. . . . "KG-RAG: Bridging the Gap Between Knowledge and Creativity" . . . . . . . . "This novel retrieval algorithm leverages LLM reasoning for planning, executing, and evaluating sequential traversals through a Knowledge Graph. The LLM acts as an agent, actively interacting with the KG to identify relevant nodes and relationships, which directly exemplifies synergized reasoning between LLMs and KGs." . "Chain of Explorations" . . . "Embedding-RAG" . . . "This overarching framework is designed to enhance Large Language Model Agents (LMAs) during the inference stage. It integrates Knowledge Graphs (KGs) to provide structured external knowledge, aiming to reduce hallucinations and improve performance on knowledge-intensive Question Answering tasks." . "KG-RAG pipeline" . . . . "This method introduces a novel, recursive structure for representing complex and nested relationships within a Knowledge Graph. An LLM is explicitly used in a few-shot learning approach to extract these hypernodes from unstructured text, thus synergizing LLM capabilities with KG structure to enhance knowledge representation." . "Triple hypernodes" . . . . "2026-02-26T16:11:22.268Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2405.12035" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "HrC8GRsHnpSenZIt/Q5ix9qAtvnTwHJWZRpkTsBrKO9jxWfY52KIoqwRQM0glrODFDivp7szvpFcQqfhqsZVQNaSPpbGJ9IAVjP0Tb5S2IMI8l7evPHAzTi6yvgjdIuEUsin7WVff4RjJ6vo4q4ADgM+OIvS7fiwIR3R6sEsxWxGWxtbBBv6cfVKKxHA+LTZIF7IW6NmWwdPP2GRJm8hzo2smdDOFDdNhdSmG349bkMu2GzId4m48uK1EKHduxy0xrtMtStBFJcyQVQ+3+HMMj5ktQceCnZwnd79+TFzgAnmDH/g9QBoSFig9fyBtU28tp6M8z7ZNmYE8lJe5wZCOg==" . . .