. . . . "Graph-constrained Reasoning: Faithful Reasoning on Knowledge Graphs with Large Language Models" . . . . . . . . . . . . . . . . "Debate on Graph" . . "EffiQA" . . "EWEK-QA" . . "GFM-RAG" . . "GNN-RAG" . . "GNN-RAG+RA" . . . "GCR is a novel framework that bridges structured knowledge in KGs with unstructured reasoning in LLMs to eliminate hallucinations and ensure faithful reasoning. It integrates KG structure into the LLM decoding process via a KG-Trie, leverages a lightweight KG-specialized LLM for graph-constrained decoding to generate paths, and a powerful general LLM for inductive reasoning over multiple generated paths. This approach deeply combines LLM and KG reasoning capabilities." . "Graph-constrained Reasoning (GCR)" . . . "KD-CoT" . . "Plan-on-Graph" . . "RoG" . . "StructGPT" . . "SymAgent" . . "ToG" . . . "2026-02-26T15:39:45.569Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2410.13080" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "hRoS4keA+iPLvnPI9Ys43Lp/yZYhLDa8xANXI11TMLLZDqSy40tM7SMkkYYHwj2ojlb9JCE6KklzGm1Xl37PvRKVmQkdpiuJV6Baj6gdZ5GJdQyvfPtZXQZ+aA6tY7CZ51FwD2lxEBYcytlRzawLcLUfyEYgtB21RdXV4XIJbYkn920cuCNFys15s2jOBiDOY+Tuu6I8+mewBvpDJi03YNUJz6jrcWsfbCF4DaFSWd9h2wj079CROK7sYG6KNCFnDHv64w8EGhPKlh6n0qrclSx2413hTRM2DDpvNiLrF0w5hDJYzuKAfVpp7ghiZxDDW9ZjqXFwbyEJUFJ584Xy8A==" . . .