[
    {
        "@id": "https://w3id.org/np/RAXmcixPmGJz02KWq15-tTrIU-9kMsMdjoCTv7lZy4h_o/pubinfo",
        "@graph": [
            {
                "@id": "https://w3id.org/np/RAXmcixPmGJz02KWq15-tTrIU-9kMsMdjoCTv7lZy4h_o",
                "http://purl.org/dc/terms/created": [
                    {
                        "@value": "2026-02-26T15:37:48.290Z",
                        "@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.2405.14170"
                    }
                ]
            },
            {
                "@id": "https://w3id.org/np/RAXmcixPmGJz02KWq15-tTrIU-9kMsMdjoCTv7lZy4h_o/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": "v8h0RCUbN7/1ZfsU2TBKno5q8GnSooMFdwMGTazyGooMEv1eZSutMxEVniqvdx+SW52O5rpUkfcB3jBPkbF/bEAPn5sC4r9+Qdi3bhliLdDMMVoJs7YGYlZlTHXSTNRVBP7oyHtdZIoKCapDy80ik+kk6YtdNIh3iZ634q0KDNv6409hELBez+Kq4N7npuBO5GSuGmOe1lLoqIV2MpjF4DvicZuO6lnAbflMjQFg7b/7kQ+psPHBGn52cK7JyVG4Fq6DbggB0LjD9EXJRKSVUUrX37Dcx7N1mu/IIPSUa9tGR8RTIW0Suj4qzRpJO8JZ2A1eB3yCaHLTsqG7ttwy6Q=="
                    }
                ],
                "http://purl.org/nanopub/x/hasSignatureTarget": [
                    {
                        "@id": "https://w3id.org/np/RAXmcixPmGJz02KWq15-tTrIU-9kMsMdjoCTv7lZy4h_o"
                    }
                ],
                "http://purl.org/nanopub/x/signedBy": [
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/agent"
                    }
                ]
            }
        ]
    },
    {
        "@id": "https://w3id.org/np/RAXmcixPmGJz02KWq15-tTrIU-9kMsMdjoCTv7lZy4h_o/Head",
        "@graph": [
            {
                "@id": "https://w3id.org/np/RAXmcixPmGJz02KWq15-tTrIU-9kMsMdjoCTv7lZy4h_o",
                "http://www.nanopub.org/nschema#hasAssertion": [
                    {
                        "@id": "https://w3id.org/np/RAXmcixPmGJz02KWq15-tTrIU-9kMsMdjoCTv7lZy4h_o/assertion"
                    }
                ],
                "http://www.nanopub.org/nschema#hasProvenance": [
                    {
                        "@id": "https://w3id.org/np/RAXmcixPmGJz02KWq15-tTrIU-9kMsMdjoCTv7lZy4h_o/provenance"
                    }
                ],
                "http://www.nanopub.org/nschema#hasPublicationInfo": [
                    {
                        "@id": "https://w3id.org/np/RAXmcixPmGJz02KWq15-tTrIU-9kMsMdjoCTv7lZy4h_o/pubinfo"
                    }
                ],
                "@type": [
                    "http://www.nanopub.org/nschema#Nanopublication"
                ]
            }
        ]
    },
    {
        "@id": "https://w3id.org/np/RAXmcixPmGJz02KWq15-tTrIU-9kMsMdjoCTv7lZy4h_o/assertion",
        "@graph": [
            {
                "@id": "https://doi.org/10.48550/arXiv.2405.14170",
                "http://purl.org/dc/terms/title": [
                    {
                        "@value": "Large Language Models-guided Dynamic Adaptation for Temporal Knowledge Graph Reasoning"
                    }
                ],
                "http://purl.org/spar/cito/describes": [
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#LlmDa"
                    }
                ],
                "http://purl.org/spar/cito/discusses": [
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#GptNeoX"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Llama27bCoh"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Mixtral8x7BCoH"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Ppt"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ReGcn"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ReNet"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#TLogic"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#TiRgn"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Vicuna7bCoh"
                    }
                ],
                "@type": [
                    "http://www.w3.org/ns/prov#Entity"
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#LlmDa",
                "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": "LLM-DA proposes a unified framework where LLMs act as agents to analyze historical data, generate temporal logical rules, and dynamically update these rules based on current events within Temporal Knowledge Graphs (TKGs). The method then synergizes these LLM-derived rules with traditional graph-based reasoning (e.g., GNNs) to conduct interpretable and accurate Temporal Knowledge Graph Reasoning (TKGR). This constitutes a combined reasoning approach where LLMs actively interact with and enhance the KG reasoning process."
                    }
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "Large Language Models-guided Dynamic Adaptation (LLM-DA)"
                    }
                ],
                "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#GptNeoX",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "GPT-NeoX"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Llama27bCoh",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "Llama-2-7b-CoH"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Mixtral8x7BCoH",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "Mixtral-8x7B-CoH"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Ppt",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "PPT"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ReGcn",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "RE-GCN"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ReNet",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "RE-NET"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#TLogic",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "TLogic"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#TiRgn",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "TiRGN"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Vicuna7bCoh",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "Vicuna-7b-CoH"
                    }
                ]
            }
        ]
    },
    {
        "@id": "https://w3id.org/np/RAXmcixPmGJz02KWq15-tTrIU-9kMsMdjoCTv7lZy4h_o/provenance",
        "@graph": [
            {
                "@id": "https://w3id.org/np/RAXmcixPmGJz02KWq15-tTrIU-9kMsMdjoCTv7lZy4h_o/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.2405.14170"
                    }
                ]
            }
        ]
    }
]