. . . . "Dual Reasoning: A GNN-LLM Collaborative Framework for Knowledge Graph Question Answering" . . . . . . . . . . . . . . . . . . . . . "Chain-of-Thought (CoT)" . . . "DualR is a novel framework that integrates a GNN-based module for explicit graph reasoning (System 2) with an LLM for knowledge-enhanced answer determination (System 1) in KGQA. It features an LLM-empowered GNN for semantic-aware knowledge exploration and refines extracted reasoning chains into a prompt to guide a frozen LLM, creating a synergistic reasoning process." . "Dual-Reasoning (DualR)" . . . "EmbedKGQA" . . "GNN-RAG" . . "GraftNet" . . "GreaseLM" . . "KAPING" . . "KB-Binder" . . "KD-CoT" . . "KV-Mem" . . "NSM" . . "QA-GNN" . . "RoG" . . "SR+NSM" . . "StructGPT" . . "ToG" . . "Tree-of-Thought (ToT)" . . "UniKGQA" . . . "2026-02-26T16:05:45.307Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2406.01145" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "e2YaMrIFJPfYRzly3WoM0RmxJX2vWZ8YJFKt4+yopfARtfKKLsDFG9jZv3xk4/ikCTyVKQYBXJKNI6smAKY4QFkMAsxYL3HKFbhmOWEeEp4W0CGId0hl7+WLIPHdeqMe63ch/4np5aJXm8hyU1FFkRzNrUq1Pur6NP2d4tpUGGBb4BJ1Ndgy7t5k7O3PIMHeXLx/B5RYHFG/f6idsNoR/daeFJC8G/I0x4k1/rs9Q5EqRYmtcTm8kg/tqBqjTM6mlfsMOx+mze49gopyp5SDa1PyStWjKo05ThTAq9A9PncNTYHtyTuWE2ECaAnqHE59Z9Z89lnh9tXaONtO4ocaCQ==" . . .