. . . . "Plan of Knowledge: Retrieval-Augmented Large Language Models for Temporal Knowledge Graph Question Answering" . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . "ALBERT" . . "ARI" . . "BERT" . . "BM25" . . "Chain-of-Thought" . . "ChatGPT" . . "CronKGQA" . . "DistilBERT" . . "EXAQT" . . "Embed-KGQA" . . "FAISS" . . "GPT-4o" . . "GRAFT-Net" . . "GenTKGQA" . . "LGQA" . . "LLaMA2-7B" . . "LoRA" . . "M3TQA" . . "MultiQA" . . "Naive RAG" . . "P-Tuning v2" . . . "PoK is a unified framework designed for Temporal Knowledge Graph Question Answering (TKGQA). It synergizes LLMs by having them decompose complex temporal questions into structured sub-objectives (plan) and interact with a custom-built Temporal Knowledge Store (TKS) for fact retrieval and re-ranking. The LLM then uses this structured plan and retrieved temporal facts to conduct multi-hop reasoning and generate accurate answers, enhancing interpretability and factual consistency." . "Plan of Knowledge (PoK)" . . . "PullNet" . . "QLoRA" . . "Qwen-0.7B" . . "Qwen-4B" . . "RAG baseline" . . "RTQA" . . "ReAct RAG Agent" . . "self-refine" . . "Sentence-BERT" . . "TMA" . . "TempAgent" . . "TempoQR" . . "TimeR 4" . . "TwiRGCN" . . "Uniqorn" . . . "2026-02-26T16:09:59.481Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2511.04072" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "sHqdgi86ajn3aXEvHss6+QC09Xn+8Hgsdt4FauYKrcDXKoKFnJCgZg44fc68eXBNxg4jyjExba07iKsf3rXK/t/mVFn4iODqYXG+G8k7p4bsg2LdwSMhUwlte9LxV1E1ZzTMOnmZUnWW7j6DMe/hAK/mzL3DNnyLmxNaHKt6aJsr3ToBbDs5YkGoRmBTkansJNHNqZRuCnvRuBkf0RcIn4/hdEa+kX+Q4YCeZxyY+V6huJ7Yf+VeIMnU7nVD7gjYcXhr3fMY3hYIL2H7vZ3MF4x/URkVZwIBz0wfUoJqovHq4JZkIW21rP8ghlp+ZOWEfOCuOYe3+P4gR5v6P4N1dg==" . . .