[ { "@id": "https://w3id.org/np/RAhqhJYaWKp4uVM8DekNlbg482M_2J7ItjydcrtFGcFD0/pubinfo", "@graph": [ { "@id": "https://w3id.org/np/RAhqhJYaWKp4uVM8DekNlbg482M_2J7ItjydcrtFGcFD0", "http://purl.org/dc/terms/created": [ { "@value": "2026-02-26T16:25:19.285Z", "@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.2512.20136" } ] }, { "@id": "https://w3id.org/np/RAhqhJYaWKp4uVM8DekNlbg482M_2J7ItjydcrtFGcFD0/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": "TOsKO1xEtmLIE66dS8jTC33Z7kWnCWwBOBEs/ux9Z5HFAUJjfTgjWzjEoWb6KYEC3czSeynusALBOutncCe2zCu7Jm+Oih0NcczBkvt9ZRQubWB/F8Kpg9D5H7sVxQ63n/fuSDEMQIBQm4gZurzO89HDfe7U1LriC3Q7W/xLQu8Y2ItiqKTVLufKR7zgE5qGhOqHow5ewjabs5NGlRI7YraOgFtungOSzx+7/THlHJWeaYU+Kfk76UPoiqJOHFepTaHQatfGtvYuBl7dMtWikRozazhhGzM5GkekhiMW1jHV+hORqHxeDG+q9Bbx0YUw81q//gia7EYN3X/dkoR1vA==" } ], "http://purl.org/nanopub/x/hasSignatureTarget": [ { "@id": "https://w3id.org/np/RAhqhJYaWKp4uVM8DekNlbg482M_2J7ItjydcrtFGcFD0" } ], "http://purl.org/nanopub/x/signedBy": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/agent" } ] } ] }, { "@id": "https://w3id.org/np/RAhqhJYaWKp4uVM8DekNlbg482M_2J7ItjydcrtFGcFD0/assertion", "@graph": [ { "@id": "https://doi.org/10.48550/arXiv.2512.20136", "http://purl.org/dc/terms/title": [ { "@value": "M 3 KG-RAG: Multi-hop Multimodal Knowledge Graph-enhanced Retrieval-Augmented Generation" } ], "http://purl.org/spar/cito/describes": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#M3KGRAG" } ], "http://purl.org/spar/cito/discusses": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#GraphRAG" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#HippoRAG2" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#LightRAG" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#M2ConceptBase" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#MRMKG" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#VATKG" } ], "@type": [ "http://www.w3.org/ns/prov#Entity" ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#M3KGRAG", "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": "M3KG-RAG is an end-to-end framework that constructs a multi-hop multimodal knowledge graph (M3KG) using a lightweight multi-agent pipeline (LLMs as agents for KG construction) and employs a novel Grounded Retrieval And Selective Pruning (GRASP) mechanism for retrieving and filtering knowledge. It is designed to enhance multimodal large language models (MLLMs) by supplying query-aligned, answer-supportive knowledge to improve their reasoning depth and answer faithfulness. This method integrates LLM agents for KG construction and KG-enhanced retrieval for MLLMs, thereby synergizing both aspects for reasoning." } ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "M3KG-RAG (Multi-hop Multimodal Knowledge Graph-enhanced Retrieval-Augmented Generation)" } ], "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#GraphRAG", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "GraphRAG" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#HippoRAG2", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "HippoRAG2" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#LightRAG", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "LightRAG" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#M2ConceptBase", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "M2ConceptBase" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#MRMKG", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "MR-MKG" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#VATKG", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "VAT-KG" } ] } ] }, { "@id": "https://w3id.org/np/RAhqhJYaWKp4uVM8DekNlbg482M_2J7ItjydcrtFGcFD0/Head", "@graph": [ { "@id": "https://w3id.org/np/RAhqhJYaWKp4uVM8DekNlbg482M_2J7ItjydcrtFGcFD0", "http://www.nanopub.org/nschema#hasAssertion": [ { "@id": "https://w3id.org/np/RAhqhJYaWKp4uVM8DekNlbg482M_2J7ItjydcrtFGcFD0/assertion" } ], "http://www.nanopub.org/nschema#hasProvenance": [ { "@id": "https://w3id.org/np/RAhqhJYaWKp4uVM8DekNlbg482M_2J7ItjydcrtFGcFD0/provenance" } ], "http://www.nanopub.org/nschema#hasPublicationInfo": [ { "@id": "https://w3id.org/np/RAhqhJYaWKp4uVM8DekNlbg482M_2J7ItjydcrtFGcFD0/pubinfo" } ], "@type": [ "http://www.nanopub.org/nschema#Nanopublication" ] } ] }, { "@id": "https://w3id.org/np/RAhqhJYaWKp4uVM8DekNlbg482M_2J7ItjydcrtFGcFD0/provenance", "@graph": [ { "@id": "https://w3id.org/np/RAhqhJYaWKp4uVM8DekNlbg482M_2J7ItjydcrtFGcFD0/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.2512.20136" } ] } ] } ]