[
    {
        "@id": "https://w3id.org/np/RAr0WE_dRbNPG4hMMVQWGPZmxRoEEjyyV7vu7bpX56CnY/Head",
        "@graph": [
            {
                "@id": "https://w3id.org/np/RAr0WE_dRbNPG4hMMVQWGPZmxRoEEjyyV7vu7bpX56CnY",
                "http://www.nanopub.org/nschema#hasAssertion": [
                    {
                        "@id": "https://w3id.org/np/RAr0WE_dRbNPG4hMMVQWGPZmxRoEEjyyV7vu7bpX56CnY/assertion"
                    }
                ],
                "http://www.nanopub.org/nschema#hasProvenance": [
                    {
                        "@id": "https://w3id.org/np/RAr0WE_dRbNPG4hMMVQWGPZmxRoEEjyyV7vu7bpX56CnY/provenance"
                    }
                ],
                "http://www.nanopub.org/nschema#hasPublicationInfo": [
                    {
                        "@id": "https://w3id.org/np/RAr0WE_dRbNPG4hMMVQWGPZmxRoEEjyyV7vu7bpX56CnY/pubinfo"
                    }
                ],
                "@type": [
                    "http://www.nanopub.org/nschema#Nanopublication"
                ]
            }
        ]
    },
    {
        "@id": "https://w3id.org/np/RAr0WE_dRbNPG4hMMVQWGPZmxRoEEjyyV7vu7bpX56CnY/assertion",
        "@graph": [
            {
                "@id": "https://doi.org/10.48550/arXiv.2502.12767",
                "http://purl.org/dc/terms/title": [
                    {
                        "@value": "R2-KG: General-Purpose Dual-Agent Framework for Reliable Reasoning on Knowledge Graphs"
                    }
                ],
                "http://purl.org/spar/cito/describes": [
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#R2KGDualAgentFramework"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#R2KGSingleAgentVersion"
                    }
                ],
                "http://purl.org/spar/cito/discusses": [
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#KGGPT"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ToG"
                    }
                ],
                "@type": [
                    "http://www.w3.org/ns/prov#Entity"
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#R2KGDualAgentFramework",
                "http://purl.org/dc/terms/subject": [
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning"
                    }
                ],
                "http://purl.org/spar/fabio/hasURL": [
                    {
                        "@value": "https://github.com/ekrxjwh2009/R2-KG.git",
                        "@type": "http://www.w3.org/2001/XMLSchema#anyURI"
                    }
                ],
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#comment": [
                    {
                        "@value": "This method proposes a novel dual-agent system where LLMs (Operator for evidence collection, Supervisor for judgment) iteratively interact with a Knowledge Graph to perform general-purpose, reliable reasoning. It synergizes LLM's reasoning abilities with KG's knowledge by treating LLMs as agents navigating and interpreting KG evidence, addressing tasks like QA and fact verification."
                    }
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "R2-KG: General-Purpose Dual-Agent Framework"
                    }
                ],
                "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#R2KGSingleAgentVersion",
                "http://purl.org/dc/terms/subject": [
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning"
                    }
                ],
                "http://purl.org/spar/fabio/hasURL": [
                    {
                        "@value": "https://github.com/ekrxjwh2009/R2-KG.git",
                        "@type": "http://www.w3.org/2001/XMLSchema#anyURI"
                    }
                ],
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#comment": [
                    {
                        "@value": "This is a cost-effective variant of the R2-KG dual-agent framework. It uses a single LLM (Operator) for both KG exploration and answer generation, enhancing reliability through a strict self-consistency strategy across multiple trials, maintaining the synergized reasoning approach with the KG."
                    }
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "R2-KG Single-Agent Version with Strict Self-Consistency"
                    }
                ],
                "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#KGGPT",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "KG-GPT"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ToG",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "Think-on-Graph (ToG)"
                    }
                ]
            }
        ]
    },
    {
        "@id": "https://w3id.org/np/RAr0WE_dRbNPG4hMMVQWGPZmxRoEEjyyV7vu7bpX56CnY/pubinfo",
        "@graph": [
            {
                "@id": "https://w3id.org/np/RAr0WE_dRbNPG4hMMVQWGPZmxRoEEjyyV7vu7bpX56CnY",
                "http://purl.org/dc/terms/created": [
                    {
                        "@value": "2026-02-26T15:36:09.967Z",
                        "@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.2502.12767"
                    }
                ]
            },
            {
                "@id": "https://w3id.org/np/RAr0WE_dRbNPG4hMMVQWGPZmxRoEEjyyV7vu7bpX56CnY/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": "Tp3A4ujArO/3hiB3G6LocRVEOZnhluFNUEmTGnPcU32BMiKuTmgVhox5shCabje1E9/QdvHoS0w4lqtYB8P9tv41xWjLcddcFT7sfR1Lc8wjqrUXp7o2uuGWD6mA1kTmmhDFxac1ZRn85A79SqFV4ZC0b7TR6pmOVxqln2jq1hzCU0Pj+6mfJ0U/P8g10islA6ZKa8KS+l6oC24UhT+z6s4/bnUV+WjgP6gRCDUOQW2bnin3Bvp3eJeL7ckO8Cjzf50fCAFmdkx/q8G6tldO9eM8LeSxX+1yg9n9ejSfASuWB2DuS9JmwedY8imV79PS7/4aFEmGUvFV+wdygan78A=="
                    }
                ],
                "http://purl.org/nanopub/x/hasSignatureTarget": [
                    {
                        "@id": "https://w3id.org/np/RAr0WE_dRbNPG4hMMVQWGPZmxRoEEjyyV7vu7bpX56CnY"
                    }
                ],
                "http://purl.org/nanopub/x/signedBy": [
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/agent"
                    }
                ]
            }
        ]
    },
    {
        "@id": "https://w3id.org/np/RAr0WE_dRbNPG4hMMVQWGPZmxRoEEjyyV7vu7bpX56CnY/provenance",
        "@graph": [
            {
                "@id": "https://w3id.org/np/RAr0WE_dRbNPG4hMMVQWGPZmxRoEEjyyV7vu7bpX56CnY/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.2502.12767"
                    }
                ]
            }
        ]
    }
]