@prefix this: . @prefix sub: . @prefix np: . @prefix dct: . @prefix xsd: . @prefix rdfs: . @prefix prov: . @prefix npx: . sub:Head { this: np:hasAssertion sub:assertion; np:hasProvenance sub:provenance; np:hasPublicationInfo sub:pubinfo; a np:Nanopublication . } sub:assertion { dct:title "Temporal Reasoning over Evolving Knowledge Graphs"; , ; , , , , ; a prov:Entity . a ; rdfs:label "Chain-of-Thought" . dct:subject ; "https://github.com/junhongmit/TREK"^^xsd:anyURI; a ; rdfs:comment "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."; rdfs:label "EVOKG"; . dct:subject ; "https://github.com/junhongmit/TREK"^^xsd:anyURI; a ; rdfs:comment "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."; rdfs:label "EVOREASONER"; . a ; rdfs:label "Plan-on-Graph" . a ; rdfs:label "Retrieval-Augmented Generation" . a ; rdfs:label "Self-Consistency" . a ; rdfs:label "Think-on-Graph" . } sub:provenance { sub:assertion prov:wasAttributedTo ; prov:wasDerivedFrom . } sub:pubinfo { this: dct:created "2026-02-26T16:04:11.011Z"^^xsd:dateTime; dct:creator ; npx:hasNanopubType ; rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2509.15464" . sub:sig npx:hasAlgorithm "RSA"; npx:hasPublicKey "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB"; npx:hasSignature "jHIyAj8Fx9WbKxlQ+m6LmOi+wX20iz/bj4DK/vxG5rJ+Cs0dwmLNGxwy/EOWnmyfVsKuhUcdcQr2DfrLQ011tPRTeJJMIbl5T1MV5jFSS13dAm5t5duFltLURGFF6RPdxWa124M4hIFS3yxAxU+5g2iZT2QpRVF2EE4RUhElcw2ahpVzxjbwU8zjcWCdEvO1l6meQGgQ9J+i2errU/XZC0kMC9gb8JbbPbiWEqFLDZKUdHek7tRMv3feJqGBd+bd88p+gLdq730G/04nmR/ksEJiAqG7qRynDU7itRKr0mYeJJMwF00jrXaHZ0btz+yCZzKvxnjvoocfTEDjfqIw/A=="; npx:hasSignatureTarget this:; npx:signedBy . }