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\u00a0 \u00a0\u00a0<\/section>\n
\u5927\u6a21\u578b\u5e7b\u89c9\u4e5f\u662f\u963b\u788d\u5e94\u7528\u7684\u5173\u952e\u6311\u6218\u4e4b\u4e00\u3002\u90a3\u4e48\uff0c\u5f15\u5165\u4e86 RAG\u3001\u77e5\u8bc6\u5e93<\/mark>\u4e4b\u540e\uff0c\u5927\u6a21\u578b\u5c31\u80fd\u89e3\u51b3\u5e7b\u89c9\u95ee\u9898\u4e86\u5417\uff1f\u5176\u5b9e\u4e0d\u7136\uff0c\u800c\u4e14\u6709\u4e9b\u5e7b\u89c9\u95ee\u9898\u4e0d\u4ed4\u7ec6\u89c2\u5bdf\u4fbf\u96be\u4ee5\u5bdf\u89c9\u3002\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u6bd4\u5982\u539f\u6587\u63d0\u5230\u529f\u80fd\u996e\u6599\u4e2d\u7684\u7ef4\u751f\u7d20\u3001\u77ff\u7269\u8d28\u7b49\uff0c\u5bf9\u8fd0\u52a8\u540e\u8865\u5145\u8eab\u4f53\u8425\u517b\u3001\u6d88\u9664\u75b2\u52b3\u5177\u6709\u4e00\u5b9a\u4f5c\u7528\uff0c\u800c\u5927\u6a21\u578b\u91cd\u65b0\u751f\u6210\u4ee5\u540e\uff0c\u53ef\u80fd\u4f1a\u6539\u5199\u6210\u5bf9\u4e8e\u589e\u52a0\u75b2\u52b3\u6709\u4e00\u5b9a\u4f5c\u7528\u3002\u8fd9\u79cd\u5176\u5b9e\u5c31\u4f1a\u7ed9\u4e00\u4e2a\u9519\u8bef\u7684\u5f15\u5bfc\uff0c\u4f46\u8fd9\u79cd\u9519\u8bef\u7684\u5f15\u5bfc\uff0c\u5c24\u5176\u662f\u5927\u6a21\u578b\u751f\u6210\u7684\u6587\u6848\u53ef\u80fd\u662f\u51e0\u767e\u5b57\uff0c\u751a\u81f3\u4e0a\u5343\u5b57\u7684\uff0c\u8fd9\u65f6\u5019\u5c31\u5f88\u96be\u4ece\u91cc\u9762\u89c2\u5bdf\u5230\u8fd9\u7c7b\u7ec6\u8282\u95ee\u9898\u3002\u901a\u8fc7\u6d4b\u8bc4\u53d1\u73b0\uff0c\u5927\u8bed\u8a00\u6a21\u578b<\/mark>\u5373\u4fbf\u662f\u52a0\u5165 RAG \u4ee5\u540e\uff0c\u4f9d\u7136\u6709\u5927\u6982 30% \u5230 40% \u7684\u5e7b\u89c9\u7387\u3002<\/section>\n
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\u5728\u771f\u5b9e\u4e1a\u52a1\u51b3\u7b56\u573a\u666f\uff0c\u6311\u6218\u5c31\u66f4\u591a\u4e86\u3002\u4ee5\u91d1\u878d\u573a\u666f\u4e3a\u4f8b\uff0c\u65e0\u8bba\u662f\u7814\u62a5\u751f\u6210\uff0c\u8fd8\u662f\u533b\u7597\u95ee\u8bca\u7b49\u7b49\uff0c\u4e1a\u52a1\u4e0a\u90fd\u6709\u6bd4\u8f83\u4e25\u683c\u7684\u95ee\u9898\u89c4\u5212<\/mark>\u3001\u4fe1\u606f\u83b7\u53d6\u3001\u51b3\u7b56\u5efa\u8bae\uff0c\u751a\u81f3\u751f\u6210\u548c\u53cd\u9988\u7684\u8fc7\u7a0b\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u56e0\u4e3a\u5927\u8bed\u8a00\u6a21\u578b<\/mark>\u8fd8\u662f\u8981\u4e3a\u4eba\u7c7b\u670d\u52a1\uff0c\u5e94\u7528\u5728\u4e00\u4e2a\u4e2a\u5782\u76