. . . . "EPERM: An Evidence Path Enhanced Reasoning Model for Knowledge Graph Question and Answering" . . . . . . . . . . . . . . . . . . . . . . . . "BAMnet" . . "BeamQA" . . "ChatGPT+CoT" . . "EmbedKGQA" . . . "EPERM is a three-stage framework that reformulates KGQA as a probabilistic graphical model for enhanced reasoning. It uses fine-tuned LLMs as agents to interact with KGs in stages: subgraph retrieval, evidence path finding (generating and scoring weighted plans/paths), and final answer prediction. This unified approach combines LLM capabilities with KG structural information for faithful reasoning, representing a synergized model for effective reasoning." . "Evidence Path Enhanced Reasoning Model (EPERM)" . . . "EPR+NSM" . . "GraftNet" . . "GrailQA Ranking" . . "KD-CoT" . . "KGT5" . . "KV-Mem" . . "LLaMA2-Chat-7B" . . "NSM" . . "PullNet" . . "RoG" . . "SR+NSM" . . "SR+NSM+E2E" . . "StructGPT" . . "ToG+ChatGPT" . . "TransferNet" . . "UniKGQA" . . . "2026-02-26T16:33:06.998Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2502.16171" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "qe5FlCsvdgg4IiSPZzzuxvyf7DDF1/foAfufsA4bj+KfeqZFpEB8i2C84K9pEZrzpkBmz5zoMzyQiL1na6z0Q4isj+o3bTjtQuZA6FRZArSfj7OBEx+EWyDX82FkEmum9wOBF3tzR5gU5v/zxfbWFVzqxAfCe6VSUlG83z9lsGtzIzNHAIH1BL6ORI/8ykBWbL5lvFViNQM5rgdVD1bXk6JCh3D6M29EMlhSI41dlxxbUgN6symQwsAbgvGjb4evzz1ukoEUym8LjRDdb0rz30PE6aIxV0f6AeT6bainf8dy7FKvflQs15a2fZiXwBf90+gXQ1G20P25TwxqXVcCgA==" . . .