p>         h<\/p>\n<p>         y<\/p>\n<p>         p<\/p>\n<p>         o<\/p>\n<p>         t<\/p>\n<p>         h<\/p>\n<p>         e<\/p>\n<p>         s<\/p>\n<p>         i<\/p>\n<p>         s<\/p>\n<p>         ,<\/p>\n<p>         n<\/p>\n<p>         e<\/p>\n<p>         x<\/p>\n<p>         t<\/p>\n<p>         _<\/p>\n<p>         a<\/p>\n<p>         c<\/p>\n<p>         t<\/p>\n<p>         i<\/p>\n<p>         o<\/p>\n<p>         n<\/p>\n<p>         ,<\/p>\n<p>         e<\/p>\n<p>         x<\/p>\n<p>         p<\/p>\n<p>         e<\/p>\n<p>         c<\/p>\n<p>         t<\/p>\n<p>         e<\/p>\n<p>         d<\/p>\n<p>         _<\/p>\n<p>         o<\/p>\n<p>         b<\/p>\n<p>         s<\/p>\n<p>         e<\/p>\n<p>         r<\/p>\n<p>         v<\/p>\n<p>         a<\/p>\n<p>         t<\/p>\n<p>         i<\/p>\n<p>         o<\/p>\n<p>         n<\/p>\n<p>         ,<\/p>\n<p>         a<\/p>\n<p>         b<\/p>\n<p>         o<\/p>\n<p>         r<\/p>\n<p>         t<\/p>\n<p>         _<\/p>\n<p>         c<\/p>\n<p>         o<\/p>\n<p>         n<\/p>\n<p>         d<\/p>\n<p>         i<\/p>\n<p>         t<\/p>\n<p>         i<\/p>\n<p>         o<\/p>\n<p>         n<\/p>\n<p>         }<\/p>\n<p>         .<\/p>\n<p>         ref&#061; \\\\{hypothesis,next\\\\_action,expected\\\\_observation,abort\\\\_condition\\\\}. <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.8889em;vertical-align: -0.1944em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">r<\/span><span class=\"mord mathnormal\">e<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.1076em\">f<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1.06em;vertical-align: -0.31em\"><\/span><span class=\"mopen\">{<\/span><span class=\"mord mathnormal\">h<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0359em\">y<\/span><span class=\"mord mathnormal\">p<\/span><span class=\"mord mathnormal\">o<\/span><span class=\"mord mathnormal\">t<\/span><span class=\"mord mathnormal\">h<\/span><span class=\"mord mathnormal\">es<\/span><span class=\"mord mathnormal\">i<\/span><span class=\"mord mathnormal\">s<\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\">n<\/span><span class=\"mord mathnormal\">e<\/span><span class=\"mord mathnormal\">x<\/span><span class=\"mord mathnormal\">t<\/span><span class=\"mord\" style=\"margin-right: 0.0278em\">_<\/span><span class=\"mord mathnormal\">a<\/span><span class=\"mord mathnormal\">c<\/span><span class=\"mord mathnormal\">t<\/span><span class=\"mord mathnormal\">i<\/span><span class=\"mord mathnormal\">o<\/span><span class=\"mord mathnormal\">n<\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\">e<\/span><span class=\"mord mathnormal\">x<\/span><span class=\"mord mathnormal\">p<\/span><span class=\"mord mathnormal\">ec<\/span><span class=\"mord mathnormal\">t<\/span><span class=\"mord mathnormal\">e<\/span><span class=\"mord mathnormal\">d<\/span><span class=\"mord\" style=\"margin-right: 0.0278em\">_<\/span><span class=\"mord mathnormal\">o<\/span><span class=\"mord mathnormal\">b<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">ser<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0359em\">v<\/span><span class=\"mord mathnormal\">a<\/span><span class=\"mord mathnormal\">t<\/span><span class=\"mord mathnormal\">i<\/span><span class=\"mord mathnormal\">o<\/span><span class=\"mord mathnormal\">n<\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\">ab<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">or<\/span><span class=\"mord mathnormal\">t<\/span><span class=\"mord\" style=\"margin-right: 0.0278em\">_<\/span><span class=\"mord mathnormal\">co<\/span><span class=\"mord mathnormal\">n<\/span><span class=\"mord mathnormal\">d<\/span><span class=\"mord mathnormal\">i<\/span><span class=\"mord mathnormal\">t<\/span><span class=\"mord mathnormal\">i<\/span><span class=\"mord mathnormal\">o<\/span><span class=\"mord mathnormal\">n<\/span><span class=\"mclose\">}<\/span><span class=\"mord\">.