f4\u4e1a\u52a1\u573a\u666f\uff0c\u6bcf\u4e00\u7c7b\u90fd\u9700\u8981\u51c6\u786e\u7684\u51b3\u7b56\u8fc7\u7a0b\uff0c\u5982\u679c\u8fd9\u4e2a\u51b3\u7b56\u8fc7\u7a0b\u4e0d\u80fd\u5f97\u5230\u5f88\u597d\u7684\u63a7\u5236\u7684\u8bdd\uff0c\u5c31\u5f88\u96be\u771f\u6b63\u610f\u4e49\u4e0a\u7528\u5728\u5782\u76f4\u9886\u57df\u3002\u5728\u4e13\u4e1a\u6027\u7684\u77e5\u8bc6\u670d\u52a1\u573a\u666f\uff0c\u5927\u8bed\u8a00\u6a21\u578b<\/mark>\u670d\u52a1\u7684\u9996\u8981\u524d\u63d0\u662f\u77e5\u8bc6\u7cbe\u51c6\u3002\u8fd9\u5c31\u5305\u62ec\u77e5\u8bc6\u7684\u8fb9\u754c\u662f\u5b8c\u5907\u7684\uff0c\u77e5\u8bc6\u7684\u7ed3\u6784\u53ca\u8bed\u4e49\u6e05\u6670\u3001\u903b\u8f91<\/mark>\u4e25\u8c28\u3002\u53e6\u5916\uff0c\u5728\u5782\u76f4\u9886\u57df\u843d\u5730\uff0c\u4e5f\u4e00\u5b9a\u8981\u5bf9\u65f6\u95f4\u3001\u6570\u5b57\u548c\u903b\u8f91<\/mark>\u654f\u611f\uff0c\u65e0\u8bba\u8ba9\u5b83\u505a\u591a\u8df3\u63a8\u7406\uff0c\u8fd8\u662f\u903b\u8f91<\/mark>\u89c4\u5219\u6570\u5b57\u8ba1\u7b97\uff0c\u800c\u8fd9\u4e9b\u6070\u597d\u662f\u5927\u8bed\u8a00\u6a21\u578b<\/mark>\u6240\u4e0d\u64c5\u957f\u7684\uff0c\u5305\u62ec\u524d\u4e00\u6bb5\u65f6\u95f4\u70ed\u8bae\u7684 9.9 \u548c 9.12 \u6bd4\u5927\u5c0f\u7684\u4f8b\u5b50\u3002<\/section>\n
<\/section>\n
\u57fa\u4e8e\u6b64\uff0c\u6211\u4eec\u8ba4\u4e3a\u5728\u5782\u76f4\u9886\u57df\u843d\u5730\u7684\u65f6\u5019\uff0c\u5927\u8bed\u8a00\u6a21\u578b<\/mark>\u4e00\u5b9a\u786e\u4fdd\u4e13\u4e1a\u548c\u53ef\u4fe1\u3002\u53ef\u4fe1\u662f\u5927\u8bed\u8a00\u6a21\u578b<\/mark>\u771f\u6b63\u610f\u4e49\u4e0a\u843d\u5730\u7684\u524d\u63d0<\/strong>\u3002\u5982\u679c\u4e0d\u80fd\u4fdd\u8bc1\u53ef\u4fe1\uff0c\u6211\u4eec\u53ef\u80fd\u4e0d\u4f1a\u8fce\u6765\u771f\u6b63\u610f\u4e49\u4e0a\u7684 AGI \u7684\u53d8\u9769\u3002\u8fd9\u4e5f\u662f\u8682\u8681\u4e3a\u4ec0\u4e48\u8981\u505a\u77e5\u8bc6\u589e\u5f3a\u7684\u91cd\u8981\u539f\u56e0\u3002<\/section>\n
<\/section>\n
2\u3001KAG\uff1a\u4e13\u4e1a\u9886\u57df\u77e5\u8bc6\u589e\u5f3a\u5927\u6a21\u578b\u670d\u52a1\u6846\u67b6<\/strong><\/section>\n
<\/section>\n
\u5e94\u5bf9\u5927\u6a21\u578b\u5728\u771f\u5b9e\u5e94\u7528\u573a\u666f\u9047\u5230\u7684\u6311\u6218\uff0c\u8682\u8681\u7814\u53d1\u4e86\u57fa\u4e8e\u77e5\u8bc6\u589e\u5f3a\u5728\u5782\u76f4\u9886\u57df\u7684\u53ef\u63a7\u751f\u6210\u6846\u67b6 KAG\u3002<\/section>\n

<\/a><\/p>\n

