[
    {
        "@id": "https://w3id.org/np/RAh2rxBhVAhitoWrWFc88NGrk2t91GkR7oYGN9REgG4tE/provenance",
        "@graph": [
            {
                "@id": "https://w3id.org/np/RAh2rxBhVAhitoWrWFc88NGrk2t91GkR7oYGN9REgG4tE/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.2406.01145"
                    }
                ]
            }
        ]
    },
    {
        "@id": "https://w3id.org/np/RAh2rxBhVAhitoWrWFc88NGrk2t91GkR7oYGN9REgG4tE/Head",
        "@graph": [
            {
                "@id": "https://w3id.org/np/RAh2rxBhVAhitoWrWFc88NGrk2t91GkR7oYGN9REgG4tE",
                "http://www.nanopub.org/nschema#hasAssertion": [
                    {
                        "@id": "https://w3id.org/np/RAh2rxBhVAhitoWrWFc88NGrk2t91GkR7oYGN9REgG4tE/assertion"
                    }
                ],
                "http://www.nanopub.org/nschema#hasProvenance": [
                    {
                        "@id": "https://w3id.org/np/RAh2rxBhVAhitoWrWFc88NGrk2t91GkR7oYGN9REgG4tE/provenance"
                    }
                ],
                "http://www.nanopub.org/nschema#hasPublicationInfo": [
                    {
                        "@id": "https://w3id.org/np/RAh2rxBhVAhitoWrWFc88NGrk2t91GkR7oYGN9REgG4tE/pubinfo"
                    }
                ],
                "@type": [
                    "http://www.nanopub.org/nschema#Nanopublication"
                ]
            }
        ]
    },
    {
        "@id": "https://w3id.org/np/RAh2rxBhVAhitoWrWFc88NGrk2t91GkR7oYGN9REgG4tE/assertion",
        "@graph": [
            {
                "@id": "https://doi.org/10.48550/arXiv.2406.01145",
                "http://purl.org/dc/terms/title": [
                    {
                        "@value": "Dual Reasoning: A GNN-LLM Collaborative Framework for Knowledge Graph Question Answering"
                    }
                ],
                "http://purl.org/spar/cito/describes": [
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#DualReasoning"
                    }
                ],
                "http://purl.org/spar/cito/discusses": [
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThought"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#EmbedKGQA"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#GNNRAG"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#GraftNet"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#GreaseLM"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#KAPING"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#KBBinder"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#KDCoT"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#KVMem"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#NSM"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#QAGNN"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#RoG"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#SRPlusNSM"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#StructGPT"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ToG"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#TreeOfThought"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#UniKGQA"
                    }
                ],
                "@type": [
                    "http://www.w3.org/ns/prov#Entity"
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#DualReasoning",
                "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": "DualR is a novel framework that integrates a GNN-based module for explicit graph reasoning (System 2) with an LLM for knowledge-enhanced answer determination (System 1) in KGQA. It features an LLM-empowered GNN for semantic-aware knowledge exploration and refines extracted reasoning chains into a prompt to guide a frozen LLM, creating a synergistic reasoning process."
                    }
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "Dual-Reasoning (DualR)"
                    }
                ],
                "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#ChainOfThought",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "Chain-of-Thought (CoT)"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#EmbedKGQA",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "EmbedKGQA"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#GNNRAG",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "GNN-RAG"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#GraftNet",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "GraftNet"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#GreaseLM",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "GreaseLM"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#KAPING",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "KAPING"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#KBBinder",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "KB-Binder"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#KDCoT",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "KD-CoT"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#KVMem",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "KV-Mem"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#NSM",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "NSM"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#QAGNN",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "QA-GNN"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#RoG",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "RoG"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#SRPlusNSM",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "SR+NSM"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#StructGPT",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "StructGPT"
                    }
                ]
            },
            {
                "@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": "ToG"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#TreeOfThought",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "Tree-of-Thought (ToT)"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#UniKGQA",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "UniKGQA"
                    }
                ]
            }
        ]
    },
    {
        "@id": "https://w3id.org/np/RAh2rxBhVAhitoWrWFc88NGrk2t91GkR7oYGN9REgG4tE/pubinfo",
        "@graph": [
            {
                "@id": "https://w3id.org/np/RAh2rxBhVAhitoWrWFc88NGrk2t91GkR7oYGN9REgG4tE",
                "http://purl.org/dc/terms/created": [
                    {
                        "@value": "2026-02-26T16:05:45.307Z",
                        "@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.2406.01145"
                    }
                ]
            },
            {
                "@id": "https://w3id.org/np/RAh2rxBhVAhitoWrWFc88NGrk2t91GkR7oYGN9REgG4tE/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": "e2YaMrIFJPfYRzly3WoM0RmxJX2vWZ8YJFKt4+yopfARtfKKLsDFG9jZv3xk4/ikCTyVKQYBXJKNI6smAKY4QFkMAsxYL3HKFbhmOWEeEp4W0CGId0hl7+WLIPHdeqMe63ch/4np5aJXm8hyU1FFkRzNrUq1Pur6NP2d4tpUGGBb4BJ1Ndgy7t5k7O3PIMHeXLx/B5RYHFG/f6idsNoR/daeFJC8G/I0x4k1/rs9Q5EqRYmtcTm8kg/tqBqjTM6mlfsMOx+mze49gopyp5SDa1PyStWjKo05ThTAq9A9PncNTYHtyTuWE2ECaAnqHE59Z9Z89lnh9tXaONtO4ocaCQ=="
                    }
                ],
                "http://purl.org/nanopub/x/hasSignatureTarget": [
                    {
                        "@id": "https://w3id.org/np/RAh2rxBhVAhitoWrWFc88NGrk2t91GkR7oYGN9REgG4tE"
                    }
                ],
                "http://purl.org/nanopub/x/signedBy": [
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/agent"
                    }
                ]
            }
        ]
    }
]