{"id":1127,"date":"2025-08-03T15:46:00","date_gmt":"2025-08-03T07:46:00","guid":{"rendered":"http:\/\/www.applicationsofllm.com\/?p=1127"},"modified":"2025-09-17T16:22:03","modified_gmt":"2025-09-17T08:22:03","slug":"iclr-2025%ef%bd%9ckgexplainer%ef%bc%9a%e8%ae%a9%e6%96%b0%e7%9f%a5%e8%af%86%e7%9a%84%e5%8f%91%e7%8e%b0%e6%9c%89%e7%90%86%e5%8f%af%e5%be%aa","status":"publish","type":"post","link":"http:\/\/www.applicationsofllm.com\/index.php\/2025\/08\/03\/iclr-2025%ef%bd%9ckgexplainer%ef%bc%9a%e8%ae%a9%e6%96%b0%e7%9f%a5%e8%af%86%e7%9a%84%e5%8f%91%e7%8e%b0%e6%9c%89%e7%90%86%e5%8f%af%e5%be%aa\/","title":{"rendered":"ICLR 2025\uff5cKGExplainer\uff1a\u8ba9\u65b0\u77e5\u8bc6\u7684\u53d1\u73b0\u201c\u6709\u7406\u53ef\u5faa\u201d"},"content":{"rendered":"\n<p>\u4f60\u662f\u5426\u60f3\u8fc7\uff0c\u57fa\u4e8e\u77e5\u8bc6\u56fe\u8c31\u7684\u77e5\u8bc6\u53d1\u73b0\u6a21\u578b\u4e0d\u4ec5\u80fd\u544a\u8bc9\u4f60\u201c\u7b54\u6848\u201d\uff0c\u8fd8\u80fd\u89e3\u91ca\u201c\u4e3a\u4ec0\u4e48\u201d\uff1f<\/p>\n\n\n\n<p>\u8bbe\u60f3\u4e00\u4e0b\uff0c\u5f53 AI \u7cfb\u7edf\u9884\u6d4b\u201c\u67d0\u79cd\u836f\u7269\u53ef\u80fd\u6cbb\u7597\u67d0\u79cd\u75be\u75c5\u201d\u65f6\uff0c\u5b83\u4e0d\u4ec5\u7ed9\u51fa\u7ed3\u679c\uff0c\u8fd8\u80fd\u540c\u65f6\u5c55\u793a\u80cc\u540e\u7684\u903b\u8f91\u8def\u5f84\u2014\u2014\u6d89\u53ca\u7684\u5206\u5b50\u3001\u5173\u7cfb\u548c\u673a\u5236\u3002\u8fd9\u542c\u8d77\u6765\u50cf\u662f\u79d1\u7814\u4eba\u5458\u68a6\u5bd0\u4ee5\u6c42\u7684\u201c\u900f\u660e 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Evaluation<\/p>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5: https:\/\/openreview.net\/pdf?id=WQvkqarwXi&nbsp;<\/p>\n\n\n\n<p>\u4ee3\u7801\u94fe\u63a5: https:\/\/github.com\/xiaomingaaa\/KGExplainer<\/p>\n\n\n\n<p>1.<strong>\u80cc\u666f<\/strong><\/p>\n\n\n\n<p>\u77e5\u8bc6\u56fe\u8c31\uff08Knowledge Graph, KG\uff09\u5df2\u7ecf\u6210\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u91cd\u8981\u57fa\u77f3\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u63a8\u8350\u7cfb\u7edf\u3001\u95ee\u7b54\u7cfb\u7edf\u3001\u836f\u7269\u53d1\u73b0\u7b49\u9886\u57df\u3002\u5b83\u901a\u8fc7\u5b9e\u4f53\u4e0e\u5173\u7cfb\u6784\u5efa\u590d\u6742\u7684\u7f51\u7edc\uff0c\u5e2e\u52a9\u6a21\u578b\u5728\u5927\u89c4\u6a21\u6570\u636e\u4e2d\u8fdb\u884c\u63a8\u7406\u4e0e\u9884\u6d4b\u3002\u7136\u800c\uff0c\u73b0\u6709\u7684 KG 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http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-384.jpg 1107w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u56fe1\uff1a(a) \u591a\u6761\u53ef\u89e3\u91ca\u8def\u5f84\uff08\u84dd\u8272\uff09\u63ed\u793a\u4e86 Alibaba \u4e0e JD.com \u4e4b\u95f4\u7684\u7ade\u4e89\u5173\u7cfb\uff1b(b) \u5728 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srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-165-1024x364.png 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-165-300x107.png 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-165-768x273.png 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-165.png 1107w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u56fe2\uff1aKGExplainer \u6846\u67b6\u5305\u542b\u4e09\u4e2a\u4e3b\u8981\u6a21\u5757\uff1a(a) \u5728\u76ee\u6807\u77e5\u8bc6\u56fe\u8c31\u4e0a\u9884\u8bad\u7ec3\u5d4c\u5165\u6a21\u578b\uff1b(b) \u901a\u8fc7\u8d2a\u5fc3\u641c\u7d22\u63a2\u7d22\u534f\u540c\u7684\u591a\u6761\u63a8\u7406\u8def\u5f84\uff0c\u4ee5\u751f\u6210\u53ef\u89e3\u91ca\u7684\u9884\u6d4b\u4f9d\u636e\uff1b(c) 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