. . . . "LightPROF: A Lightweight Reasoning Framework for Large Language Model on Knowledge Graph" . . . . . . . . . . . . . . . . "AgentBench" . . "EmbedKGQA" . . "GraftNet" . . "KGT5" . . "KnowledgeNavigator" . . "KV-Mem" . . . "LightPROF is a Retrieve-Embed-Reason framework that uses a Knowledge Adapter to encode both textual and structural information from Knowledge Graphs into LLM-friendly soft prompts. These prompts are injected during the LLM's inference stage to enhance its reasoning capabilities on KGQA tasks, particularly for small-scale LLMs, without retraining the LLM itself. This approach directly improves LLM performance during inference through KG integration." . "LightPROF" . . . "NSM" . . "PullNet" . . "StructGPT" . . "ToG" . . "TransferNet" . . "UniKGQA" . . . "2026-02-26T15:26:05.569Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2504.03137" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "ecUN6smIxWzsVw9WH0/6/YYpSN/v7KKaYZ6RXircNaphH5RPZ8yoA+WTnRaJUV1mpL9uxLlSEq2nKOZCPGmdcq3p/YI3WdDKpEpiTyjr97flB000Xgi4LostN7hXqPEww88gWzXK7xiKz14WSoVAyx3UwEJp55LS+aZX6B58TMAqLOsmwF8KAR3ll+JSr4VxJXrTKOX0KarBQTsSSgwPLwyHS3KL31NXKX69gmNMfd0nEiBVLnyyQ16qombYLBFEX+g/hMlcz5eE+nriexsIpqkgfk6rqvmcczu7n2fFrVl1dlZhsWubn2YgcaMHNYlrtCi+IIPlxE2R6MRuiuZv9w==" . . .