. . . . "medIKAL: Integrating Knowledge Graphs as Assistants of LLMs for Enhanced Clinical Diagnosis on EMRs" . . . . . . . . . . . . . . . . . "Bidirectional Attention-enhanced Graph Neural Network" . . "Chain-of-Thought" . . "DR.KNOWS" . . "Graph Chain-of-Thought" . . "HyKGE" . . "ICP" . . "KG-rank" . . . "The medIKAL framework integrates LLMs and KGs through a multi-step collaborative reasoning process. It begins by allowing LLMs to perform an initial diagnosis, whose results are then merged with KG search outcomes using a residual network-like approach. The KG further refines candidate diseases via path-based reranking, and its knowledge is specifically reconstructed into a semi-structured format. Finally, LLMs engage in collaborative reasoning with this reconstructed KG knowledge using a fill-in-the-blank prompt, thereby combining the strengths of both systems for enhanced clinical diagnosis." . "medIKAL" . . . "MindMap" . . "RAM-EHR" . . "REALM" . . "Self-Consistency with Chain-of-Thought" . . "ToG" . . "Tree-of-Thought" . . . "2026-02-26T16:01:42.825Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2406.14326" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "HD7EcoFvrSWldH1Mk8pPuNNW03Y68+qVxMPd4Dlq0B+PZRretBRgc2yQqLkBTup8OHm8Ml/modbSFAXKonaYM4p1RWphzsocuthdLd75MwurykebaSACQnzX+A4LxiFbmmCaB00+Uml1wt9JmhMTZWoCHub6TUBnKTo0+s/lVEemSqlTJDrMlFjeglx2VXMGxmVftAdEhTcQT8ugjm79KvoOpdcGfiJ9M1WGgB9Q704wHi9geGIMS5iVXzZL41Kr6x4YRSNUhqZw+aD0uDHCrD3xyoKlpIOoTT5cpR2eeU5reIgHC7fTjOSwoKhMg31Ujkxc2CxarM/st/HxJ+t0PQ==" . . .