{"id":88551,"date":"2026-08-01T11:25:32","date_gmt":"2026-08-01T03:25:32","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/88551.html"},"modified":"2026-08-01T11:25:32","modified_gmt":"2026-08-01T03:25:32","slug":"memlens%ef%bc%9a%e9%9d%a2%e5%90%91%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%99%ba%e8%83%bd%e4%bd%93%e7%9a%84%e4%bb%b7%e5%80%bc%e6%84%9f%e7%9f%a5%e8%ae%b0%e5%bf%86%e7%ae%a1%e7%90%86%e4%b8%8e%e4%ba%a4%e4%ba%92","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/88551.html","title":{"rendered":"MemLens\uff1a\u9762\u5411\u5927\u6a21\u578b\u667a\u80fd\u4f53\u7684\u4ef7\u503c\u611f\u77e5\u8bb0\u5fc6\u7ba1\u7406\u4e0e\u4ea4\u4e92\u5f0f\u5206\u6790\u7cfb\u7edf"},"content":{"rendered":"<h2>MemLens&#xff1a;\u9762\u5411\u5927\u6a21\u578b\u667a\u80fd\u4f53\u7684\u4ef7\u503c\u611f\u77e5\u8bb0\u5fc6\u7ba1\u7406\u4e0e\u4ea4\u4e92\u5f0f\u5206\u6790\u7cfb\u7edf<\/h2>\n<p>arXiv\u539f\u6587\u94fe\u63a5&#xff1a;https:\/\/arxiv.org\/html\/2607.25992v1<\/p>\n<h3>\u6458\u8981<\/h3>\n<p>\u8bb0\u5fc6\u7ba1\u7406\u662f\u5927\u6a21\u578b\u667a\u80fd\u4f53\u7684\u6838\u5fc3\u5e95\u5c42\u57fa\u7840\u8bbe\u65bd&#xff0c;\u76f4\u63a5\u51b3\u5b9a\u957f\u65f6\u5e8f\u63a8\u7406\u3001\u4e2a\u6027\u5316\u56de\u590d\u4e0e\u8de8\u4f1a\u8bdd\u77e5\u8bc6\u590d\u7528\u6548\u679c\u3002\u73b0\u6709\u5927\u6a21\u578b\u8bb0\u5fc6\u65b9\u6848\u91c7\u7528\u7c97\u7c92\u5ea6\u7edf\u4e00\u5b58\u50a8\u7b56\u7565&#xff0c;\u65e0\u5dee\u5f02\u5316\u5904\u7406\u5404\u7c7b\u4ea4\u4e92\u8bb0\u5f55&#xff0c;\u5927\u91cf\u4f4e\u4ef7\u503c\u5197\u4f59\u5185\u5bb9\u957f\u671f\u9a7b\u7559\u8bb0\u5fc6\u5e93&#xff0c;\u7a00\u91ca\u6709\u6548\u4e0a\u4e0b\u6587\u3001\u589e\u52a0Token\u5f00\u9500\u3001\u62c9\u957f\u68c0\u7d22\u8017\u65f6\u3002<br 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decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260801032519-6a6d671f18713.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u56fe2 MemLens\u7cfb\u7edf\u6574\u4f53\u67b6\u6784<br \/>\n\u8f93\u5165\u539f\u59cb\u4ea4\u4e92\u8bb0\u5f55 \u2192 \u8bb0\u5fc6\u8bc4\u4f30\u6a21\u5757&#xff08;\u62c6\u5206\u5206\u5c42&#043;Shapley\u4ef7\u503c\u6253\u5206&#xff09;\u2192 \u4ef7\u503c\u7b5b\u9009\u5165\u5e93 \u2192 \u5206\u5c42\u8bb0\u5fc6\u5b58\u50a8&#xff08;\u5411\u91cf\u5e93&#043;\u7528\u6237\u753b\u50cf&#xff09;\u2192 \u67e5\u8be2\u68c0\u7d22\u6ce8\u5165LLM\u751f\u6210&#xff0c;\u5168\u7a0b\u53cd\u9988\u8fed\u4ee3\u95ed\u73af\u3002<\/p>\n<h3>2 