KAG \u53ef\u63a7\u751f\u6210\u6846\u67b6\u662f\u57fa\u4e8e\u5f00\u6e90\u7cfb\u7edf OpenSPG \u5347\u7ea7\uff0c\u5e76\u4e14\u7ed3\u5408\u4e86\u8682\u8681\u81ea\u7814\u7684\u56fe\u6570\u636e\u5e93<\/mark> TuGraph-DB \u7684\u80fd\u529b<\/strong>\u3002TuGraph-DB \u4f5c\u4e3a KAG \u4e2d\u77e5\u8bc6\u56fe\u8c31<\/mark> SPG \u7684\u5e95\u5c42\u56fe\u5f15\u64ce\uff0c\u4e3a KAG \u63d0\u4f9b\u4e86\u9ad8\u6548\u7684\u77e5\u8bc6\u5b58\u50a8\u4e0e\u68c0\u7d22\u80fd\u529b\u3002KAG \u5c06\u62bd\u53d6\u7684\u77e5\u8bc6\u5b58\u50a8\u4e8e SPG \u4e2d\uff0c\u7531 TuGraph-DB \u63d0\u4f9b\u56fe\u5b58\u50a8\uff1b\u5728\u68c0\u7d22\u6d41\u7a0b\u4e2d\uff0cSPG \u901a\u8fc7 TuGraph-DB \u7684 Cypher \u63a5\u53e3\u68c0\u7d22\u4e0e\u7528\u6237\u63d0\u95ee\u76f8\u5173\u7684\u77e5\u8bc6\u4fe1\u606f\uff0c\u5e76\u5c06\u7ed3\u679c\u53cd\u9988\u7ed9\u5927\u6a21\u578b\u751f\u6210\u56de\u7b54\u3002<\/section>\n
<\/section>\n
KAG \u6846\u67b6\u9488\u5bf9\u5927\u8bed\u8a00\u6a21\u578b<\/mark>\u548c\u56fe\u8c31\u7684\u7ed3\u5408\u505a\u4e86\u4e94\u65b9\u9762\u7684\u589e\u5f3a\uff1a\u5206\u522b\u662f\u77e5\u8bc6\u8868\u793a\u7684\u589e\u5f3a\u3001\u56fe\u7ed3\u6784\u4e0e\u6587\u672c\u4e92\u7d22\u5f15\u3001\u7b26\u53f7\u5f15\u5bfc\u7684\u62c6\u89e3\u548c\u63a8\u7406\u3001\u57fa\u4e8e\u6982\u5ff5\u7684\u77e5\u8bc6\u5bf9\u9f50\u3001KAG Model\u3002\u5177\u4f53\u5305\u62ec\u4ee5\u4e0b\u5173\u952e\u80fd\u529b\uff1a<\/section>\n
<\/section>\n
1\uff09 KAG: LLMs \u53cb\u597d\u7684\u77e5\u8bc6\u8868\u793a<\/section>\n
<\/section>\n
\u4eca\u5e74\uff0c\u6211\u4eec\u5bf9\u8bed\u4e49\u8868\u793a\u8fdb\u884c\u4e86\u5347\u7ea7\uff0c\u65e8\u5728\u8fdb\u4e00\u6b65\u53d1\u5c55 OpenSPG \u9879\u76ee\uff0c\u63a8\u52a8\u77e5\u8bc6\u56fe\u8c31<\/mark>\u4ece\u9759\u6001\u4e8c\u5143\u7ed3\u6784\u5411\u591a\u5143\u52a8\u6001\u7ed3\u6784\u6301\u7eed\u5347\u7ea7\u3002\u901a\u8fc7\u539f\u59cb\u6587\u672c\u589e\u5f3a\u6df1\u5ea6\u4e0a\u4e0b\u6587\u611f\u77e5<\/mark>\uff0c\u6211\u4eec\u5b9e\u73b0\u4e86\u66f4\u4e30\u5bcc\u7684\u53ef\u89e3\u91ca\u6587\u672c\u7684\u77e5\u8bc6\u5173\u8054\uff0c\u5bf9\u5927\u8bed\u8a00\u6a21\u578b<\/mark>\u4e5f\u66f4\u53cb\u597d\uff0c\u540c\u65f6\uff0c\u53c2\u8003 DIKW \u5c42\u6b21\u8303\u5f0f\u5728\u540c\u4e00\u5b9e\u4f53\u7a7a\u95f4\u4e2d\u652f\u6301 Schema \u7ea6\u675f\u3001\u65e0\u6a21\u5f0f\u5efa\u6a21\u53ca\u6587\u672c\u7ed3\u6784\u7684\u5206\u5c42\u8868\u793a\u3002<\/section>\n

