. . . . "Paths-over-Graph: Knowledge Graph Empowered Large Language Model Reasoning" . . . . . . . . . . . . . . . . . . . . . "Auto-CoT" . . "Chain-of-Knowledge (CoK)" . . "Chain-of-Thought (CoT)" . . "CoT-SC" . . "Complex-CoT" . . "Graph of Thought (GoT)" . . "IO (Input-Output Prompting)" . . "KAPING" . . "KG-GPT" . . "MindMap" . . "https://github.com/SteveTANTAN/PoG"^^ . . "PoG is a novel method that enhances LLM reasoning by integrating knowledge reasoning paths from KGs during the inference stage. It tackles multi-hop and multi-entity questions through dynamic multi-hop path exploration and efficient pruning techniques, allowing LLMs to access factual knowledge for more faithful and interpretable outputs without retraining. The primary goal is to improve LLM reasoning performance for knowledge-intensive tasks like KGQA." . "Paths-over-Graph (PoG)" . . . . "PoG-E is an introduced variant of PoG, designed to evaluate the impact of graph structure on KG-based LLM reasoning. It operates by randomly selecting one relation from each edge in the clustered question subgraph during the path exploration, making it a specific approach within the KGEnhancedLLMInference category to study the effect of structural information on LLM performance." . "Paths-over-Graph (PoG-E)" . . . "ReAct" . . "Reasoning-over-Graph (RoG)" . . "Self-Consistency (SC)" . . "ToG" . . "Tree of Thought (ToT)" . . "Zero-Shot CoT" . . . "2026-02-26T15:29:27.334Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2410.14211" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "DttBAAAa5+snC4v+Gy1mvDDUnzYZml4sL3QzVO0HdTNM9/9rmaWrrjHA35iLbIMgKSeAbR8Rzflv8jTLvR0kmDUXkgjDOwoitneCRZk+GcaQWVNr83cyH7FeRZQ8zhATT9wCQtePKAEhTLZS8/YLgjy7qd/jhDnsXaIGxQc6FXSrpkjYJSrG+5GOl+ukeK3Kj8YqT1T1GBBV6WaiKQmlQCy15PzTsSWM3K2qV5+lOQzRZRtUBWAZTAsYSw642KQFMxH+Jkm+1GguderH/x4tjHWt1WyMb5NWxE55JGKpNRsPzFssz3vxoX50sBJrd+rE1tEofvJlqLvO/JEgzXH8Vg==" . . .