MemLens\u7cfb\u7edf\u603b\u89c8<\/h3>\n<p>MemLens\u5f7b\u5e95\u91cd\u6784\u667a\u80fd\u4f53\u957f\u8bb0\u5fc6\u5b58\u50a8\u903b\u8f91&#xff0c;\u5206\u4e3a\u4e09\u5927\u6838\u5fc3\u5b50\u6a21\u5757&#xff0c;\u5f62\u6210\u95ed\u73af\u751f\u547d\u5468\u671f&#xff1a;<\/p>\n<li>\u8bb0\u5fc6\u6570\u636e\u8bc4\u4f30\u6a21\u5757&#xff1a;\u539f\u59cb\u4ea4\u4e92\u62c6\u5206\u5c42\u7ea7\u8bb0\u5fc6\u5355\u5143&#xff0c;\u57fa\u4e8eShapley\u503c\u91cf\u5316\u6bcf\u6761\u5185\u5bb9\u7684\u63a8\u7406\u8d21\u732e&#xff1b;<\/li>\n<li>\u4ef7\u503c\u611f\u77e5\u8bb0\u5fc6\u5b58\u50a8\u6a21\u5757&#xff1a;\u6309\u4ef7\u503c\u9608\u503c\u7b5b\u9009\u9ad8\u4ef7\u503c\u7247\u6bb5&#xff0c;\u6784\u5efa\u5206\u5c42\u8bed\u4e49\u8bb0\u5fc6\u6811&#xff0c;\u7ef4\u62a4\u52a8\u6001\u7528\u6237\u504f\u597d\u753b\u50cf&#xff1b;<\/li>\n<li>\u8bb0\u5fc6\u589e\u5f3a\u56de\u590d\u6a21\u5757&#xff1a;\u68c0\u7d22\u9ad8\u4ef7\u503c\u76f8\u5173\u8bb0\u5fc6&#xff0c;\u6ce8\u5165\u4e0a\u4e0b\u6587\u751f\u6210\u4e2a\u6027\u5316\u56de\u7b54\u3002<\/li>\n<h4>\u7cfb\u7edf\u6838\u5fc3\u7279\u6027<\/h4>\n<li>\u5dee\u5f02\u5316\u5b58\u50a8&#xff1a;\u4e0d\u7edf\u4e00\u7559\u5b58\u6240\u6709\u4ea4\u4e92&#xff0c;\u4ec5\u4fdd\u7559\u5bf9\u4e0b\u6e38\u4efb\u52a1\u589e\u76ca\u663e\u8457\u7684\u8bb0\u5fc6\u5355\u5143&#xff1b;<\/li>\n<li>\u53ef\u89c6\u5316\u4ea4\u4e92\u5f0f\u5206\u6790\u9762\u677f&#xff1a;\n<ul>\n<li>\u6bcf\u6761\u8bb0\u5fc6\u7ed1\u5b9a\u91cf\u5316\u6548\u7528\u5206\u6570&#xff0c;\u5168\u5c40\u5c55\u793a\u4ef7\u503c\u5206\u5e03\u3001\u7559\u5b58\u5360\u6bd4&#xff1b;<\/li>\n<li>\u53ef\u89c6\u5316\u5206\u5c42\u8bb0\u5fc6\u6811&#xff0c;\u5c55\u793a\u8bed\u4e49\u805a\u7c7b\u4e0e\u957f\u671f\u7528\u6237\u504f\u597d\u6f14\u5316&#xff1b;<\/li>\n<li>\u4e00\u952e\u5bf9\u6bd4\u5168\u91cf\u5b58\u50a8\u3001\u6458\u8981\u538b\u7f29\u3001\u4ef7\u503c\u611f\u77e5\u4e09\u79cd\u65b9\u6848\u7684\u7cbe\u5ea6\u3001\u5ef6\u8fdf\u3001Token\u5f00\u9500\u3002<\/li>\n<\/ul>\n<\/li>\n<h4>\u5b8c\u6574\u5de5\u4f5c\u6d41<\/h4>\n<li>\u7528\u6237\u5f52\u6863\u4f1a\u8bdd\u539f\u59cb\u4ea4\u4e92&#xff08;\u5bf9\u8bdd\u3001CoT\u63a8\u7406\u3001\u5de5\u5177\u65e5\u5fd7&#xff09;&#xff1b;<\/li>\n<li>\u7cfb\u7edf\u5c06\u539f\u59cb\u6587\u672c\u62c6\u5206\u4e3a\u53e5\u5b50\u7ea7\u7ec6\u7c92\u5ea6\u539f\u5b50\u5355\u5143&#xff0c;LLM\u751f\u6210\u591a\u5c42\u6458\u8981&#xff0c;\u6784\u5efa\u5c42\u7ea7\u8bb0\u5fc6\u6811&#xff08;\u539f\u5b50\u7247\u6bb5\u2192\u4e2d\u5c42\u6458\u8981\u2192\u9ad8\u5c42\u6982\u89c8&#xff09;&#xff0c;\u4fdd\u7559\u6eaf\u6e90\u94fe\u8def\u907f\u514d\u4fe1\u606f\u4e22\u5931&#xff1b;<\/li>\n<li>\u57fa\u4e8e\u8bb0\u5fc6Shapley\u503c\u8ba1\u7b97\u6bcf\u4e2a\u5355\u5143\u5bf9\u63a8\u7406\u7684\u8fb9\u9645\u8d21\u732e&#xff1b;<\/li>\n<li>\u8bbe\u5b9a\u4ef7\u503c\u9608\u503c\u8fc7\u6ee4\u4f4e\u4ef7\u503c\u5185\u5bb9&#xff0c;\u4ec5\u9ad8\u4ef7\u503c\u5355\u5143\u5165\u5e93&#xff0c;\u6301\u7eed\u66f4\u65b0\u7528\u6237\u504f\u597d\u753b\u50cf&#xff1b;<\/li>\n<li>\u7528\u6237\u53d1\u8d77\u67e5\u8be2\u65f6&#xff0c;\u68c0\u7d22\u5e93\u5185\u9ad8\u4ef7\u503c\u76f8\u5173\u8bb0\u5fc6&#xff0c;\u7ed3\u5408\u7528\u6237\u753b\u50cf\u6ce8\u5165LLM\u4e0a\u4e0b\u6587&#xff1b;<\/li>\n<li>\u751f\u6210\u56de\u7b54\u540e\u53ef\u5f52\u6863\u65b0\u4e00\u8f6e\u4ea4\u4e92&#xff0c;\u91cd\u590d\u5b8c\u6574\u8bb0\u5fc6\u751f\u547d\u5468\u671f&#xff0c;\u52a8\u6001\u8fed\u4ee3\u8bb0\u5fc6\u5e93\u3002<\/li>\n<h3>3 