. . . . "An Enhanced Prompt-Based LLM Reasoning Scheme via Knowledge Graph-Integrated Collaboration" . . . . . . . . . . . . . . . . . . "Chain-of-Thought Prompting" . . "DECAF" . . "GreaseLM" . . "HGNet" . . "IO Propting" . . "KAPING" . . . "This method proposes a training-free collaborative reasoning scheme where LLMs act as agents to iteratively explore KGs, retrieve task-relevant subgraphs, and then combine their inherent implicit knowledge with explicit KG knowledge for step-by-step, transparent reasoning. This synergistic approach aims to enhance LLM reasoning capabilities and interpretability by actively integrating KG interaction into the reasoning process." . "KG-Integrated Collaboration Scheme" . . . "NSM" . . "PullNet" . . "RACo" . . "Retrieval-Augmented Generation" . . "SPARQL-QA" . . "T5 for CBQA" . . "UNICORN" . . "VERA" . . . "2026-02-26T15:56:57.863Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2402.04978" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "CSPGOZAB2Q9Jpa9tUvNYmWw653VyWMF0aw93/41gbYKNOogv1nS3gjTXwxXeGVlpEikpIlpVdMfuMAq280eilKEbl80MMWSjU1kNEGCfb1w9PyqciCw0uiqaXQS3gwb6KzkEVKE1HqlXaw9hUDZaSpjfwDeBu+hULiTdKrcFxWPahojS+DQVONxg2q2/F16ghoTUyitncuQnSGsZXeG0WconyaGuEgDD5bEkhPar8D1E3LCyfO6WFpwaE/MgbbGzYLrB+v3KCPKdzTfiQi2u/OYerlvP6VHJJra1mDBE7xVowk1aaFBsNo5qAqPp32VNNIAleXb84cxhovQwbV8VkA==" . . .