Nanopublication

ID

https://w3id.org/np/RAXDe9Lt0eqAZ5J6LYACWyeQFNmtr0-qXpOb-JPXp5Ojg
Formats

Content

@prefix this: <https://w3id.org/np/RAXDe9Lt0eqAZ5J6LYACWyeQFNmtr0-qXpOb-JPXp5Ojg> .
@prefix sub: <https://w3id.org/np/RAXDe9Lt0eqAZ5J6LYACWyeQFNmtr0-qXpOb-JPXp5Ojg/> .
@prefix np: <http://www.nanopub.org/nschema#> .
@prefix dct: <http://purl.org/dc/terms/> .
@prefix pav: <http://purl.org/pav/> .
@prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .
@prefix owl: <http://www.w3.org/2002/07/owl#> .
@prefix rdfg: <http://www.w3.org/2004/03/trix/rdfg-1/> .
@prefix dce: <http://purl.org/dc/elements/1.1/> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .
@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
@prefix prov: <http://www.w3.org/ns/prov#> .
@prefix npx: <http://purl.org/nanopub/x/> .

sub:Head {
  this: a np:Nanopublication;
    np:hasAssertion sub:assertion;
    np:hasProvenance sub:provenance;
    np:hasPublicationInfo sub:pubinfo .
}

sub:assertion {
  <https://doi.org/10.48550/arXiv.2403.05881> a prov:Entity;
    dct:title "KG-Rank: Enhancing Large Language Models for Medical QA with Knowledge Graphs and Ranking Techniques";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#KgRank>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#Almanac>,
      <https://neverblink.eu/ontologies/llm-kg/methods#ChatEnt> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Almanac> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "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.";
    rdfs:label "Almanac" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ChatEnt> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "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.";
    rdfs:label "ChatENT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KgRank> a <http://purl.org/spar/fabio/Workflow>;
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference>;
    rdfs:comment "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.";
    rdfs:label "KG-Rank";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM> .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2403.05881> .
}

sub:pubinfo {
  this: dct:created "2026-03-13T16:05:11.469Z"^^xsd:dateTime;
    dct:creator <https://neverblink.eu/ontologies/llm-kg/agent>;
    npx:hasNanopubType <https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult>;
    npx:supersedes <https://w3id.org/np/RAHt8HqiW8AcuusnGVccmiu6_KzjuDqksGJewBRBj6gsM>;
    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2403.05881" .
  
  sub:sig npx:hasAlgorithm "RSA";
    npx:hasPublicKey "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB";
    npx:hasSignature "WztWGY+pzNygXBhUF/SQPZ2V5JZa9avXjwhV5Z0t1R7SY9s6NG7iXcjceO23LhwmrdYtfYg/fcUZtrkKKSiRLW/8CX9NwwAp8Tb1U/0U8iHdrNha0k0CLjbYRKg2lZClcetCN2I9N/h/w1wXPVX1TeJXxS5q87IlLj8Wcy1/4yRK/ONdINpJWm6kwpJV5uQZyo1OHzxIPRAmCiU9joeoIX3cPiN2vQsGAab6PUqXYWcSmL+nM87rUMp8/5ibxjXVK1O2eLOBIEwkRLzXdDrLTGo9wqHZa6LOnPNHMtxOdFeM/74cxxbFceYdOew3mcjJSMCe26UOeTVUNuP1XIkzXg==";
    npx:hasSignatureTarget this:;
    npx:signedBy <https://neverblink.eu/ontologies/llm-kg/agent> .
}