[
    {
        "@id": "https://w3id.org/np/RAoXCa1J8I6qcLkJtC2Jo6aueA5KktuvM7-7OB73CVge8/Head",
        "@graph": [
            {
                "@id": "https://w3id.org/np/RAoXCa1J8I6qcLkJtC2Jo6aueA5KktuvM7-7OB73CVge8",
                "http://www.nanopub.org/nschema#hasAssertion": [
                    {
                        "@id": "https://w3id.org/np/RAoXCa1J8I6qcLkJtC2Jo6aueA5KktuvM7-7OB73CVge8/assertion"
                    }
                ],
                "http://www.nanopub.org/nschema#hasProvenance": [
                    {
                        "@id": "https://w3id.org/np/RAoXCa1J8I6qcLkJtC2Jo6aueA5KktuvM7-7OB73CVge8/provenance"
                    }
                ],
                "http://www.nanopub.org/nschema#hasPublicationInfo": [
                    {
                        "@id": "https://w3id.org/np/RAoXCa1J8I6qcLkJtC2Jo6aueA5KktuvM7-7OB73CVge8/pubinfo"
                    }
                ],
                "@type": [
                    "http://www.nanopub.org/nschema#Nanopublication"
                ]
            }
        ]
    },
    {
        "@id": "https://w3id.org/np/RAoXCa1J8I6qcLkJtC2Jo6aueA5KktuvM7-7OB73CVge8/assertion",
        "@graph": [
            {
                "@id": "https://doi.org/10.48550/arXiv.2510.13909",
                "http://purl.org/dc/terms/title": [
                    {
                        "@value": "KNOWLEDGE REASONING LANGUAGE MODEL: UNI-FYING KNOWLEDGE AND LANGUAGE FOR INDUCTIVE KNOWLEDGE GRAPH REASONING"
                    }
                ],
                "http://purl.org/spar/cito/describes": [
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#knowledgeReasoningLanguageModel"
                    }
                ],
                "http://purl.org/spar/cito/discusses": [
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#cspromKg"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#kgLlm"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#kicgpt"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#mkgl"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#motif"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#prolink"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#trix"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ultra"
                    }
                ],
                "@type": [
                    "http://www.w3.org/ns/prov#Entity"
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#knowledgeReasoningLanguageModel",
                "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": "KRLM proposes a novel framework to \"achieve unified coordination between LLM knowledge and KG context throughout the KGR process\" to alleviate knowledge distortion and hallucinations in LLM-based KGFMs for inductive KGR. It integrates LLM and KG knowledge through a specialized tokenizer, attention layers with dynamic knowledge memory, and a structure-aware next-entity predictor for enhanced reasoning, directly aligning with synergized models that effectively conduct reasoning with both LLMs and KGs."
                    }
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "Knowledge Reasoning Language Model"
                    }
                ],
                "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#cspromKg",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "CSProm-KG"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#kgLlm",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "KG-LLM"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#kicgpt",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "KICGPT"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#mkgl",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "MKGL"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#motif",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "MOTIF"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#prolink",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "PROLINK"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#trix",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "TRIX"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ultra",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "ULTRA"
                    }
                ]
            }
        ]
    },
    {
        "@id": "https://w3id.org/np/RAoXCa1J8I6qcLkJtC2Jo6aueA5KktuvM7-7OB73CVge8/pubinfo",
        "@graph": [
            {
                "@id": "https://w3id.org/np/RAoXCa1J8I6qcLkJtC2Jo6aueA5KktuvM7-7OB73CVge8",
                "http://purl.org/dc/terms/created": [
                    {
                        "@value": "2026-02-26T16:23:10.245Z",
                        "@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.2510.13909"
                    }
                ]
            },
            {
                "@id": "https://w3id.org/np/RAoXCa1J8I6qcLkJtC2Jo6aueA5KktuvM7-7OB73CVge8/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": "e+JwagAulW0KF8xuCbWuM5MktQm2Yc1+WQWRn6ELW1lntsHEbs30f6vNveWId5mI7BsKzMU+CNPQRrmzUehoUWlVefJK17QFnFmw8U23MiZPoSjZAKSTFw1YKhzC2k9mPb591imfGuL20cE53mm94fW4G9ucpRBRru0g4vgpmuMjzY/OP/jUwjPQJkiMO1zCCarfM6bMu96hgAlI2PVa7gY9Qcy3hasTXSh7jb/BwGzPkht90uVHauP/3YtF63xGGOXe6oUMIL/sE83RSJKYuQ4HD2X4yeZY9qcDRcfB7NXsIeoGHnQOJu6n4T/CvZVoOlfFm34a/zIul8IQN+Dyvg=="
                    }
                ],
                "http://purl.org/nanopub/x/hasSignatureTarget": [
                    {
                        "@id": "https://w3id.org/np/RAoXCa1J8I6qcLkJtC2Jo6aueA5KktuvM7-7OB73CVge8"
                    }
                ],
                "http://purl.org/nanopub/x/signedBy": [
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/agent"
                    }
                ]
            }
        ]
    },
    {
        "@id": "https://w3id.org/np/RAoXCa1J8I6qcLkJtC2Jo6aueA5KktuvM7-7OB73CVge8/provenance",
        "@graph": [
            {
                "@id": "https://w3id.org/np/RAoXCa1J8I6qcLkJtC2Jo6aueA5KktuvM7-7OB73CVge8/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.2510.13909"
                    }
                ]
            }
        ]
    }
]