<\/a><\/p>\n

\u540c\u65f6\uff0c\u6211\u4eec\u63a2\u8ba8\u4e86 GraphRAG \u8303\u5f0f\u7684\u4e24\u79cd\u4e3b\u8981\u5b9e\u73b0\uff1a\u5fae\u8f6f\u7684 GraphRAG \u548c HippoRAG\u3002\u5c3d\u7ba1\u5fae\u8f6f\u7684 GraphRAG \u5728\u6458\u8981\u751f\u6210\u7c7b\u4efb\u52a1\u4e0a\u6709\u4e0d\u9519\u8868\u73b0\uff0c\u4f46\u5728\u4e8b\u5b9e\u95ee\u7b54\u51c6\u786e\u7387<\/mark>\u4e0a\u8868\u73b0\u4e0d\u4f73\u3002\u800c HippoRAG \u901a\u8fc7\u56fe\u7ed3\u6784\u6784\u5efa\u5012\u6392\u7d22\u5f15\uff0c\u663e\u8457\u63d0\u5347\u4e86\u6587\u6863\u53ec\u56de\u7684\u76f8\u5173\u6027\u548c\u4e8b\u5b9e\u95ee\u7b54\u7684\u51c6\u786e\u6027\u3002\u6211\u4eec\u7684\u76ee\u6807\u662f\u5728\u4e13\u4e1a\u9886\u57df\u5185\u5b9e\u73b0\u51c6\u786e\u7684\u4e8b\u5b9e\u6027\u56de\u7b54\u548c\u62a5\u544a\u751f\u6210\uff0c\u878d\u5408\u4e0d\u540c\u5c42\u7ea7\u77e5\u8bc6\u521b\u5efa\u4ece\u4e25\u683c\u5230\u5bbd\u677e\u7684\u51b3\u7b56\u8303\u5f0f\u3002<\/section>\n
<\/section>\n
2\uff09 \u4e92\u7d22\u5f15\uff1a\u7ed3\u6784\u5316\u77e5\u8bc6\u4e0e\u6587\u672c\u6570\u636e\u4e92\u7d22\u5f15\u7ed3\u6784<\/section>\n
<\/section>\n
\u6211\u4eec\u5c06\u539f\u6709\u7684 term-based \u5012\u6392\u7d22\u5f15\u5347\u7ea7\u4e3a graph-based \u5012\u6392\u7d22\u5f15\uff0c\u901a\u8fc7\u5f00\u653e\u4fe1\u606f\u62bd\u53d6<\/mark>\u83b7\u53d6\u539f\u59cb\u6587\u6863\u4e2d\u7684\u5173\u952e\u5143\u7d20\u548c\u63cf\u8ff0\u6027\u4fe1\u606f\uff0c\u8fdb\u884c\u6709\u6548\u7684\u8bed\u4e49\u5207\u5206\uff0c\u6700\u7ec8\u5f62\u6210\u4e00\u4e2a\u5305\u542b\u4e1a\u52a1\u5b9e\u4f53\u3001\u901a\u7528\u6982\u5ff5\u77e5\u8bc6\u548c\u6587\u672c\u5757\u7684\u56fe\u7ed3\u6784\u3002\u8fd9\u79cd\u7ed3\u6784\u4e0d\u4ec5\u4fbf\u4e8e\u904d\u5386\u548c\u68c0\u7d22\u6587\u672c\u5757\uff0c\u8fd8\u80fd\u6709\u6548\u5206\u6790\u6587\u6863\u95f4\u7684\u5173\u8054\u3002<\/section>\n

<\/a><\/p>\n

3\uff09 \u6df7\u5408\u63a8\u7406\uff1a\u7b26\u53f7\u51b3\u7b56\u3001\u5411\u91cf\u68c0\u7d22\u4e0e\u5927\u6a21\u578b\u6df7\u5408\u63a8\u7406<\/section>\n
<\/section>\n
\u6211\u4eec\u5728 KAG \u4e2d\u6784\u5efa\u4e86\u4e00\u4e2a\u6df7\u5408\u63a8\u7406\u5f15\u64ce\uff0c\u65e8\u5728\u89e3\u51b3\u77e5\u8bc6\u56fe\u8c31<\/mark>\u5728\u4e25\u8c28\u51b3\u7b56\u4e2d\u7684\u5e94\u7528\u95ee\u9898\u3002\u76ee\u6807\u662f\u5f00\u53d1\u4e00\u5957\u6280\u672f\u8303\u5f0f\uff0c\u652f\u6301\u590d\u6742\u63a8\u7406\u51b3\u7b56\u7684\u6267\u884c\uff0c\u540c\u65f6\u901a\u8fc7\u4fe1\u606f\u68c0\u7d22<\/mark>\u6765\u5f25\u8865\u77e5\u8bc6\u56fe\u8c31<\/mark>\u7684\u4e0d\u8db3\u3002<\/section>\n

