. . . . "Knowledge-Guided Large Language Model for Automatic Pediatric Dental Record Understanding and Safe Antibiotic Recommendation" . . . . . . . . "BioGPT" . . "ClinicalBERT" . . . "The KG-LLM proposes a hybrid architecture that explicitly fuses the LLM's semantic representation with knowledge-grounded embeddings from a pediatric dental knowledge graph using a learnable gating parameter. This creates a blended representation, aligning with 'SynergizedKnowledgeRepresentation' by effectively combining knowledge from both sources to enhance record understanding and safe antibiotic recommendations." . "Knowledge-Guided Large Language Model (KG-LLM)" . . . "Llama-2 Clinical" . . "Med-PaLM 2" . . . "2026-02-26T16:33:20.279Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2512.09127" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "iqfik8ljlQ6JwWPvOM7RKCBwPeCbdbEUs4XUg8Y5GhaX2YsyNYmCExDiA7cFuTvFIA2oOryVQnUikxfkcdVt9lvnn7ArCcJCIySYcLyEp/gJzsts4D/4yfSSbbuiUCirI6jqqBW7glU/PYzDRvbPLEy+snCwzs5w1l29mfbSWJ+t7wvAtN2Q2SPmL4M7ju7M6QG57JCMKNm28+3QTRQdLAjSSggSO9dWrHt2wtAm7oSttUceMDNdB6OsD3z5QF/8CmS/O5gi987lZkXMO7cbZxHDuS64BKbLsvagsCCxhWVESuULZ2QEI+GZZmK+bUgDITql6WCvFh6wXRfsXDm7Jg==" . . .