[
    {
        "@id": "https://w3id.org/np/RAbmlZSAHz9d7WzSKH7aijHq6-GuUzOjoVBqtz3rvzu2s/provenance",
        "@graph": [
            {
                "@id": "https://w3id.org/np/RAbmlZSAHz9d7WzSKH7aijHq6-GuUzOjoVBqtz3rvzu2s/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.2403.07311"
                    }
                ]
            }
        ]
    },
    {
        "@id": "https://w3id.org/np/RAbmlZSAHz9d7WzSKH7aijHq6-GuUzOjoVBqtz3rvzu2s/assertion",
        "@graph": [
            {
                "@id": "https://doi.org/10.48550/arXiv.2403.07311",
                "http://purl.org/dc/terms/title": [
                    {
                        "@value": "Knowledge Graph Large Language Model (KG-LLM) for Link Prediction"
                    }
                ],
                "http://purl.org/spar/cito/describes": [
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#kgLlmAblationFramework"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#kgLlmFramework"
                    }
                ],
                "http://purl.org/spar/cito/discusses": [
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#analogy"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#complex"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#conGlr"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#convRot"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#distMult"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#rescal"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#transe"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#wsGat"
                    }
                ],
                "@type": [
                    "http://www.w3.org/ns/prov#Entity"
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#kgLlmAblationFramework",
                "http://purl.org/dc/terms/subject": [
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGCompletion"
                    }
                ],
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#comment": [
                    {
                        "@value": "This is an ablation variant of the KG-LLM framework, where the knowledge prompt structure is simplified by removing explicit instructions, textualized IDs, and Chain-of-Thought reasoning from the expected response. It is explicitly designed and evaluated as a baseline within the same LLM-augmented KG completion approach."
                    }
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "KG-LLM (ablation) Framework"
                    }
                ],
                "https://neverblink.eu/ontologies/llm-kg/hasTopCategory": [
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#kgLlmFramework",
                "http://purl.org/dc/terms/subject": [
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGCompletion"
                    }
                ],
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#comment": [
                    {
                        "@value": "The KG-LLM framework converts multi-hop knowledge graph paths into natural language Chain-of-Thought prompts. These prompts are then used for instruction fine-tuning of Large Language Models (LLMs) to perform multi-hop link and relation prediction, which are tasks aimed at completing missing information within Knowledge Graphs."
                    }
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "Knowledge Graph Large Language Model (KG-LLM) Framework"
                    }
                ],
                "https://neverblink.eu/ontologies/llm-kg/hasTopCategory": [
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#analogy",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "Analogy"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#complex",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "CompleX"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#conGlr",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "ConGLR"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#convRot",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "ConvRot"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#distMult",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "DistMult"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#rescal",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "RESCAL"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#transe",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "TransE"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#wsGat",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "wsGAT"
                    }
                ]
            }
        ]
    },
    {
        "@id": "https://w3id.org/np/RAbmlZSAHz9d7WzSKH7aijHq6-GuUzOjoVBqtz3rvzu2s/pubinfo",
        "@graph": [
            {
                "@id": "https://w3id.org/np/RAbmlZSAHz9d7WzSKH7aijHq6-GuUzOjoVBqtz3rvzu2s",
                "http://purl.org/dc/terms/created": [
                    {
                        "@value": "2026-02-26T14:20:11.306Z",
                        "@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://purl.org/nanopub/x/supersedes": [
                    {
                        "@id": "https://w3id.org/np/RA8stpgjrc1GL41JRuwlasWusKapHxYrLBJIMrxz-l-UI"
                    }
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "LLM-KG assessment for paper 10.48550/arXiv.2403.07311"
                    }
                ]
            },
            {
                "@id": "https://w3id.org/np/RAbmlZSAHz9d7WzSKH7aijHq6-GuUzOjoVBqtz3rvzu2s/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": "PdstFRl74moXHSsaZPXbpsqAOaGL8EbbxHY/K4g+ZxUGwhByhht82ZFr1MLPF+/gp/hU2+ZtPCNMt8AzD0fOXFGp5y4SPv6aTkuLTeEtLwxR5U6HME6+qvxzT2V0WvAFGFuf3SbT5Hv9hn21RK5WVVX5M0q+eniYR5S+f4hcLFaFmxS99ISd0HS6H23eN+r50linncayUYEatcgw/k02pOMeg/t+56kwm3n2PGa7DpyCPjx+ggBRiUyMhfyFcotYyAHTd3wpKbBcH2E/OVshuwEJwxaddFuChD45SYYAdZwHS9oMtnCUiBmgvSR42naGMAyohWgrecWRSQMF0GAuYg=="
                    }
                ],
                "http://purl.org/nanopub/x/hasSignatureTarget": [
                    {
                        "@id": "https://w3id.org/np/RAbmlZSAHz9d7WzSKH7aijHq6-GuUzOjoVBqtz3rvzu2s"
                    }
                ],
                "http://purl.org/nanopub/x/signedBy": [
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/agent"
                    }
                ]
            }
        ]
    },
    {
        "@id": "https://w3id.org/np/RAbmlZSAHz9d7WzSKH7aijHq6-GuUzOjoVBqtz3rvzu2s/Head",
        "@graph": [
            {
                "@id": "https://w3id.org/np/RAbmlZSAHz9d7WzSKH7aijHq6-GuUzOjoVBqtz3rvzu2s",
                "http://www.nanopub.org/nschema#hasAssertion": [
                    {
                        "@id": "https://w3id.org/np/RAbmlZSAHz9d7WzSKH7aijHq6-GuUzOjoVBqtz3rvzu2s/assertion"
                    }
                ],
                "http://www.nanopub.org/nschema#hasProvenance": [
                    {
                        "@id": "https://w3id.org/np/RAbmlZSAHz9d7WzSKH7aijHq6-GuUzOjoVBqtz3rvzu2s/provenance"
                    }
                ],
                "http://www.nanopub.org/nschema#hasPublicationInfo": [
                    {
                        "@id": "https://w3id.org/np/RAbmlZSAHz9d7WzSKH7aijHq6-GuUzOjoVBqtz3rvzu2s/pubinfo"
                    }
                ],
                "@type": [
                    "http://www.nanopub.org/nschema#Nanopublication"
                ]
            }
        ]
    }
]