<\/a><\/p>\n

\u8be5\u6846\u67b6\u91c7\u7528\u7b26\u53f7\u9a71\u52a8\u7684\u65b9\u6cd5\u751f\u6210\u903b\u8f91<\/mark>\u53ef\u6267\u884c\u7684\u67e5\u8be2<\/mark>\u8868\u8fbe\u5f0f\uff08Logic form Query\uff09\u3002\u901a\u8fc7\u56fe\u7ed3\u6784\u64cd\u4f5c\uff0c\u5229\u7528\u5206\u5c42\u77e5\u8bc6\u8fdb\u884c\u51b3\u7b56\uff1a\u5148\u5728\u903b\u8f91<\/mark>\u77e5\u8bc6\u5c42\u68c0\u7d22\uff0c\u82e5\u65e0\u89e3\u5219\u8f6c\u5411\u5f00\u653e\u4fe1\u606f\u5c42\uff0c\u518d\u901a\u8fc7\u5173\u8054\u6587\u6863\u68c0\u7d22\u63d0\u9ad8\u53ec\u56de\u7387\u548c\u51c6\u786e\u6027\u3002\u5728\u751f\u6210\u9636\u6bb5\uff0c\u6211\u4eec\u5e94\u7528 query-focused summary \u65b9\u6cd5\uff0c\u4ee5\u901a\u8fc7\u67e5\u8be2<\/mark>\u7ed3\u6784\u63d0\u53d6\u7b54\u6848\uff0c\u89e3\u51b3\u4f20\u7edf\u77e5\u8bc6\u56fe\u8c31<\/mark>\u4e0e\u7528\u6237\u67e5\u8be2<\/mark>\u7684\u7c92\u5ea6\u5339\u914d\u95ee\u9898\u3002\u540c\u65f6\uff0c\u57fa\u4e8e\u77e5\u8bc6\u56fe\u8c31<\/mark>\u7684\u53cd\u9988\u6709\u52a9\u4e8e\u6291\u5236\u8bed\u8a00\u6a21\u578b<\/mark>\u751f\u6210\u4e2d\u7684\u5e7b\u89c9\uff0c\u63d0\u9ad8\u51c6\u786e\u6027\u3002\u7cfb\u7edf\u5c06\u95ee\u9898\u62c6\u89e3\u4e3a\u903b\u8f91<\/mark>\u7b26\u53f7\u8868\u8fbe\uff0c\u53ef\u8f6c\u5316\u4e3a KGDSL \u6216 GQL\u3002\u6211\u4eec\u7684\u4e24\u9636\u6bb5\u89c4\u5212<\/mark>\u5305\u542b\u56fe\u8c31\u5b58\u50a8\u4e2d\u7684\u7cbe\u786e\u5339\u914d\u548c SPO \u5b50\u56fe\u68c0\u7d22\uff0c\u6700\u540e\u96c6\u6210\u77e5\u8bc6\u56fe\u8c31<\/mark>\u4ee5\u51cf\u8f7b\u5e7b\u89c9\u3002\u901a\u8fc7\u6587\u672c\u62bd\u53d6\u7684\u4e09\u5143\u7ec4\u6ce8\u5165\u8bed\u8a00\u6a21\u578b<\/mark>\uff0c\u5728\u751f\u6210\u65f6\u9075\u5faa\u7ed3\u6784\u8303\u5f0f\uff0c\u6709\u6548\u964d\u4f4e\u5e7b\u89c9\u7387\u3002\u8fd9\u79cd\u65b9\u6cd5\u5728\u5185\u90e8\u4e1a\u52a1\u4e2d\u5982\u533a\u57df\u98ce\u9669\u62a5\u544a\u751f\u6210\u4e2d\u5df2\u663e\u8457\u6539\u5584\uff0c\u6211\u4eec\u5c06\u7ee7\u7eed\u6df1\u5165\u63a2\u7d22\u8fd9\u4e00\u65b9\u5411\u3002<\/section>\n
<\/section>\n
4\uff09 \u8bed\u4e49\u5bf9\u9f50\uff1a\u5e73\u8861\u4fe1\u606f\u68c0\u7d22<\/mark>\u4e0e\u4e13\u4e1a\u51b3\u7b56<\/section>\n
<\/section>\n
