sub:assertion {
sub:KGEnhancedLLM rdfs:label "KG-enhanced LLMs" .
sub:KGEnhancedLLMInference rdfs:label "KG-enhanced LLM inference" .
sub:KGEnhancedLLMInterpretability rdfs:label "KG-enhanced LLM interpretability" .
sub:KGEnhancedLLMPretraining rdfs:label "KG-enhanced LLM pre-training" .
sub:LLMAugmentedKG rdfs:label "LLM-augmented KGs" .
sub:LLMAugmentedKGCompletion rdfs:label "LLM-augmented KG completion" .
sub:LLMAugmentedKGConstruction rdfs:label "LLM-augmented KG construction" .
sub:LLMAugmentedKGEmbedding rdfs:label "LLM-augmented KG embedding" .
sub:LLMAugmentedKGQuestionAnswering rdfs:label "LLM-augmented KG question answering" .
sub:LLMAugmentedKGToTextGeneration rdfs:label "LLM-augmented KG to text generation" .
sub:SynergizedKnowledgeRepresentation rdfs:label "Synergized Knowledge Representation" .
sub:SynergizedLLMKG rdfs:label "Synergized LLMs + KGs" .
sub:SynergizedReasoning rdfs:label "Synergized Reasoning" .
sub:assertion dct:description "This template allows you to annotate research papers with large language models(LLMs) and knowledge graphs(KGs) integration categories based on the Pan et al. (2024) roadmap (DOI: https://doi.org/10.48550/arXiv.2306.08302). This template includes the paper's DOI, its specific integration category, and the contributor who made the categorization." ;
a nt:AssertionTemplate ;
rdfs:label "Annotating paper with LLMs+KGs integration category" ;
nt:hasNanopubLabelPattern "LLMs+KGs integration category: ${category} for ${paper}" ;
nt:hasStatement sub:comment ,
sub:st1 ,
sub:top-category ,
sub:type ;
nt:hasTag "Annotations" .
sub:category a nt:RestrictedChoicePlaceholder ;
nt:possibleValue sub:KGEnhancedLLMInference ,
sub:KGEnhancedLLMInterpretability ,
sub:KGEnhancedLLMPretraining ,
sub:LLMAugmentedKGCompletion ,
sub:LLMAugmentedKGConstruction ,
sub:LLMAugmentedKGEmbedding ,
sub:LLMAugmentedKGQuestionAnswering ,
sub:LLMAugmentedKGToTextGeneration ,
sub:SynergizedKnowledgeRepresentation ,
sub:SynergizedReasoning .
sub:comment rdf:object sub:comment-from-LLM ;
rdf:predicate rdfs:comment ;
rdf:subject sub:paper .
sub:comment-from-LLM a nt:LongLiteralPlaceholder .
sub:paper a nt:UriPlaceholder ;
nt:hasPrefix "https://doi.org/" ;
nt:hasPrefixLabel "the paper with DOI" ;
nt:hasRegex "10.(\\d)+/(\\S)+" .
sub:st1 rdf:object sub:category ;
rdf:predicate dct:subject ;
rdf:subject sub:paper .
sub:top-category rdf:object sub:top-category ;
rdf:predicate <
https://neverblink.eu/ontologies/llm-kg/hasTopCategory> ;
rdf:subject sub:paper ;
a nt:RestrictedChoicePlaceholder ;
nt:possibleValue sub:KGEnhancedLLM ,
sub:LLMAugmentedKG ,
sub:SynergizedLLMKG .
sub:type rdf:object prov:Entity ;
rdf:predicate rdf:type ;
rdf:subject nt:ASSERTION .
}