MemLens\u7cfb\u7edf\u8be6\u7ec6\u8bbe\u8ba1<\/h3>\n<h4>3.1 \u8bb0\u5fc6\u6570\u636e\u8bc4\u4f30\u6a21\u5757<\/h4>\n<p>\u6838\u5fc3\u76ee\u6807&#xff1a;\u7ed3\u6784\u5316\u539f\u59cb\u4ea4\u4e92&#xff0c;\u5e76\u91cf\u5316\u6bcf\u6761\u8bb0\u5fc6\u5355\u5143\u7684\u4e0b\u6e38\u63a8\u7406\u6548\u7528&#xff0c;\u5206\u4e3a\u8bb0\u5fc6\u5355\u5143\u6784\u5efa\u3001\u8bb0\u5fc6\u4ef7\u503c\u8ba1\u7b97\u4e24\u6b65\u3002<\/p>\n<h5>3.1.1 \u5206\u5c42\u8bb0\u5fc6\u5355\u5143\u6784\u5efa<\/h5>\n<li>\u7ec6\u7c92\u5ea6\u62c6\u5206&#xff1a;\u539f\u59cb\u4ea4\u4e92\u5207\u5206\u4e3a\u53e5\u5b50\u7ea7\u539f\u5b50\u8bb0\u5fc6\u5355\u5143&#xff1b;<\/li>\n<li>\u5206\u5c42\u6458\u8981\u805a\u5408&#xff1a;\u8c03\u7528LLM\u5bf9\u539f\u5b50\u7247\u6bb5\u591a\u5c42\u7ea7\u5f52\u7eb3&#xff0c;\u6784\u5efa\u6811\u5f62\u7ed3\u6784&#xff1a;\u53f6\u5b50\u4e3a\u539f\u59cb\u53e5\u5b50&#xff0c;\u4e0a\u5c42\u4e3a\u4e0d\u540c\u7c92\u5ea6\u6458\u8981&#xff1b;<\/li>\n<li>\u6eaf\u6e90\u7ed1\u5b9a&#xff1a;\u6240\u6709\u9ad8\u5c42\u6458\u8981\u7ed1\u5b9a\u5bf9\u5e94\u5e95\u5c42\u539f\u5b50\u539f\u6587&#xff0c;\u538b\u7f29\u540c\u65f6\u4e0d\u4e22\u5931\u7ec6\u8282&#xff1b;<\/li>\n<li>\u4f18\u5316\u6536\u76ca&#xff1a;\u591a\u6761\u4f4e\u4ef7\u503c\u77ed\u7247\u6bb5\u53ef\u5408\u5e76\u4e3a\u4e00\u6761\u9ad8\u4ef7\u503c\u6458\u8981&#xff0c;\u51cf\u5c11\u5b58\u50a8\u4e0e\u68c0\u7d22\u5f00\u9500\u3002<\/li>\n<h5>3.1.2 \u57fa\u4e8eShapley\u7684\u8bb0\u5fc6\u4ef7\u503c\u8ba1\u7b97<\/h5>\n<p>\u5b9a\u4e49\u8bb0\u5fc6Shapley\u503c&#xff08;MS-value&#xff09;&#xff0c;\u91cf\u5316\u5355\u6761\u8bb0\u5fc6\u5728\u4efb\u610f\u8bb0\u5fc6\u5b50\u96c6\u4e0b\u5bf9\u67e5\u8be2\u63a8\u7406\u7684\u8fb9\u9645\u589e\u76ca\u3002<\/p>\n<li>\n<p>\u6548\u7528\u57fa\u7840\u516c\u5f0f<br \/>\n\u7ed9\u5b9a\u67e5\u8be2<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">qq<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.625em;vertical-align: -0.1944em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0359em\">q<\/span><\/span><\/span><\/span><\/span>&#xff0c;\u8bb0\u5fc6\u5b50\u96c6<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">SS<\/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><\/span><\/span><\/span>&#xff0c;\u4ee3\u7406\u8f7b\u6a21\u578b<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">Mp\\\\mathcal{M}_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 mathcal\">M<\/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\">p<\/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>&#xff1a;<br \/>\n<span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\">Vq(S)&#061;Score(Mp(q\u2295S))\u2212Score(Mp(q))\\\\mathcal{V}_{q}(S)&#061;\\\\textbf{Score}\\\\big(\\\\mathcal{M}_{p}(q\\\\oplus S)\\\\big)-\\\\textbf{Score}\\\\big(\\\\mathcal{M}_{p}(q)\\\\big)<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 1.0361em;vertical-align: -0.2861em\"><\/span><span class=\"mord\"><span class=\"mord mathcal\" style=\"margin-right: 0.0822em\">V<\/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: -0.0822em;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: 0.0359em\">q<\/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 mathnormal\" style=\"margin-right: 0.0576em\">S<\/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: 1.2em;vertical-align: -0.35em\"><\/span><span class=\"mord text\"><span class=\"mord textbf\">Score<\/span><\/span><span class=\"mord\"><span class=\"delimsizing size1\">(<\/span><\/span><span class=\"mord\"><span class=\"mord mathcal\">M<\/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\">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=\"mopen\">(<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0359em\">q<\/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: 1.2em;vertical-align: -0.35em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">S<\/span><span class=\"mclose\">)<\/span><span class=\"mord\"><span class=\"delimsizing size1\">)<\/span><\/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: 1.2em;vertical-align: -0.35em\"><\/span><span class=\"mord text\"><span class=\"mord textbf\">Score<\/span><\/span><span class=\"mord\"><span class=\"delimsizing size1\">(<\/span><\/span><span class=\"mord\"><span class=\"mord mathcal\">M<\/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\">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=\"mopen\">(<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0359em\">q<\/span><span class=\"mclose\">)<\/span><span class=\"mord\"><span class=\"delimsizing size1\">)<\/span><\/span><\/span><\/span><\/span><\/span><\/span><br \/>\n<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">\u2295\\\\oplus<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6667em;vertical-align: -0.0833em\"><\/span><span class=\"mord\">\u2295<\/span><\/span><\/span><\/span><\/span>\u4ee3\u8868\u8bb0\u5fc6\u6ce8\u5165\u64cd\u4f5c&#xff0c;Score\u7531LLM\u88c1\u5224\u6a21\u578b\u8f93\u51fa\u56de\u7b54\u8d28\u91cf\u5206&#xff0c;\u8861\u91cf\u5b50\u96c6<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">SS<\/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><\/span><\/span><\/span>\u7ed9\u67e5\u8be2\u5e26\u6765\u7684\u63d0\u5347\u3002<\/p>\n<\/li>\n<li>\n<p>\u8bb0\u5fc6Shapley\u503c\u5b9a\u4e49<br \/>\n<span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\">\u03d5(mi)&#061;\u2211S\u2286M\u2216{mi}\u2223S\u2223!