. . . . "Knowledge Graph-Infused Fine-Tuning for Structured Reasoning in Large Language Models" . . . . . . . "DRAGON" . . "KGLM" . . "KG-SFT" . . . "This method proposes a fine-tuning algorithm framework that injects knowledge graph information into large language models during the fine-tuning stage. It uses a GNN to encode KG information, a fusion mechanism to combine KG embeddings with LLM representations, a gating mechanism to balance contributions, and a joint loss function. The primary goal is to improve the LLM's knowledge expression and structured reasoning capabilities." . "Knowledge Graph-Infused Fine-Tuning Framework" . . . . "2026-02-26T16:16:12.924Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2508.14427" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "o0d0pn/9AE+ewAl8X+ZfmcFHzi8/fZiPy13K7SlNZd6QKP/3EJzFZpyY8uIbtvgvk01hLu8K+qd73vSdYgrizQrIEfXlk718F2A29jSRGFdnmz76syGd83r+eLQPY+h1zUgD5RzGDPZ6lhsMu+W11jAznr55RNK1c5ewJm17w76b/LqUcV9EmMWCDXVKzQ2rIcsj2g+v3nO22JBve+HvTzDB69fCqUQF+YMdEpzxh8HtQkuprdqvZdNOfDqaVcDgiGN5Vm8UBcr50XHTG6w8lJkyH3C5w64/7z+yxACoRK9VkNtdB4t+rlIPKPdNzZHDD9jFfxkXMcV3Cj/qV8yFkA==" . . .