{"id":119000,"date":"2026-10-28T16:48:49","date_gmt":"2026-10-28T08:48:49","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/119000.html"},"modified":"2026-10-28T16:48:49","modified_gmt":"2026-10-28T08:48:49","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%81%9a%e5%8c%96%e5%ad%a6%e5%8f%8d%e5%ba%94%e8%b4%9d%e5%8f%b6%e6%96%af%e4%bc%98%e5%8c%96%e5%85%88%e9%aa%8c%ef%bc%9a%e5%b9%b6%e9%9d%9e%e4%b8%87%e8%83%bd%ef%bc%8c%e6%9c%89","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/119000.html","title":{"rendered":"\u5927\u6a21\u578b\u505a\u5316\u5b66\u53cd\u5e94\u8d1d\u53f6\u65af\u4f18\u5316\u5148\u9a8c\uff1a\u5e76\u975e\u4e07\u80fd\uff0c\u6709\u6548\u6027\u4e0d\u7b49\u4e8e\u5bf9\u9f50\u6027"},"content":{"rendered":"<h3>\u5927\u6a21\u578b\u505a\u5316\u5b66\u53cd\u5e94\u8d1d\u53f6\u65af\u4f18\u5316\u5148\u9a8c&#xff1a;\u5e76\u975e\u4e07\u80fd&#xff0c;\u6709\u6548\u6027\u4e0d\u7b49\u4e8e\u5bf9\u9f50\u6027<\/h3>\n<p>&#x1f4c4; \u8bba\u6587\u9884\u5370\u672c&#xff1a;Auditing LLM Chemical 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\u80fd\u591f\u628aLLM\u7684\u9759\u9ed8\u5f0f\u5931\u8d25\u8f6c\u5316\u6210\u53ef\u91cf\u5316\u3001\u53ef\u5ba1\u8ba1\u7684\u6307\u6807&#xff0c;\u4e0d\u9700\u8981\u6d88\u8017\u4efb\u4f55\u771f\u5b9e\u5b9e\u9a8c\u6210\u672c\u3002<\/p>\n<h3>\u4e09\u5927\u6838\u5fc3\u5b9e\u9a8c\u73b0\u8c61&#xff1a;\u5e2e\u52a9\u3001\u4e2d\u6027\u3001\u6709\u5bb3<\/h3>\n<p>\u901a\u8fc7\u5927\u89c4\u6a21\u57fa\u51c6&#xff0c;\u8bba\u6587\u89c2\u5bdf\u5230LLM\u5145\u5f53\u5148\u9a8c\u4f1a\u51fa\u73b0\u4e09\u79cd\u622a\u7136\u4e0d\u540c\u7684\u7ed3\u679c\u3002<\/p>\n<li>\n<p>\u2705 \u6709\u76ca\u573a\u666f&#xff1a;Suzuki\u2011Miyaura\u53cd\u5e94 LLM\u521d\u59cb\u5316\u80fd\u591f\u663e\u8457\u63d0\u5347\u8d1d\u53f6\u65af\u4f18\u5316\u7684\u91c7\u6837\u6548\u7387&#xff08;\u0394AUC &#043;2.0&#xff09;\u3002 \u4f46\u4e00\u4e2a\u53cd\u76f4\u89c9\u7684\u4e8b\u5b9e&#xff1a;\u8be5\u573a\u666f\u4e0bLLM\u8f93\u51fa\u6c60\u5916\u7387\u9ad8\u8fbe45%&#xff0c;\u5927\u91cf\u5efa\u8bae\u4e0d\u5728\u5019\u9009\u6c60\u5185&#xff1b; 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\u6709\u5bb3\u573a\u666f&#xff1a;BMS\u5de5\u827a\u5076\u8054\u53cd\u5e94 \u8fd9\u662f\u5168\u6587\u6700\u503c\u5f97\u8b66\u60d5\u7684\u7ed3\u8bba&#xff1a;LLM\u8f93\u51fa100%\u5408\u6cd5&#xff0c;\u6ca1\u6709\u4efb\u4f55\u6c60\u5916\u5e7b\u89c9&#xff0c;\u4f46\u662f\u4e25\u91cd\u7834\u574f\u4f18\u5316\u6548\u7387&#xff0c;\u0394AUC\u76f4\u63a5\u4e0b\u964d11.1\u70b9\u3002 LLM\u63a8\u8350\u7684\u53cd\u5e94\u6761\u4ef6\u65b9\u5411\u548c\u771f\u5b9e\u7684\u5e15\u7d2f\u6258\u4f18\u5316\u666f\u89c2\u80cc\u9053\u800c\u9a70\u3002\u4f18\u5316\u6700\u65e9\u671f\u5b9d\u8d35\u7684\u5b9e\u9a8c\u9884\u7b97\u88ab\u6d88\u8017&#xff0c;\u540e\u7eed\u8d1d\u53f6\u65af\u4f18\u5316\u9700\u8981\u82b1\u8d39\u5927\u91cf\u9884\u7b97\u624d\u80fd\u7f13\u6162\u633d\u56de\u52a3\u52bf\u3002<\/p>\n<\/li>\n<p>\u91cd\u70b9\u8b66\u793a&#xff1a;\u8f93\u51fa\u8bed\u6cd5\u5408\u6cd5\u3001\u6ca1\u6709\u5e7b\u89c9&#xff0c;\u4e0d\u7b49\u4e8e\u63a8\u8350\u7684\u6761\u4ef6\u5bf9\u4f18\u5316\u4efb\u52a1\u6709\u7528\u3002\u6c60\u5916\u5931\u6548\u4e0d\u662f\u6700\u5927\u98ce\u9669&#xff1b;\u5b8c\u5168\u5408\u6cd5\u4f46\u662f\u65b9\u5411\u9519\u8bef\u7684\u5efa\u8bae\u66f4\u5371\u9669\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261028084848-6ae1b6f0c0291.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" 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\u6548\u7528Utility\u4e09\u5c42\u8bc4\u4f30\u6846\u67b6&#xff1a;<\/p>\n<li>\u6709\u6548\u6027&#xff1a;LLM\u7ed9\u51fa\u7684\u5019\u9009\u6761\u4ef6\u662f\u5426\u5b58\u5728\u4e8e\u5019\u9009\u5b9e\u9a8c\u6c60&#xff1b;\u8fd9\u4ec5\u4ec5\u662f\u57fa\u7840\u5fc5\u8981\u6761\u4ef6\u3002<\/li>\n<li>\u5bf9\u9f50\u6027&#xff1a;\u5373\u4f7f\u8f93\u51fa\u5b8c\u5168\u5408\u6cd5&#xff0c;\u8fd8\u8981\u8bc4\u4f30\u63a8\u8350\u6761\u4ef6\u548c\u771f\u5b9e\u5e15\u7d2f\u6258\u524d\u6cbf\u7684\u5339\u914d\u7a0b\u5ea6&#xff0c;\u7528\u5e73\u5747\u76ee\u6807\u767e\u5206\u4f4d\u6570\u8861\u91cf\u3002<\/li>\n<li>\u6548\u7528&#xff1a;\u548c\u968f\u673a\u3001FPS\u57fa\u7ebf\u5bf9\u6bd4&#xff0c;\u770b\u5b9e\u9645\u591a\u76ee\u6807\u4f18\u5316\u6027\u80fd\u3002<\/li>\n<p>\u5bf9\u9f50\u7a0b\u5ea6&#xff0c;\u624d\u662f\u51b3\u5b9aLLM\u5148\u9a8c\u597d\u574f\u7684\u6838\u5fc3&#xff0c;\u800c\u4e0d\u662f\u6709\u6548\u6027\u3002 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