. . . . "AriGraph: Learning Knowledge Graph World Models with Episodic Memory for LLM Agents" . . . . . . . . . . . . . . . . . . . . . . "Ada-002" . . . "AriGraph is a novel knowledge graph world model that integrates semantic and episodic memories, constructed and updated by an LLM agent during environment interaction. It provides structured knowledge for efficient retrieval and reasoning, enabling LLMs to access and utilize dynamic, up-to-date information at the inference stage to improve their performance in complex tasks." . "AriGraph" . . . . "Ariadne is an agentic cognitive architecture that combines the AriGraph memory model with LLM-based planning and decision-making modules (e.g., ReAct framework). It represents a unified framework where the LLM acts as an agent interacting with and reasoning over the dynamic knowledge graph (AriGraph) to learn, plan, and execute actions in unknown environments." . "Ariadne Cognitive Architecture" . . . "BM25" . . "EXPLORER" . . "Full History" . . "GATA" . . "GPT-4 full context" . . "GPT-4 + supporting facts" . . "GraphRAG" . . "GraphReader" . . "HOLMES" . . "LTL-GATA" . . "NetPlay" . . "Retrieval-Augmented Generation" . . "ReadAgent" . . "Reflexion" . . "Simulacra" . . "Summarization" . . . "2026-02-26T16:32:14.235Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2407.04363" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "Qoe9KDOIbBF/PVgevQg4z5LTc5o/bMc8b5h3efDJ9kJmyYGVYYJVBWeQTe2aPiNKYBsSRFSMuUpYoZGhqz0wFwEDrAQsNUHZSxzjjFBvjt6FEf9CjYSN0Vxt4yfsKGLSHEWtRPsDOEn7JCbXpe99oAzlZu/DqYUsDyw84DZQ4rCX53VTajEQ73znJ05nADC4K3zc93MAQXjCTMidQl6q3VXxbppySkWuj5aD7Ke8CGWKS4Nq4fUi7geH9ijS4GyRxJhSGcxbMvGCb/MZo5pjXey1aSv13PDJVtdJCNazY58AxfKdgQm8hyR0VcyKB4rB2fOAE93pzEIIwL8BzfZ47g==" . . .