. . . . "MemoTime: Memory-Augmented Temporal Knowledge Graph Enhanced Large Language Model Reasoning" . . . . . . . . . . . . . . . . . . . "ARI" . . "CronKGQA" . . "EXAQT" . . "EmbedKGQA" . . "GRAFT-Net" . . "GenTKGQA" . . "KG-RAG" . . "LGQA" . . . "MemoTime is a memory-augmented framework that enhances LLM temporal reasoning by integrating structured temporal grounding from TKGs, hierarchical decomposition, dynamic evidence retrieval, and a self-evolving experience memory. It enables LLMs to perform faithful multi-entity temporal reasoning and adapt retrieval strategies during the inference stage, without retraining, to answer complex temporal QA." . "MemoTime" . . . "MultiQA" . . "PullNet" . . "ReAct-KB" . . "TempAgent" . . "TempoQR" . . "TimeR" . . "Uniqorn" . . . "2026-02-26T15:36:26.917Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2510.13614" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "Uhd9jQKvzVS+iMCDkNK64MzbIyMGnL+na2T/JgUCD1ckkLG9JJpHcIoIUQ20T59B/oEL26cLZkfWcpk0ZEMraITEwv83OCXNzoemm//6zP66ZZhDYkEdWgqwxsdLiXwZ7pU7zllJSxpffc9/MK0Ghj5naaufN9YRtNBS6nrEdSG/Yf8pyd73kw+AI8cM8N+YcVKkkv6GwJZJj5sOiVFXopJsJ8JLUnN5u5ZxFAzV8mMMTN84HgF5G5NV6Ku10QstGtQzI5cfY85fsAL3wgl40SJFJYdeZ2QcO+/GNmq52z4qXR95t/KW6f54SF3Z9MurEX4+Y/jBDVOpjPdaMv9B7g==" . . .