\u95ee\u9898\u7684\u5173\u952e\u5728\u4e8e\u5982\u4f55\u6709\u6548\u6574\u5408\u4fe1\u606f\u68c0\u7d22<\/mark>\u548c\u4e13\u4e1a\u51b3\u7b56\u3002\u4fe1\u606f\u68c0\u7d22<\/mark>\u5141\u8bb8\u4e00\u5b9a\u7684\u9519\u8bef\u7387\uff0c\u800c\u4e13\u4e1a\u51b3\u7b56\u5bf9\u51c6\u786e\u6027\u8981\u6c42\u5219\u662f\u4e25\u683c\u7684\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u901a\u8fc7\u5f00\u653e\u4fe1\u606f\u62bd\u53d6<\/mark>\u6784\u5efa\u7ed3\u6784\u5316\u77e5\u8bc6\uff0c\u5e76\u5e94\u7528 schema \u7ea6\u675f\u4ee5\u63d0\u5347\u51b3\u7b56\u7684\u4e25\u8c28\u6027\u3002\u6b64\u5916\uff0c\u57fa\u4e8e\u6982\u5ff5\u7684\u8bed\u4e49\u5bf9\u9f50\u8ba9\u6211\u4eec\u80fd\u517c\u987e\u8fd9\u4e24\u8005\uff0c\u5f62\u6210\u4e00\u4e2a\u57fa\u4e8e SPG \u7684\u9886\u57df\u77e5\u8bc6\u56fe\u8c31<\/mark>\uff0c\u4ece\u800c\u6539\u5584\u4fe1\u606f\u68c0\u7d22<\/mark>\u548c\u4e13\u4e1a\u51b3\u7b56\u7684\u80fd\u529b\u3002<\/section>\n

<\/a><\/p>\n

\u6211\u4eec\u901a\u8fc7\u4f20\u7edf\u56fe\u8c31\u65b9\u6cd5\uff0c\u5982\u5b9e\u4f53\u94fe\u63a5<\/mark>\u548c\u6982\u5ff5\u5206\u5c42\u7b49\uff0c\u63d0\u5347\u4e86\u56fe\u7ed3\u6784\u7684\u7a20\u5bc6\u6027\u548c\u8bed\u4e49\u5b8c\u5907\u6027\u3002\u501f\u52a9\u4e0e\u6d59\u6c5f\u5927\u5b66\u7684\u00a0OpenKG\u00a0\u5408\u4f5c\uff0c\u63a8\u8fdb OneGraph \u9879\u76ee\uff0c\u6211\u4eec\u81f4\u529b\u4e8e\u901a\u8fc7\u589e\u5f3a\u77e5\u8bc6\u5bf9\u9f50\u80fd\u529b\uff0c\u964d\u4f4e\u6784\u5efa\u6210\u672c\u3002\u540c\u65f6\uff0c\u5728\u5782\u76f4\u9886\u57df\u7684\u63a2\u7d22\u4e2d\uff0c\u4f8b\u5982\u533b\u7597\u548c\u6cd5\u5f8b\u672f\u8bed\u7684\u5e94\u7528\uff0c\u6211\u4eec\u4f18\u5316\u4e86\u5f00\u653e\u62bd\u53d6\u7684\u6548\u7387\uff0c\u663e\u8457\u63d0\u5347\u4e86\u4e0e\u9886\u57df\u77e5\u8bc6\u7684\u5bf9\u9f50\u51c6\u786e\u6027\u3002\u6211\u4eec\u7684\u6846\u67b6\u5728\u901a\u7528\u6570\u636e\u96c6\u4e0a\u8f83\u73b0\u6709 SOTA \u7684 F1 \u63d0\u9ad8\u4e86 10-20 \u4e2a\u767e\u5206\u70b9\uff0c\u5e76\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u6bd4\u5982\u653f\u52a1\u548c\u533b\u7597\u95ee\u7b54\u573a\u666f\uff0c\u53d6\u5f97\u4e86\u663e\u8457\u7684\u7cbe\u5ea6\u63d0\u5347\uff0c\u8868\u660e\u5176\u5728\u4e13\u4e1a\u51b3\u7b56\u4e2d\u7684\u6709\u6548\u6027\u3002<\/section>\n
<\/section>\n
5\uff09 KAG \u6a21\u578b\uff1a\u5b9a\u4e49 LLMs \u4e0e KGs \u4e4b\u95f4\u7684\u534f\u540c\u4efb\u52a1<\/section>\n
