[
    {
        "@id": "https://w3id.org/np/RAYzRypXIXdAntEBPnXzXMifzan-_6E4Gk8vwhZGpn_MQ/provenance",
        "@graph": [
            {
                "@id": "https://w3id.org/np/RAYzRypXIXdAntEBPnXzXMifzan-_6E4Gk8vwhZGpn_MQ/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.2508.00933"
                    }
                ]
            }
        ]
    },
    {
        "@id": "https://w3id.org/np/RAYzRypXIXdAntEBPnXzXMifzan-_6E4Gk8vwhZGpn_MQ/pubinfo",
        "@graph": [
            {
                "@id": "https://w3id.org/np/RAYzRypXIXdAntEBPnXzXMifzan-_6E4Gk8vwhZGpn_MQ",
                "http://purl.org/dc/terms/created": [
                    {
                        "@value": "2026-02-26T16:20:57.565Z",
                        "@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.2508.00933"
                    }
                ]
            },
            {
                "@id": "https://w3id.org/np/RAYzRypXIXdAntEBPnXzXMifzan-_6E4Gk8vwhZGpn_MQ/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": "rP5HHwafixUPzPPxLRRyvYxQLTcdSNIGG4wKg4+Wq/xKmme4bb7G4H7BBNx9lfqNzYetXsFbLtgw0VHjF8wl6gLbjxVO2txaIRrDGmOtIQpqQ09/mRbgu+kz9pVBsYiDU4XcRDe/HZI06ugpQq6bg0+wpavbNz1X3nqClOs9qwjOmt3argaBpX1Z3NL4FZY757VaGOvC44By6cnBtEe1XIWwXFuiox2swggVVLFPfs5wFXx3b6ut/g/5Yn2uPIsHkOON4L30VGI2FLaueexXwm+pcj3MTg/xnn4jG7ZtsTODZMo4JeiebB1dFxfk8VJnFt7XA96aHjuMa2rZ6/h8sw=="
                    }
                ],
                "http://purl.org/nanopub/x/hasSignatureTarget": [
                    {
                        "@id": "https://w3id.org/np/RAYzRypXIXdAntEBPnXzXMifzan-_6E4Gk8vwhZGpn_MQ"
                    }
                ],
                "http://purl.org/nanopub/x/signedBy": [
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/agent"
                    }
                ]
            }
        ]
    },
    {
        "@id": "https://w3id.org/np/RAYzRypXIXdAntEBPnXzXMifzan-_6E4Gk8vwhZGpn_MQ/Head",
        "@graph": [
            {
                "@id": "https://w3id.org/np/RAYzRypXIXdAntEBPnXzXMifzan-_6E4Gk8vwhZGpn_MQ",
                "http://www.nanopub.org/nschema#hasAssertion": [
                    {
                        "@id": "https://w3id.org/np/RAYzRypXIXdAntEBPnXzXMifzan-_6E4Gk8vwhZGpn_MQ/assertion"
                    }
                ],
                "http://www.nanopub.org/nschema#hasProvenance": [
                    {
                        "@id": "https://w3id.org/np/RAYzRypXIXdAntEBPnXzXMifzan-_6E4Gk8vwhZGpn_MQ/provenance"
                    }
                ],
                "http://www.nanopub.org/nschema#hasPublicationInfo": [
                    {
                        "@id": "https://w3id.org/np/RAYzRypXIXdAntEBPnXzXMifzan-_6E4Gk8vwhZGpn_MQ/pubinfo"
                    }
                ],
                "@type": [
                    "http://www.nanopub.org/nschema#Nanopublication"
                ]
            }
        ]
    },
    {
        "@id": "https://w3id.org/np/RAYzRypXIXdAntEBPnXzXMifzan-_6E4Gk8vwhZGpn_MQ/assertion",
        "@graph": [
            {
                "@id": "https://doi.org/10.48550/arXiv.2508.00933",
                "http://purl.org/dc/terms/title": [
                    {
                        "@value": "OKG-LLM: Aligning Ocean Knowledge Graph with Observation Data via LLMs for Global Sea Surface Temperature Prediction"
                    }
                ],
                "http://purl.org/spar/cito/describes": [
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#OkgLlm"
                    }
                ],
                "http://purl.org/spar/cito/discusses": [
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#DLinear"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Fedformer"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#FreTS"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Gpt4Ts"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Informer"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#TimeLlm"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#TimeMixerPlus"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#TimesFm"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#TransE"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#UniTime"
                    }
                ],
                "@type": [
                    "http://www.w3.org/ns/prov#Entity"
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#OkgLlm",
                "http://purl.org/dc/terms/subject": [
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference"
                    }
                ],
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#comment": [
                    {
                        "@value": "OKG-LLM is a novel framework that integrates an Ocean Knowledge Graph (OKG) with Large Language Models (LLMs) for global Sea Surface Temperature (SST) prediction. The KG provides structured domain knowledge (structural and semantic embeddings) which is fused with numerical SST data. This knowledge-enhanced input is then fed into a pre-trained LLM, enabling the LLM to leverage domain-specific insights during its inference process to achieve more accurate predictions."
                    }
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "OKG-LLM"
                    }
                ],
                "https://neverblink.eu/ontologies/llm-kg/hasTopCategory": [
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#DLinear",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "DLinear"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Fedformer",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "FEDformer"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#FreTS",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "FreTS"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Gpt4Ts",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "GPT4TS"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Informer",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "Informer"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#TimeLlm",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "TimeLLM"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#TimeMixerPlus",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "TimeMixer+"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#TimesFm",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "TimesFM"
                    }
                ]
            },
            {
                "@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#UniTime",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "UniTime"
                    }
                ]
            }
        ]
    }
]