[ { "@id": "https://w3id.org/np/RAi8t3ljV_5O1_yakt2f2fRYbgsu4e0_-fD690aO99Nwg/provenance", "@graph": [ { "@id": "https://w3id.org/np/RAi8t3ljV_5O1_yakt2f2fRYbgsu4e0_-fD690aO99Nwg/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.2601.09280" } ] } ] }, { "@id": "https://w3id.org/np/RAi8t3ljV_5O1_yakt2f2fRYbgsu4e0_-fD690aO99Nwg/Head", "@graph": [ { "@id": "https://w3id.org/np/RAi8t3ljV_5O1_yakt2f2fRYbgsu4e0_-fD690aO99Nwg", "http://www.nanopub.org/nschema#hasAssertion": [ { "@id": "https://w3id.org/np/RAi8t3ljV_5O1_yakt2f2fRYbgsu4e0_-fD690aO99Nwg/assertion" } ], "http://www.nanopub.org/nschema#hasProvenance": [ { "@id": "https://w3id.org/np/RAi8t3ljV_5O1_yakt2f2fRYbgsu4e0_-fD690aO99Nwg/provenance" } ], "http://www.nanopub.org/nschema#hasPublicationInfo": [ { "@id": "https://w3id.org/np/RAi8t3ljV_5O1_yakt2f2fRYbgsu4e0_-fD690aO99Nwg/pubinfo" } ], "@type": [ "http://www.nanopub.org/nschema#Nanopublication" ] } ] }, { "@id": "https://w3id.org/np/RAi8t3ljV_5O1_yakt2f2fRYbgsu4e0_-fD690aO99Nwg/assertion", "@graph": [ { "@id": "https://doi.org/10.48550/arXiv.2601.09280", "http://purl.org/dc/terms/title": [ { "@value": "ReGraM: Region-First Knowledge Graph Reasoning for Medical Question Answering" } ], "http://purl.org/spar/cito/describes": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ReGraM" } ], "http://purl.org/spar/cito/discusses": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThought" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#GraphRAG" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#JointLK" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#KGARevion" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#MedGraphRAG" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#MedReason" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#OntologyGuidedKGQA" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#QAGNN" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ReAct" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Reflexion" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#STaR" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#SelfCheck" } ], "@type": [ "http://www.w3.org/ns/prov#Entity" ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ReGraM", "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": "ReGraM is a framework designed to improve the factual accuracy and consistency of Large Language Models (LLMs) in Medical Question Answering. It achieves this by constructing query-aligned subgraphs from a Knowledge Graph (KG) and constraining the LLM's reasoning exclusively within this localized region during the inference phase. This approach directly enhances the LLM's performance on a specific task (QA) by providing structured, relevant external knowledge and guiding its multi-hop reasoning." } ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "ReGraM" } ], "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#ChainOfThought", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Chain-of-Thought" } ] }, { "@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#JointLK", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "JointLK" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#KGARevion", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "KGARevion" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#MedGraphRAG", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Med-GraphRAG" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#MedReason", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "MedReason" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#OntologyGuidedKGQA", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Ontology-Guided KGQA" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#QAGNN", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "QAGNN" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ReAct", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "ReAct" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Reflexion", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Reflexion" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#STaR", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "STaR" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#SelfCheck", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "SelfCheck" } ] } ] }, { "@id": "https://w3id.org/np/RAi8t3ljV_5O1_yakt2f2fRYbgsu4e0_-fD690aO99Nwg/pubinfo", "@graph": [ { "@id": "https://w3id.org/np/RAi8t3ljV_5O1_yakt2f2fRYbgsu4e0_-fD690aO99Nwg", "http://purl.org/dc/terms/created": [ { "@value": "2026-02-26T16:32:28.285Z", "@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.2601.09280" } ] }, { "@id": "https://w3id.org/np/RAi8t3ljV_5O1_yakt2f2fRYbgsu4e0_-fD690aO99Nwg/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": "Il0I/EUxW4IzfNtMb1YTmqpj6UzOaj/BXyZ9sBU/svuA1XLoc+T258yKjZNJChe0GS+oEHEcEEfT1U6+BBLZnjiJ6Knz/1aen2W/IWO3ChB7gN+sO2i3HRpCNNCSe94agpGTWH5f3CMCfutjWsqHbX+iDQzu7EYX+N4Yl9UV6Wxt+HUARol2KsqvycaZWwibrbeKccti+yLSy1YBh51pmZQhC2gotJwexe59t88nXvSESKREb9zmhRvgrJcgo1c2agffNwFg9lCgQW+fZmhNkoe4KlubZe7clxEGNKOXNExfS5Z5jpIZzk1E/1zScLO1dtVVYFCwgnHqbE/aacok2w==" } ], "http://purl.org/nanopub/x/hasSignatureTarget": [ { "@id": "https://w3id.org/np/RAi8t3ljV_5O1_yakt2f2fRYbgsu4e0_-fD690aO99Nwg" } ], "http://purl.org/nanopub/x/signedBy": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/agent" } ] } ] } ]