<\/section>\n
KAG \u6a21\u578b\u65e8\u5728\u964d\u4f4e\u5927\u578b\u8bed\u8a00\u6a21\u578b<\/mark>\uff08LLMs\uff09\u4e0e\u77e5\u8bc6\u56fe\u8c31<\/mark>\uff08KGs\uff09\u7ed3\u5408\u7684\u6210\u672c\uff0c\u5229\u7528\u6307\u4ee4\u5408\u6210\u6280\u672f\u4f7f\u8f83\u5c0f\u6a21\u578b\u5728\u6027\u80fd\u4e0a\u63a5\u8fd1\u66f4\u5927\u6a21\u578b\u3002\u6211\u4eec\u5bf9 LLMs \u548c KGs \u7684\u80fd\u529b\u8fdb\u884c\u5bf9\u9f50\uff0c\u5f3a\u8c03\u81ea\u7136\u8bed\u8a00\u7406\u89e3<\/mark>\u3001\u63a8\u7406\u548c\u751f\u6210\u80fd\u529b\uff0c\u786e\u4fdd\u4ece\u6587\u672c\u4e2d\u63d0\u53d6\u7ed3\u6784\u5316\u4fe1\u606f\u5e76\u63d0\u5347\u77e5\u8bc6\u878d\u5408\u6548\u7387\u3002\u7ed3\u6784\u5316\u3001\u8bed\u4e49\u5316\u7684\u77e5\u8bc6\u56fe\u8c31<\/mark>\u548c\u539f\u59cb\u6587\u6863\u4e4b\u95f4\u5f62\u6210\u4e86\u826f\u597d\u7684\u53cc\u5411\u6620\u5c04<\/mark>\uff0c\u4ece\u6587\u672c\u5230\u56fe\u8c31\u5219\u662f\u523b\u753b\u6587\u672c\u5185\u7684\u5173\u952e\u4fe1\u606f\u548c\u7b26\u53f7\u7ed3\u6784\uff0c\u4ece\u56fe\u8c31\u5230\u6587\u672c\u5219\u662f\u63cf\u8ff0\u6587\u672c\u751f\u6210<\/mark>\u4e2d\u6240\u5fc5\u987b\u6ee1\u8db3\u7684\u77e5\u8bc6\u548c\u903b\u8f91<\/mark>\u7ea6\u675f\u3002<\/section>\n

<\/a><\/p>\n

\u4e3a\u6784\u5efa\u77e5\u8bc6\u56fe\u8c31<\/mark>\uff0c\u6211\u4eec\u6ce8\u91cd\u77e5\u8bc6\u70b9\u7684\u6587\u672c\u53ef\u89e3\u91ca\u6027\uff0c\u8981\u6c42\u9644\u5e26\u63cf\u8ff0\u4fe1\u606f\u3001\u5173\u8054\u539f\u59cb\u6587\u672c\u6bb5\uff0c \u907f\u514d\u4ec5\u53ea\u6709\u539f\u59cb\u8bcd\u6761\u3002\u77e5\u8bc6\u56fe\u8c31<\/mark>\u7684\u7ed3\u6784\u5316\u7279\u6027\u6709\u52a9\u4e8e\u751f\u6210\u9ad8\u8d28\u91cf\u6307\u4ee4\uff0c\u901a\u8fc7\u903b\u8f91<\/mark>\u62c6\u89e3\u548c\u8bed\u4e49\u5173\u7cfb\u5408\u6210\u63d0\u5347\u5927\u8bed\u8a00\u6a21\u578b<\/mark>\u7684\u81ea\u7136\u8bed\u8a00\u7406\u89e3<\/mark>\u548c\u63a8\u7406\u80fd\u529b\u3002\u6b64\u5916\uff0c\u6307\u4ee4\u7684\u5408\u6210\u548c\u8bed\u4e49\u5bf9\u9f50\u4f7f\u5c0f\u53c2\u6570<\/mark>\u91cf\u6a21\u578b\u8fbe\u5230\u63a5\u8fd1\u6216\u8d85\u8d8a\u66f4\u5927\u53c2\u6570<\/mark>\u6a21\u578b\u7684\u6548\u679c\uff0c\u540c\u65f6\u5927\u5e45\u63d0\u5347\u6027\u80fd\u3002\u5b9e\u8df5\u4e2d\u53d1\u73b0\u56fe\u8c31\u6307\u4ee4\u5408\u6210\u5fae\u8c03\u540e\u7684\u5c0f\u6a21\u578b\u5728\u6982\u5ff5\u8865\u5168\u3001\u4fe1\u606f\u62bd\u53d6<\/mark>\u7b49\u56fe\u8c31\u4e13\u7528\u4efb\u52a1\u4e0a\u7684\u51c6\u786e\u7387<\/mark>\u5747\u9ad8\u4e8e\u66f4\u5927\u53c2\u6570<\/mark>\u6a21\u578b\u3002<\/section>\n
