. . . . "Harnessing Large Language Models for Knowledge Graph Question Answering via Adaptive Multi-Aspect Retrieval-Augmentation" . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . "AMAR enhances LLMs' reasoning and factual output for KGQA by adaptively retrieving multi-aspect knowledge (entities, relations, subgraphs) from KGs, processing it through self-alignment and relevance gating modules, and converting it into prompt embeddings for the LLM during inference. This specifically aims to improve the LLM's ability to answer complex questions by providing accurate and filtered external knowledge at inference time, addressing hallucination and outdated knowledge issues." . "Adaptive Multi-Aspect Retrieval-augmented over KGs (AMAR) framework" . . . "BM25" . . "CBR-KBQA" . . "ChatKBQA" . . "DecAF" . . "ELQ" . . "EmbedKGQA" . . "FACC1" . . "FC-KBQA" . . "FiDeLiS" . . "G-Retriever" . . "GMT-KBQA" . . "GraftNet" . . "KD-CoT" . . "KGT5" . . "KV-Mem" . . "Low-Rank Adaptation" . . "NSM+h" . . "Pangu" . . "ProgramTransfer" . . "Prompt Tuning" . . "PullNet" . . "RnG-KBQA" . . "RoG" . . "SimCSE" . . "SR+NSM" . . "SR+NSM+E2E" . . "StructGPT" . . "TIARA" . . "ToG-R" . . "TransferNet" . . "UniKGQA" . . "UnifiedSKG" . . . "2026-02-26T16:10:38.202Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2412.18537" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "YkRIXxtL0zRxXEYaDKS5n+NTCGQI20PZoDTmt61M5n1w/B09VbMc3QQt7ieLEMGuLgEZfvgzRQ/h314BcMOduR78/BqocTjPKDxf/JMa+HCkimGqCIBaiKIQceLIBoZR8RPLvtjU2tLhuXnpeW+4XTk1pj21FNHYBIgLgcc4H133cVpkhQhIaZQZMhNQoW24/zabxmiVcKb+ZJe4qd8+D6V2DqTrLFFT6MU2UJ79B35uxR2Nq5PfXwGDivkHgkbJ95qEGVexkkbLLZKXI4PhRw5OPlEpOV2UYyk9pQyV4jyk68AwsV844zjLflQp2bUlw6wcvyajvxV24FMNVvQ7NA==" . . .