(M\u2212\u2223S\u2223\u22121)!M![Vq(S\u222a{mi})\u2212Vq(S)]\\\\phi(m_{i})&#061;\\\\sum_{S\\\\subseteq\\\\textsf{M}\\\\setminus\\\\{m_{i}\\\\}}\\\\frac{|S|!(M-|S|-1)!}{M!}\\\\left[\\\\mathcal{V}_{q}(S\\\\cup\\\\{m_{i}\\\\})-\\\\mathcal{V}_{q}(S)\\\\right]<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord mathnormal\">\u03d5<\/span><span class=\"mopen\">(<\/span><span class=\"mord\"><span class=\"mord mathnormal\">m<\/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><\/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: 2.943em;vertical-align: -1.516em\"><\/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: -1.809em;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\" style=\"margin-right: 0.0576em\">S<\/span><span class=\"mrel mtight\">\u2286<\/span><span class=\"mord text mtight\"><span class=\"mord textsf mtight\">M<\/span><\/span><span class=\"mbin mtight\">\u2216<\/span><span class=\"mopen mtight\">{<\/span><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">m<\/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: 0em;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\">i<\/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 class=\"mclose mtight\">}<\/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\">\u2211<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.516em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/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: 1.427em\"><span class=\"\" style=\"top: -2.314em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.109em\">M<\/span><span class=\"mclose\">!<\/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\">\u2223<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">S<\/span><span class=\"mord\">\u2223<\/span><span class=\"mclose\">!<\/span><span class=\"mopen\">(<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.109em\">M<\/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\">\u2223<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">S<\/span><span class=\"mord\">\u2223<\/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\">1<\/span><span class=\"mclose\">)!<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.686em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"mclose nulldelimiter\"><\/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 mathcal\" style=\"margin-right: 0.0822em\">V<\/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: -0.0822em;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: 0.0359em\">q<\/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 mathnormal\" style=\"margin-right: 0.0576em\">S<\/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 class=\"mopen\">{<\/span><span class=\"mord\"><span class=\"mord