<\/section>\n
3. KAG \u5728\u5782\u76f4\u9886\u57df\u7684\u5178\u578b\u5e94\u7528<\/strong><\/section>\n
<\/section>\n
\u4eca\u5e74\u4ee5\u6765\uff0c\u6211\u4eec\u5728\u4e1a\u52a1\u5e94\u7528\u4e2d\u4e0d\u65ad\u5b8c\u5584 KAG \u6846\u67b6\u3002\u5728\u652f\u4ed8\u5b9d AI \u751f\u6d3b\u7ba1\u5bb6 \u201c\u652f\u5c0f\u5b9d\u201d \u7684\u70ed\u70b9\u4e8b\u4ef6\u529f\u80fd\u3001\u653f\u52a1\u6c11\u751f\u573a\u666f\uff0c\u4ee5\u53ca\u7814\u62a5\u751f\u6210\u7c7b\u4efb\u52a1\uff0cKAG \u90fd\u80fd\u591f\u751f\u6210\u903b\u8f91<\/mark>\u4e0a\u66f4\u4e3a\u51c6\u786e\u7684\u5185\u5bb9\u3002\u6b64\u5916\uff0c\u652f\u4ed8\u5b9d\u4eca\u5e74\u5728\u653f\u52a1\u529e\u4e8b\u548c\u533b\u7597\u5065\u5eb7\u4e24\u4e2a\u91cd\u8981\u529f\u80fd\u5347\u7ea7\u4e2d\u4e5f\u5e94\u7528\u4e86\u77e5\u8bc6\u56fe\u8c31<\/mark>\u6280\u672f\u3002\u4f8b\u5982\uff0c\u201c\u53bb\u533b\u9662\u9488\u7078\u80fd\u5426\u62a5\u9500\uff1f\u201d \u8fd9\u4e00\u95ee\u9898\u5305\u542b\u4e86\u7279\u5b9a\u6761\u4ef6\uff0c\u800c\u5e26\u6709\u6761\u4ef6\u7684\u68c0\u7d22\u662f\u4f20\u7edf\u641c\u7d22\u5f15\u64ce\u6216\u5411\u91cf\u8ba1\u7b97\u6240\u4e0d\u5177\u5907\u7684\u529f\u80fd\u3002\u901a\u8fc7\u77e5\u8bc6\u56fe\u8c31<\/mark>\u7684\u65b9\u5f0f\uff0c\u6211\u4eec\u53ef\u4ee5\u66f4\u6709\u6548\u5730\u627e\u5230\u76f8\u5173\u77e5\u8bc6\u5e76\u751f\u6210\u66f4\u52a0\u5b8c\u5907\u7684\u56de\u7b54\u3002<\/section>\n
<\/section>\n
\u8fd1\u671f\uff0c\u8682\u8681\u5c06\u53d1\u5e03 KAG \u7684\u6574\u4f53\u6280\u672f\u62a5\u544a\u3002\u6211\u4eec\u5e0c\u671b\u771f\u6b63\u878d\u5408\u77e5\u8bc6\u56fe\u8c31<\/mark>\u7684\u7b26\u53f7\u8ba1\u7b97\u548c\u5411\u91cf\u68c0\u7d22\u7684\u4f18\u52bf\uff0c\u56e0\u4e3a\u5b83\u4eec\u5728\u5f88\u591a\u65b9\u9762\u662f\u4e92\u8865\u7684\u3002\u540c\u65f6\uff0c\u5229\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b<\/mark>\u7684\u7406\u89e3\u548c\u751f\u6210\u80fd\u529b\uff0c\u6784\u5efa\u4e00\u4e2a\u77e5\u8bc6\u589e\u5f3a\u7684\u5927\u8bed\u8a00\u6a21\u578b<\/mark>\u751f\u6210\u7cfb\u7edf\u3002<\/section>\n

<\/a><\/p>\n

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<\/section>\n
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