Nanopublication

ID

https://w3id.org/np/RAziGsdNa-891aWD1B1EU2iE8VBrclYOoh9NJF6pcHAng
Formats

Content

@prefix this: <https://w3id.org/np/RAziGsdNa-891aWD1B1EU2iE8VBrclYOoh9NJF6pcHAng> .
@prefix sub: <https://w3id.org/np/RAziGsdNa-891aWD1B1EU2iE8VBrclYOoh9NJF6pcHAng/> .
@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.2507.17273> a prov:Entity;
    dct:title "Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#iterativeReasoningLlmAgentForWarehousePlanningAssistance>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#directQa>,
      <https://neverblink.eu/ontologies/llm-kg/methods#directQaSr> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#directQa> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Direct QA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#directQaSr> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Direct QA + SR" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#iterativeReasoningLlmAgentForWarehousePlanningAssistance>
    a <http://purl.org/spar/fabio/Workflow>;
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    rdfs:comment "The method introduces a novel LLM-based agent designed with an iterative reasoning mechanism to diagnose operational bottlenecks by interacting with a Knowledge Graph (KG) derived from Discrete Event Simulation data. The agent employs a sophisticated dual-path architecture (QA Chain and Iterative Reasoning Chain) that generates sequential, conditioned sub-questions, formulates Cypher queries for KG interaction, retrieves evidence, and performs self-reflection, thus treating the LLM as an agent to conduct complex, multi-step reasoning over KGs.";
    rdfs:label "Iterative Reasoning LLM Agent for Warehouse Planning Assistance";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2507.17273> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T16:25:56.605Z"^^xsd:dateTime;
    dct:creator <https://neverblink.eu/ontologies/llm-kg/agent>;
    npx:hasNanopubType <https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult>;
    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2507.17273" .
  
  sub:sig npx:hasAlgorithm "RSA";
    npx:hasPublicKey "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB";
    npx:hasSignature "t7E+DCoA/bMd/+hkTFQpZKUbX9e6dL0a6Cgmw1+XbjODLA5zpfUrUTSQ5nsPLdmbjMqCd5LqhLydOzlbL20qqcr7Y9PzuaNXNY3PrhTjQao/2MwrFpGiU1vAsyQGgXQijgbNAeHIe2gr/bkyIsMc65cqk+51I2QxYymfzl8mkVLUCEomO3RYlZVm7f+lClTU1dLKfVtTYK3Hm/r7InJgAecMA3BCCzFvFMeH9juuUHGQD8ZLCtrhGidl9vfd83UiIPCTDqKmHvSW8btD522NJKSHlVPSEXQvYJAHZFRIHyYDiW4YusLEghsWZ/ulYF84TtYwOSbhsuypHPYHcomdug==";
    npx:hasSignatureTarget this:;
    npx:signedBy <https://neverblink.eu/ontologies/llm-kg/agent> .
}