Nanopublications

@prefix this: <https://w3id.org/np/RASkD4AQ2L67yU18HOxjE6Fq3-d7BIDdgcz6_RUHWmRM4> .
@prefix sub: <https://w3id.org/np/RASkD4AQ2L67yU18HOxjE6Fq3-d7BIDdgcz6_RUHWmRM4/> .
@prefix np: <http://www.nanopub.org/nschema#> .
@prefix dct: <http://purl.org/dc/terms/> .
@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 {
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sub:assertion {
  <https://doi.org/10.48550/arXiv.2510.13193> dct:title "REMINDRAG: Low-Cost LLM-Guided Knowledge Graph Traversal for Efficient RAG" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#REMINDRAG> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#BM25> , <https://neverblink.eu/ontologies/llm-kg/methods#GraphRAG> , <https://neverblink.eu/ontologies/llm-kg/methods#HippoRAG2> , <https://neverblink.eu/ontologies/llm-kg/methods#LightRAG> , <https://neverblink.eu/ontologies/llm-kg/methods#MemoRAG> , <https://neverblink.eu/ontologies/llm-kg/methods#NaiveRAG> , <https://neverblink.eu/ontologies/llm-kg/methods#PlanOnGraph> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#BM25> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "BM25" .
  <https://neverblink.eu/ontologies/llm-kg/methods#GraphRAG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "GraphRAG" .
  <https://neverblink.eu/ontologies/llm-kg/methods#HippoRAG2> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "HippoRAG2" .
  <https://neverblink.eu/ontologies/llm-kg/methods#LightRAG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "LightRAG" .
  <https://neverblink.eu/ontologies/llm-kg/methods#MemoRAG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "MemoRAG" .
  <https://neverblink.eu/ontologies/llm-kg/methods#NaiveRAG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "NaiveRAG" .
  <https://neverblink.eu/ontologies/llm-kg/methods#PlanOnGraph> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Plan-on-Graph" .
  <https://neverblink.eu/ontologies/llm-kg/methods#REMINDRAG> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "REMINDRAG proposes an LLM-guided knowledge graph traversal featuring node exploration, node exploitation, and memory replay to enhance RAG systems. The memory replay component stores traversal experience by updating KG edge embeddings, which then guide future LLM traversals. This creates a synergized reasoning process where the LLM acts as an agent interacting with and learning from the KG, and the KG's representation is dynamically adapted to improve the LLM's reasoning efficiency and effectiveness." ;
    rdfs:label "REMINDRAG" ;
    <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.2510.13193> .
}

sub:pubinfo {
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