. . . . "Memory-augmented Query Reconstruction for LLM-based Knowledge Graph Reasoning" . . . . . . . . . . "Llama2-7b zero-shot" . . "Llama3-8b" . . . "MemQ is an LLM-based framework designed to improve Knowledge Graph Question Answering (KGQA). It enhances the LLM's reasoning capabilities by decoupling it from direct tool invocation using a query memory built by an LLM, natural language reasoning steps, and a query reconstruction strategy. The method explicitly aims to improve the LLM's performance on the KGQA task." . "Memory-augmented Query Reconstruction for LLM-based Knowledge Graph Reasoning (MemQ)" . . . "Qwen2.5-7b" . . "Reasoning on Graphs (RoG)" . . "ToG" . . "Vicuna-7b" . . . "2026-02-26T15:47:52.725Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2503.05193" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "C63heZ2qFzxom1YStPKVoPbRcDAX07aLSVKV2fPfQKFkHI46FSFEE0FodUDDfEhUK/8psH+kghcxPB5TeuUQfbuVBl0zwVEwk0vAMQTAWSHbnCf2xGJEYHN/kpjHKPImHQPwBU8MRwgExhokHsDCVFvyp6O/368pITa6JSmjJ73SDOyw5lDe9OAsaCWnMdAtFoUPeLFvL6cCIRMtPRaV4MYs0Sfh9BiJ2U9uVE/U5CwypeGwHCCNgzqK4zzqZPf8n6pJui6+6FembDjjEuzlAPnNWyGRqhE4t3LSxnosra29mWQjBBTOMOwxnFeno/ZQkfjGRsv5Z/GNELvtjAHVwA==" . . .