mathnormal\">m<\/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><\/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: 0.2222em\"><\/span><span class=\"mbin\">\u2212<\/span><span class=\"mspace\" style=\"margin-right: 0.2222em\"><\/span><span class=\"mord\"><span class=\"mord mathcal\" style=\"margin-right: 0.0822em\">V<\/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: -0.0822em;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: 0.0359em\">q<\/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 mathnormal\" style=\"margin-right: 0.0576em\">S<\/span><span class=\"mclose\">)<\/span><span class=\"mclose delimcenter\" style=\"top: 0em\">]<\/span><\/span><\/span><\/span><\/span><\/span><\/span><br \/>\n<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">MM<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.109em\">M<\/span><\/span><\/span><\/span><\/span>\u4e3a\u5168\u90e8\u8bb0\u5fc6\u5355\u5143\u603b\u6570&#xff1b;\u8be5\u503c\u6ee1\u8db3\u65e0\u8d21\u732e\u96f6\u6536\u76ca\u3001\u5bf9\u79f0\u516c\u5e73\u3001\u7ebf\u6027\u53ef\u52a0\u4e09\u5927\u516c\u7406\u3002<\/p>\n<\/li>\n<li>\n<p>\u9ad8\u6548\u8fd1\u4f3c\u8ba1\u7b97<br \/>\n\u5b8c\u6574\u6392\u5217\u7ec4\u5408\u590d\u6742\u5ea6\u6781\u9ad8&#xff0c;\u91c7\u7528\u5206\u5c42\u62bd\u6837\u8fd1\u4f3c\u7b97\u6cd5&#xff0c;\u5c06\u590d\u6742\u5ea6\u964d\u81f3<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">O(\u03c1M)O(\\\\rho M)<\/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: 0.0278em\">O<\/span><span class=\"mopen\">(<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.109em\">\u03c1M<\/span><span class=\"mclose\">)<\/span><\/span><\/span><\/span><\/span>&#xff08;<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">\u03c1\\\\rho<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.625em;vertical-align: -0.1944em\"><\/span><span class=\"mord mathnormal\">\u03c1<\/span><\/span><\/span><\/span><\/span>\u4e3a\u62bd\u6837\u8f6e\u6b21&#xff0c;\u5e38\u89c4\u53d620~100&#xff09;&#xff0c;\u4fdd\u8bc1\u4ea4\u4e92\u5f0f\u9762\u677f\u4f4e\u5ef6\u8fdf\u3002<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u914d\u7f6e<br \/>\n\u4ee3\u7406\u8f7b\u6a21\u578b\u9ed8\u8ba4\u4f7f\u7528Qwen2.5-7B&#xff0c;\u9762\u677f\u652f\u6301\u81ea\u7531\u5207\u6362\u5404\u7c7b\u8f7b\u91cfLLM\u7528\u4e8e\u4ef7\u503c\u6253\u5206\u3002<\/p>\n<\/li>\n<h4>3.2 \u4ef7\u503c\u611f\u77e5\u8bb0\u5fc6\u5b58\u50a8\u6a21\u5757<\/h4>\n<p>\u57fa\u4e8eMS-value\u5b8c\u6210\u8bb0\u5fc6\u7b5b\u9009\u3001\u5206\u5c42\u7ec4\u7ec7\u3001\u589e\u91cf\u5408\u5e76&#xff0c;\u5e73\u8861\u5b58\u50a8\u6210\u672c\u4e0e\u63a8\u7406\u6548\u679c\u3002<\/p>\n<h5>&#xff08;1&#xff09;\u9608\u503c\u7b5b\u9009\u5b58\u50a8<\/h5>\n<p>\u8bbe\u5b9a\u4ef7\u503c\u9608\u503c<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">\u03c4\\\\tau<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.4306em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.1132em\">\u03c4<\/span><\/span><\/span><\/span><\/span>&#xff0c;\u4ec5\u4fdd\u7559\u6ee1\u8db3\u6761\u4ef6\u7684\u8bb0\u5fc6\u5355\u5143&#xff1a;<br \/>\n<span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\">M\u2217&#061;{mi\u2208M\u2223\u03d5(mi)\u2265\u03c4}\\\\textsf{M}^{\\\\ast}&#061;\\\\{m_{i}\\\\in\\\\textsf{M}\\\\mid\\\\phi(m_{i})\\\\geq\\\\tau\\\\}<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.773em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord textsf\">M<\/span><\/span><span class=\"msupsub\"><span class=\"vlist-t\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.773em\"><span class=\"\" style=\"top: -3.1473em;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\">\u2217<\/span><\/span><\/span><\/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\">m<\/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><\/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: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord text\"><span class=\"mord textsf\">M<\/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 mathnormal\">\u03d5<\/span><span class=\"mopen\">(<\/span><span class=\"mord\"><span class=\"mord mathnormal\">m<\/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><\/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\">\u2265<\/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\" style=\"margin-right: 0.1132em\">\u03c4<\/span><span class=\"mclose\">}<\/span><\/span><\/span><\/span><\/span><\/span><br \/>\n\u9762\u677f\u652f\u6301\u5b9e\u65f6\u6ed1\u52a8\u8c03\u6574<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">\u03c4\\\\tau<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.4306em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.1132em\">\u03c4<\/span><\/span><\/span><\/span><\/span>&#xff0c;\u5373\u65f6\u5c55\u793a\u8bb0\u5fc6\u538b\u7f29\u7387\u3001\u5e73\u5747\u6548\u7528\u53d8\u5316\u3002<\/p>\n<h5>&#xff08;2&#xff09;\u5206\u5c42\u8bb0\u5fc6\u6811\u7ec4\u7ec7<\/h5>\n<p>\u539f\u5b50\u7247\u6bb5\u7ecfLLM\u8bed\u4e49\u805a\u7c7b\u5f62\u6210\u6811\u5f62\u5b58\u50a8\u7ed3\u6784&#xff1a;<\/p>\n<ul>\n<li>\u53f6\u5b50\u8282\u70b9&#xff1a;\u539f\u59cb\u53e5\u5b50\u539f\u5b50\u8bb0\u5fc6&#xff1b;<\/li>\n<li>\u4e2d\u95f4\/\u6839\u8282\u70b9&#xff1a;\u591a\u5c42\u8bed\u4e49\u6458\u8981&#xff1b;<br \/>\n\u65b0\u589e\u8bb0\u5fc6\u81ea\u52a8\u6267\u884c\u4e09\u7c7b\u5408\u5e76\u903b\u8f91&#xff1a;<\/li>\n<\/ul>\n<li>\u9ad8\u5ea6\u76f8\u4f3c&#xff1a;\u76f4\u63a5\u5408\u5e76\u8282\u70b9&#xff0c;\u7cbe\u7b80\u5197\u4f59&#xff1b;<\/li>\n<li>\u90e8\u5206\u91cd\u53e0&#xff1a;\u66f4\u65b0\u8282\u70b9\u8865\u5145\u4fe1\u606f&#xff1b;<\/li>\n<li>\u5b8c\u5168\u65e0\u5173&#xff1a;\u65b0\u589e\u72ec\u7acb\u5206\u652f\u3002<br \/>\n\u9762\u677f\u652f\u6301\u70b9\u51fb\u6811\u5f62\u8282\u70b9\u67e5\u770b\u5b8c\u6574\u539f\u6587\u4e0e\u4ef7\u503c\u5206\u6570\u3002<\/li>\n<h5>&#xff08;3&#xff09;\u4ea4\u4e92\u5f0f\u6570\u636e\u5206\u6790\u80fd\u529b<\/h5>\n<li>\u7528\u6237\u753b\u50cf&#xff1a;\u57fa\u4e8e\u9ad8\u4ef7\u503c\u8bb0\u5fc6\u751f\u6210\u7ed3\u6784\u5316\u7528\u6237\u504f\u597d\u63d0\u793a\u8bcd&#xff1b;<\/li>\n<li>\u53ef\u89c6\u5316\u89c6\u56fe&#xff1a;\u8bb0\u5fc6\u4ef7\u503c\u5206\u5e03\u76f4\u65b9\u56fe\u3001\u5173\u952e\u8bcd\u8bcd\u4e91\u3001\u5b58\u50a8\u538b\u7f29\u7387\u7edf\u8ba1&#xff1b;<\/li>\n<li>\u5168\u5c40\u6307\u6807&#xff1a;\u603b\u8bb0\u5fc6\u6761\u6570\u3001\u5e73\u5747\u6548\u7528\u3001\u4f1a\u8bdd\u589e\u91cf\u7edf\u8ba1\u3002<\/li>\n<h4>3.3 \u8bb0\u5fc6\u589e\u5f3a\u56de\u590d\u6a21\u5757<\/h4>\n<p>\u5229\u7528\u7b5b\u9009\u540e\u7684\u9ad8\u4ef7\u503c\u8bb0\u5fc6\u751f\u6210\u4e2a\u6027\u5316\u56de\u7b54&#xff0c;\u5e76\u652f\u6301\u4f1a\u8bdd\u5f52\u6863\u95ed\u73af\u3002<\/p>\n<li>\u68c0\u7d22\u91cd\u6392&#xff1a;\u5411\u91cf\u5e93\u68c0\u7d22\u5019\u9009\u8bb0\u5fc6&#xff0c;\u4f18\u5148\u6309MS-value\u6392\u5e8f&#xff0c;\u517c\u987e\u8bed\u4e49\u76f8\u4f3c\u5ea6\u4e0e\u63a8\u7406\u589e\u76ca&#xff1b;<\/li>\n<li>\u4e0a\u4e0b\u6587\u6ce8\u5165&#xff1a;\u5c06\u9ad8\u4ef7\u503c\u8bb0\u5fc6&#043;\u7528\u6237\u753b\u50cf\u5171\u540c\u9001\u5165LLM\u751f\u6210\u56de\u590d&#xff1b;<\/li>\n<li>\u4f1a\u8bdd\u5f52\u6863&#xff1a;\u4ea4\u4e92\u5b8c\u6210\u4e00\u952e\u5f52\u6863&#xff0c;\u9001\u5165\u8bb0\u5fc6\u8bc4\u4f30\u6d41\u6c34\u7ebf&#xff0c;\u5b8c\u6210\u5168\u6d41\u7a0b\u95ed\u73af\u66f4\u65b0\u8bb0\u5fc6\u5e93\u3002<\/li>\n<h3>4 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\u6846\u67b6\u517c\u5bb9LoCoMo\u3001LongMemEval\u7b49\u901a\u7528\u957f\u8bb0\u5fc6\u8bc4\u6d4b\u57fa\u51c6\u3002<\/p>\n<h2>\u914d\u5957\u8d44\u6e90\u6c47\u603b<\/h2>\n<li>\u8bba\u6587HTML\u539f\u6587&#xff1a;https:\/\/arxiv.org\/html\/2607.25992v1<\/li>\n<li>\u8bba\u6587PDF\u539f\u6587&#xff1a;https:\/\/arxiv.org\/pdf\/2607.25992<\/li>\n<li>MemLens\u5b8c\u6574\u5f00\u6e90\u4ee3\u7801&#xff1a;https:\/\/github.com\/LIUHA1ZHU\/MemLens<\/li>\n<li>\u914d\u5957\u8bc4\u6d4b\u6570\u636e\u96c6EduMemBench&#xff08;\u4ee3\u7801\u4ed3\u5e93\u5185\u7f6e&#xff09;<\/li>\n<li>\u5411\u91cf\u68c0\u7d22\u4f9d\u8d56FAISS\u5f00\u6e90\u5e93<\/li>\n<li>\u517c\u5bb9\u8bc4\u6d4b\u57fa\u51c6&#xff1a;LoCoMo\u3001LongMemEval<\/li>\n","protected":false},"excerpt":{"rendered":"<p>MemLens&#xff1a;\u9762\u5411\u5927\u6a21\u578b\u667a\u80fd\u4f53\u7684\u4ef7\u503c\u611f\u77e5\u8bb0\u5fc6\u7ba1\u7406\u4e0e\u4ea4\u4e92\u5f0f\u5206\u6790\u7cfb\u7edf<br 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