[ { "@id": "https://w3id.org/np/RASkD4AQ2L67yU18HOxjE6Fq3-d7BIDdgcz6_RUHWmRM4/Head", "@graph": [ { "@id": "https://w3id.org/np/RASkD4AQ2L67yU18HOxjE6Fq3-d7BIDdgcz6_RUHWmRM4", "http://www.nanopub.org/nschema#hasAssertion": [ { "@id": "https://w3id.org/np/RASkD4AQ2L67yU18HOxjE6Fq3-d7BIDdgcz6_RUHWmRM4/assertion" } ], "http://www.nanopub.org/nschema#hasProvenance": [ { "@id": "https://w3id.org/np/RASkD4AQ2L67yU18HOxjE6Fq3-d7BIDdgcz6_RUHWmRM4/provenance" } ], "http://www.nanopub.org/nschema#hasPublicationInfo": [ { "@id": "https://w3id.org/np/RASkD4AQ2L67yU18HOxjE6Fq3-d7BIDdgcz6_RUHWmRM4/pubinfo" } ], "@type": [ "http://www.nanopub.org/nschema#Nanopublication" ] } ] }, { "@id": "https://w3id.org/np/RASkD4AQ2L67yU18HOxjE6Fq3-d7BIDdgcz6_RUHWmRM4/pubinfo", "@graph": [ { "@id": "https://w3id.org/np/RASkD4AQ2L67yU18HOxjE6Fq3-d7BIDdgcz6_RUHWmRM4", "http://purl.org/dc/terms/created": [ { "@value": "2026-02-26T16:04:57.541Z", "@type": "http://www.w3.org/2001/XMLSchema#dateTime" } ], "http://purl.org/dc/terms/creator": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/agent" } ], "http://purl.org/nanopub/x/hasNanopubType": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult" } ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "LLM-KG assessment for paper 10.48550/arXiv.2510.13193" } ] }, { "@id": "https://w3id.org/np/RASkD4AQ2L67yU18HOxjE6Fq3-d7BIDdgcz6_RUHWmRM4/sig", "http://purl.org/nanopub/x/hasAlgorithm": [ { "@value": "RSA" } ], "http://purl.org/nanopub/x/hasPublicKey": [ { "@value": "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" } ], "http://purl.org/nanopub/x/hasSignature": [ { "@value": "ArRtX8Lyspsk4dzy5BVzkYIRd1Mm4bUOvFnyqR9Lahmx7CnLv1fpG5bntagDeF45smq+xoD5Bkv+UuUPFcGm7HNHhzCWvYQ4nVeg1sttutj17cq90NKNS0qbWRAki5OmM4XPwQXv5ZhwyDaCzqehXLX3Epa38O0v5AOnXGOrxrwDhO2MHthd53qjM0phF5A6JenbV4ybxgO34oKfq/FiMtdgep7fsTuuysZrskbXdpO5uIgBRcd/7wuVu/yiyigNvkYV6P2MKGXtItXuVhRKcdB5Hbeac1GoGPst65Nybr6S8nZJSPwx21gpOLgiB2MFF9ORWznEN4WugOYiEUTcPQ==" } ], "http://purl.org/nanopub/x/hasSignatureTarget": [ { "@id": "https://w3id.org/np/RASkD4AQ2L67yU18HOxjE6Fq3-d7BIDdgcz6_RUHWmRM4" } ], "http://purl.org/nanopub/x/signedBy": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/agent" } ] } ] }, { "@id": "https://w3id.org/np/RASkD4AQ2L67yU18HOxjE6Fq3-d7BIDdgcz6_RUHWmRM4/provenance", "@graph": [ { "@id": "https://w3id.org/np/RASkD4AQ2L67yU18HOxjE6Fq3-d7BIDdgcz6_RUHWmRM4/assertion", "http://www.w3.org/ns/prov#wasAttributedTo": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/agent" } ], "http://www.w3.org/ns/prov#wasDerivedFrom": [ { "@id": "https://doi.org/10.48550/arXiv.2510.13193" } ] } ] }, { "@id": "https://w3id.org/np/RASkD4AQ2L67yU18HOxjE6Fq3-d7BIDdgcz6_RUHWmRM4/assertion", "@graph": [ { "@id": "https://doi.org/10.48550/arXiv.2510.13193", "http://purl.org/dc/terms/title": [ { "@value": "REMINDRAG: Low-Cost LLM-Guided Knowledge Graph Traversal for Efficient RAG" } ], "http://purl.org/spar/cito/describes": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#REMINDRAG" } ], "http://purl.org/spar/cito/discusses": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#BM25" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#GraphRAG" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#HippoRAG2" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#LightRAG" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#MemoRAG" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#NaiveRAG" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#PlanOnGraph" } ], "@type": [ "http://www.w3.org/ns/prov#Entity" ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#REMINDRAG", "http://purl.org/dc/terms/subject": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning" } ], "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#comment": [ { "@value": "REMINDRAG proposes an LLM-guided knowledge graph traversal featuring node exploration, node exploitation, and memory replay to enhance RAG systems. The memory replay component stores traversal experience by updating KG edge embeddings, which then guide future LLM traversals. This creates a synergized reasoning process where the LLM acts as an agent interacting with and learning from the KG, and the KG's representation is dynamically adapted to improve the LLM's reasoning efficiency and effectiveness." } ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "REMINDRAG" } ], "https://neverblink.eu/ontologies/llm-kg/hasTopCategory": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#BM25", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "BM25" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#GraphRAG", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "GraphRAG" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#HippoRAG2", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "HippoRAG2" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#LightRAG", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "LightRAG" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#MemoRAG", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "MemoRAG" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#NaiveRAG", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "NaiveRAG" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#PlanOnGraph", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Plan-on-Graph" } ] } ] } ]