. . . . "Graph-Augmented Reasoning: Evolving Step-by-Step Knowledge Graph Retrieval for LLM Reasoning" . . . . . . . . . "Chain-of-Thought (CoT) prompting" . . . "KG-RAR is a novel iterative retrieve-refine-reason framework that deeply integrates step-by-step KG retrieval into an LLM's multi-step reasoning process. It features process-oriented KG construction, hierarchical retrieval, and a Post-Retrieval Processing and Reward Model (PRP-RM) with role-based prompting, enabling LLMs to act as agents interacting with KGs for guided reasoning and verification. This framework represents a unified, synergistic approach where LLMs and KGs mutually enhance the reasoning process." . "KG-RAR" . . . "Math-Shepherd-PRM-7B" . . "RLHFlow-ORM-Deepseek-8B" . . "RLHFlow-PRM-Deepseek-8B" . . "Unstructured RAG (PRM800K)" . . . "2026-02-26T15:43:51.907Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2503.01642" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "aPow4CsqhYEZDplgLOZZju9ozze7zzTKVIm7W/heDovLsd15TOFC8pWPVfaxfoFGc85zRtNOR69CzgUADZ+iELLCTiyX6XYzggvZb3Db/GOdpiRfnKJllpfqBwCRV8KA8my1Euk6u3xUZg+JA49NvIQR5aO8o6JwPuFQ4Snj+7tSt7xem51SvooS+xgZYh9YI774hKP5mtm8/fV5jKebtqDZcykuHYpyUZhrCUvwyuigitkTjEeJFysiTSrFNEJBKDsQy3vV+I4ZIxM7gvlsufoZzqgdR0hbNQgtDIlbxqRysruO2tuHaFlSJn5xY6tBxcnpCkAZ5YfosuAfWspMiw==" . . .