. . . . "Temporal Reasoning over Evolving Knowledge Graphs" . . . . . . . . . . "Chain-of-Thought" . . "https://github.com/junhongmit/TREK"^^ . . "EVOKG is a noise-tolerant KG evolution module that incrementally updates and maintains a temporal knowledge graph from unstructured documents. It employs LLM capabilities (implicitly for extraction and explicitly for entity/relation alignment) to create a synergized knowledge representation that supports sophisticated temporal reasoning by LLMs." . "EVOKG" . . . "https://github.com/junhongmit/TREK"^^ . . "EVOREASONER is a multi-hop temporal reasoning algorithm that employs LLMs as agents to interact with evolving KGs. It uses multi-route decomposition, temporal-aware grounding, and local exploration to enhance the LLM's ability to reason over dynamic knowledge, representing a synergized approach to reasoning." . "EVOREASONER" . . . "Plan-on-Graph" . . "Retrieval-Augmented Generation" . . "Self-Consistency" . . "Think-on-Graph" . . . "2026-02-26T16:04:11.011Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2509.15464" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "jHIyAj8Fx9WbKxlQ+m6LmOi+wX20iz/bj4DK/vxG5rJ+Cs0dwmLNGxwy/EOWnmyfVsKuhUcdcQr2DfrLQ011tPRTeJJMIbl5T1MV5jFSS13dAm5t5duFltLURGFF6RPdxWa124M4hIFS3yxAxU+5g2iZT2QpRVF2EE4RUhElcw2ahpVzxjbwU8zjcWCdEvO1l6meQGgQ9J+i2errU/XZC0kMC9gb8JbbPbiWEqFLDZKUdHek7tRMv3feJqGBd+bd88p+gLdq730G/04nmR/ksEJiAqG7qRynDU7itRKr0mYeJJMwF00jrXaHZ0btz+yCZzKvxnjvoocfTEDjfqIw/A==" . . .