<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u4e0b\u4e00\u6b65\u6267\u884c\u540e&#xff0c;\u518d\u68c0\u67e5 expected observation \u662f\u5426\u51fa\u73b0\u3002\u8fd9\u6837&#xff0c;\u53cd\u601d\u5c31\u4ece\u4e00\u6bb5\u542c\u8d77\u6765\u5408\u7406\u7684\u8bdd&#xff0c;\u53d8\u6210\u53ef\u88ab\u73af\u5883\u8bc1\u4f2a\u7684\u8ba1\u5212\u5047\u8bbe\u3002<\/p>\n<h3>5. CFGM \u8fd8\u7f3a\u6700\u540e\u4e00\u4e2a\u201c\u56de\u6d41\u7bad\u5934\u201d<\/h3>\n<p>\u5f53\u524d\u6846\u67b6\u662f&#xff1a;\u79bb\u7ebf\u91c7\u96c6 \u2192 \u79bb\u7ebf\u84b8\u998f \u2192 \u5728\u7ebf\u4f7f\u7528\u3002\u5982\u679c\u5c06\u6210\u529f\u7684 KIR \u4fee\u6b63\u548c\u65b0\u5931\u8d25\u6848\u4f8b\u91cd\u65b0\u5199\u56de\u7ecf\u9a8c\u6c60&#xff0c;\u5b9a\u671f\u91cd\u7b97 Tips&#xff0c;\u5e76\u6dd8\u6c70\u88ab\u53cd\u4f8b\u5426\u5b9a\u7684\u89c4\u5219&#xff0c;\u5c31\u80fd\u5f97\u5230\u771f\u6b63\u6301\u7eed\u6f14\u5316\u7684\u95ed\u73af&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         Collect<\/p>\n<p>         \u2192<\/p>\n<p>         Distill<\/p>\n<p>         \u2192<\/p>\n<p>         Retrieve<\/p>\n<p>         \u2192<\/p>\n<p>         Correct<\/p>\n<p>         \u2192<\/p>\n<p>         Validate<\/p>\n<p>         \u2192<\/p>\n<p>         Update\u00a0Memory<\/p>\n<p>         .<\/p>\n<p>         \\\\text{Collect} \\\\rightarrow \\\\text{Distill} \\\\rightarrow \\\\text{Retrieve} \\\\rightarrow \\\\text{Correct} \\\\rightarrow \\\\text{Validate} \\\\rightarrow \\\\text{Update Memory}. <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6944em\"><\/span><span class=\"mord text\"><span class=\"mord\">Collect<\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2192<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.6944em\"><\/span><span class=\"mord text\"><span class=\"mord\">Distill<\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2192<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord text\"><span class=\"mord\">Retrieve<\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2192<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord text\"><span class=\"mord\">Correct<\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2192<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.6944em\"><\/span><span class=\"mord text\"><span class=\"mord\">Validate<\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2192<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.8889em;vertical-align: -0.1944em\"><\/span><span class=\"mord text\"><span class=\"mord\">Update\u00a0Memory<\/span><\/span><span class=\"mord\">.<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u8fd9\u53ef\u80fd\u662f CFGM \u4e0e Mem\u00b2Evolve\u3001ReMemR1 \u7b49\u6f14\u5316\/\u56de\u770b\u673a\u5236\u6700\u81ea\u7136\u7684\u7ed3\u5408\u70b9\u3002<\/p>\n<h2>\u4e8c\u5341\u4e8c\u3001\u603b\u7ed3<\/h2>\n<p>CFGM \u8ba8\u8bba\u7684\u5e76\u4e0d\u662f\u201c\u8981\u4e0d\u8981\u7ed9 Agent \u52a0 