[ { "@graph" : [ { "@id" : "https://w3id.org/np/RAXDe9Lt0eqAZ5J6LYACWyeQFNmtr0-qXpOb-JPXp5Ojg", "@type" : [ "http://www.nanopub.org/nschema#Nanopublication" ], "http://www.nanopub.org/nschema#hasAssertion" : [ { "@id" : "https://w3id.org/np/RAXDe9Lt0eqAZ5J6LYACWyeQFNmtr0-qXpOb-JPXp5Ojg/assertion" } ], "http://www.nanopub.org/nschema#hasProvenance" : [ { "@id" : "https://w3id.org/np/RAXDe9Lt0eqAZ5J6LYACWyeQFNmtr0-qXpOb-JPXp5Ojg/provenance" } ], "http://www.nanopub.org/nschema#hasPublicationInfo" : [ { "@id" : "https://w3id.org/np/RAXDe9Lt0eqAZ5J6LYACWyeQFNmtr0-qXpOb-JPXp5Ojg/pubinfo" } ] } ], "@id" : "https://w3id.org/np/RAXDe9Lt0eqAZ5J6LYACWyeQFNmtr0-qXpOb-JPXp5Ojg/Head" }, { "@graph" : [ { "@id" : "https://doi.org/10.48550/arXiv.2403.05881", "@type" : [ "http://www.w3.org/ns/prov#Entity" ], "http://purl.org/dc/terms/title" : [ { "@value" : "KG-Rank: Enhancing Large Language Models for Medical QA with Knowledge Graphs and Ranking Techniques" } ], "http://purl.org/spar/cito/describes" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#KgRank" } ], "http://purl.org/spar/cito/discusses" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Almanac" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#ChatEnt" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Almanac", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#comment" : [ { "@value" : "Almanac is discussed as previous research that leverages external medical knowledge to enhance the accuracy and reliability of LLM-generated content. It is mentioned in the introduction as a related work that attempted to address the challenge of LLM factual inconsistency, providing context for the problem KG-Rank aims to solve." } ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "Almanac" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#ChatEnt", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#comment" : [ { "@value" : "ChatENT is discussed as previous research that leverages external medical knowledge to enhance the accuracy and reliability of LLM-generated content. Similar to Almanac, it is cited in the introduction as related work demonstrating the use of external knowledge to improve LLMs, setting the stage for KG-Rank's novel approach to knowledge integration." } ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "ChatENT" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#KgRank", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://purl.org/dc/terms/subject" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference" } ], "http://www.w3.org/2000/01/rdf-schema#comment" : [ { "@value" : "KG-Rank is an augmented LLM framework that integrates a medical Knowledge Graph (KG) with multiple ranking and re-ranking techniques to improve the factual consistency of long-form question answering in the medical domain. It works by identifying medical entities in a question, retrieving related KG triples, and then applying techniques like Similarity Ranking, Answer Expansion Ranking, and Maximal Marginal Relevance Ranking, followed by re-ranking using models like MedCPT, to refine the information provided to the LLM during inference for answer generation." } ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "KG-Rank" } ], "https://neverblink.eu/ontologies/llm-kg/hasTopCategory" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM" } ] } ], "@id" : "https://w3id.org/np/RAXDe9Lt0eqAZ5J6LYACWyeQFNmtr0-qXpOb-JPXp5Ojg/assertion" }, { "@graph" : [ { "@id" : "https://w3id.org/np/RAXDe9Lt0eqAZ5J6LYACWyeQFNmtr0-qXpOb-JPXp5Ojg/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.2403.05881" } ] } ], "@id" : "https://w3id.org/np/RAXDe9Lt0eqAZ5J6LYACWyeQFNmtr0-qXpOb-JPXp5Ojg/provenance" }, { "@graph" : [ { "@id" : "https://w3id.org/np/RAXDe9Lt0eqAZ5J6LYACWyeQFNmtr0-qXpOb-JPXp5Ojg", "http://purl.org/dc/terms/created" : [ { "@type" : "http://www.w3.org/2001/XMLSchema#dateTime", "@value" : "2026-03-13T16:05:11.469Z" } ], "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/RAHt8HqiW8AcuusnGVccmiu6_KzjuDqksGJewBRBj6gsM" } ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "LLM-KG assessment for paper 10.48550/arXiv.2403.05881" } ] }, { "@id" : "https://w3id.org/np/RAXDe9Lt0eqAZ5J6LYACWyeQFNmtr0-qXpOb-JPXp5Ojg/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" : "WztWGY+pzNygXBhUF/SQPZ2V5JZa9avXjwhV5Z0t1R7SY9s6NG7iXcjceO23LhwmrdYtfYg/fcUZtrkKKSiRLW/8CX9NwwAp8Tb1U/0U8iHdrNha0k0CLjbYRKg2lZClcetCN2I9N/h/w1wXPVX1TeJXxS5q87IlLj8Wcy1/4yRK/ONdINpJWm6kwpJV5uQZyo1OHzxIPRAmCiU9joeoIX3cPiN2vQsGAab6PUqXYWcSmL+nM87rUMp8/5ibxjXVK1O2eLOBIEwkRLzXdDrLTGo9wqHZa6LOnPNHMtxOdFeM/74cxxbFceYdOew3mcjJSMCe26UOeTVUNuP1XIkzXg==" } ], "http://purl.org/nanopub/x/hasSignatureTarget" : [ { "@id" : "https://w3id.org/np/RAXDe9Lt0eqAZ5J6LYACWyeQFNmtr0-qXpOb-JPXp5Ojg" } ], "http://purl.org/nanopub/x/signedBy" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/agent" } ] } ], "@id" : "https://w3id.org/np/RAXDe9Lt0eqAZ5J6LYACWyeQFNmtr0-qXpOb-JPXp5Ojg/pubinfo" } ]