. . . . "Efficient Knowledge Infusion via KG-LLM Alignment" . . . . . . . . . . . . . "AutoKG" . . "ChainRAG" . . "Continual pre-training" . . . "This method describes an LLM-based workflow for efficiently constructing domain-specific knowledge graphs. It involves fine-tuning an LLM for knowledge triples extraction from unsupervised corpora, followed by post-processing for error removal and entity resolution. This directly addresses the problem of knowledge mismatch by building a tailored KG." . "Efficient construction of domain KGs" . . . . "ELPF is a modular, three-stage KG-LLM alignment framework designed to enhance LLM's capability to utilize KG information and reduce hallucinations. It includes K-LoRA for pre-learning KG infusion and domain linguistic style, supervised fine-tuning with KG retrieval, and Alignment with Knowledge Graph Feedback (AKGF) where KGs act as automated evaluators for DPO-based fine-tuning. The framework synergizes LLMs and KGs to improve reasoning and factual correctness." . "Enhanced LLM with Knowledge Pre-learning and Feedback (ELPF)" . . . "GAP" . . "LoRA-based SFT" . . "PiVe" . . "RAG" . . "WebBrain" . . . "2026-02-26T15:55:58.094Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2406.03746" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "nyZ/k6RXuZhNLuRq0jPEnKJt5FWlDcsXgcCxcF0U7n4Jn8Z8abYLKW/hIzYba5e2Qq5PcWMAn/9uKwgjvnZFJdDlBx0IziZvfNYG/xnfE41QV4jKHrsNktPtt82DpNBrDljJ3SFHO4yIAXUPu4ZVWOzP2eaAfZnPFdey/H2Ku3s18DvLs9YBz9dvcKwuOGbpLGsIeBqVB4XGM0S4FIvYquyIfBzNrJnliTtHC4bKvciQcyzOSOPpSSquRux5/Wds2RhC1h4PGnIcpHsR6iaV3/u1cI240WnhBFz1GmPF5y1HiATKvbFglTKHyFltssR5oByCLWCEYf/Kox1/ZghAWQ==" . . .