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@prefix sub: <https://w3id.org/np/RAziGsdNa-891aWD1B1EU2iE8VBrclYOoh9NJF6pcHAng/> .
@prefix np: <http://www.nanopub.org/nschema#> .
@prefix dct: <http://purl.org/dc/terms/> .
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@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
@prefix prov: <http://www.w3.org/ns/prov#> .
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sub:assertion {
  <https://doi.org/10.48550/arXiv.2507.17273> 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>;
    a prov:Entity .
  
  <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>
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    a <http://purl.org/spar/fabio/Workflow>;
    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> .
}

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