Memory\u201d&#xff0c;\u800c\u662f\u4e00\u4e2a\u66f4\u57fa\u7840\u7684\u95ee\u9898&#xff1a;\u4ec0\u4e48\u6837\u7684\u4ea4\u4e92\u624d\u914d\u6210\u4e3a\u8bb0\u5fc6&#xff0c;\u8f68\u8ff9\u600e\u6837\u53d8\u6210\u77e5\u8bc6&#xff0c;\u77e5\u8bc6\u53c8\u600e\u6837\u5728\u5f02\u5e38\u65f6\u8f6c\u5316\u4e3a\u4e0b\u4e00\u6b65\u52a8\u4f5c\u3002<\/p>\n<p>\u5b83\u901a\u8fc7\u4e09\u4e2a\u9636\u6bb5\u56de\u7b54\u8fd9\u4e2a\u95ee\u9898&#xff1a;<\/p>\n<ul>\n<li>\u7c97\u7c92\u5ea6 Focus Points \u6539\u5584\u7ecf\u9a8c\u91c7\u96c6\u8d28\u91cf&#xff1b;<\/li>\n<li>\u6df7\u5408\u7c92\u5ea6 Tips \u540c\u65f6\u4fdd\u5b58\u53ef\u8fc1\u79fb\u539f\u5219\u548c\u5177\u4f53\u6280\u5de7&#xff1b;<\/li>\n<li>\u7ec6\u7c92\u5ea6 KIE\/KIR \u6839\u636e\u5f53\u524d\u5f02\u5e38\u52a8\u6001\u53cd\u601d\u5e76\u7ea0\u6b63\u8ba1\u5212\u3002<\/li>\n<\/ul>\n<p>\u5b9e\u9a8c\u4e0a&#xff0c;CFGM \u5728 ALFWorld\u3001WebShop \u548c ScienceWorld \u5206\u522b\u8fbe\u5230 91%\u300157% \u548c 74% SR&#xff1b;\u5b8c\u6574\u4e09\u6a21\u5757\u4f18\u4e8e\u5355\u6a21\u5757&#xff0c;Top-2\/3 \u68c0\u7d22\u4f18\u4e8e Top-5&#xff0c;Tips \u7ecf\u5bf9\u9f50\u540e\u53ef\u8fc1\u79fb\u5230 WebArena-Shopping&#xff0c;\u5e76\u5728\u8bb0\u5fc6\u589e\u5f3a\u57fa\u7ebf\u4e2d\u7528\u66f4\u5c11\u7684\u5728\u7ebf token\/\u6b65\u548c\u4ea4\u4e92\u8f6e\u6570\u5b8c\u6210\u4efb\u52a1\u3002<\/p>\n<p>\u5b83\u7684\u5c40\u9650\u540c\u6837\u6e05\u6670&#xff1a;\u4f9d\u8d56\u5f3a LLM \u63d0\u53d6\u77e5\u8bc6&#xff0c;\u957f\u8f68\u8ff9\u548c\u8fc7\u591a\u7ecf\u9a8c\u4f1a\u5e72\u6270\u89c4\u5212&#xff0c;\u5728\u7ebf\u7ea0\u9519\u5c1a\u672a\u56de\u6d41\u4e3a\u6301\u7eed\u6f14\u5316\u8bb0\u5fc6&#xff0c;\u5b9e\u9a8c\u914d\u7f6e\u4e5f\u5b58\u5728\u4efb\u52a1\u6570\u63cf\u8ff0\u4e0d\u4e00\u81f4\u3002<\/p>\n<p>\u6700\u540e\u7528\u4e00\u53e5\u8bdd\u6982\u62ec&#xff1a;<\/p>\n<p>CFGM \u7684\u6838\u5fc3\u8d21\u732e&#xff0c;\u662f\u628a Agent Memory \u4ece\u201c\u5b58\u50a8\u5e76\u68c0\u7d22\u8fc7\u53bb\u201d\u63a8\u8fdb\u4e3a\u4e00\u6761\u7c97\u5230\u7ec6\u7684\u77e5\u8bc6\u843d\u5730\u94fe\u8def&#xff1a;\u5148\u7528\u73af\u5883\u5148\u9a8c\u91c7\u597d\u7ecf\u9a8c&#xff0c;\u518d\u628a\u7ecf\u9a8c\u84b8\u998f\u6210\u53ef\u8fc1\u79fb Tips&#xff0c;\u6700\u540e\u56f4\u7ed5\u5f53\u524d\u5f02\u5e38\u751f\u6210\u53ef\u6267\u884c\u7684\u7ea0\u9519\u8bb0\u5fc6\u3002<\/p>\n<h2>\u53c2\u8003\u8d44\u6599<\/h2>\n<li>Wei Yang, Jinwei Xiao, Hongming Zhang, Qingyang Zhang, Yanna Wang, Bo Xu. Coarse-to-Fine Grounded Memory for LLM Agent Planning. EMNLP 2025.<\/li>\n<li>Shinn et al. Reflexion: Language Agents with Verbal Reinforcement Learning. NeurIPS 2023.<\/li>\n<li>Zhao et al. ExpeL: LLM Agents Are Experiential Learners. AAAI 2024.<\/li>\n<li>Fu et al. AutoGuide: Automated Generation and Selection of Context-Aware Guidelines for Large Language Model Agents. NeurIPS 2024.<\/li>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u76ee\u5f55\u524d\u8a00\u96f6\u3001\u8bba\u6587\u57fa\u672c\u4fe1\u606f\u4e00\u3001\u95ee\u9898\u80cc\u666f&#xff1a;\u4e3a\u4ec0\u4e48\u201c\u5b58\u4e0b\u8f68\u8ff9\u201d\u8fd8\u4e0d\u591f1. \u4ea4\u4e92\u5f0f\u89c4\u5212\u4e2d\u7684\u8bb0\u5fc6\u95ed\u73af2. \u4e09\u4e2a\u5177\u4f53\u7f3a\u53e32.1 \u4f4e\u6548\u63a2\u7d22\u6c61\u67d3\u957f\u671f\u8bb0\u5fc62.2 \u5355\u4e00\u7c92\u5ea6\u65e0\u6cd5\u517c\u987e\u8fc1\u79fb\u4e0e\u6267\u884c2.3 \u56fa\u5b9a\u53cd\u601d\u6a21\u677f\u96be\u4ee5\u9002\u5e94\u4e0d\u540c\u5f02\u5e38\u4e8c\u3001\u76f8\u5173\u5de5\u4f5c&#xff1a;CFGM \u5728\u5df2\u6709\u8def\u7ebf\u4e2d\u7684\u4f4d\u7f6e1. ReAct&#xff1a;\u6709\u63a8\u7406\u8f68\u8ff9&#xff0c;\u4f46\u6ca1\u6709\u8de8\u4efb\u52a1\u8bb0\u5fc62. Reflexion&#xff1a;\u5931\u8d25\u540e\u91cd\u8bd5&#xff0c;\u4f46\u4e3b\u8981\u53d1\u751f\u5728\u4efb\u52a1\u5185\u90e83. 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