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- arXiv.2412.18702 type Entity assertion.
- AutomaticTextToCypherTaskGenerationPipeline type Workflow assertion.
- LlamaIndexKHopNeighbourhood type Workflow assertion.
- LlamaIndexPropertyGraphIndex type Workflow assertion.
- SExpressionIntermediateLogicalForm type Workflow assertion.
- SPINACH type Workflow assertion.
- TextToCypherRetrievalOverPropertyGraphViewsOfRdfKGs type Workflow assertion.
- AutomaticTextToCypherTaskGenerationPipeline label "Automatic Text-to-Cypher Task Generation Pipeline" assertion.
- LlamaIndexKHopNeighbourhood label "LlamaIndex K-Hop Neighbourhood Retrieval" assertion.
- LlamaIndexPropertyGraphIndex label "LlamaIndex Property Graph Index" assertion.
- SExpressionIntermediateLogicalForm label "S-expression Intermediate Logical Form for Text-to-SPARQL" assertion.
- SPINACH label "SPINACH" assertion.
- TextToCypherRetrievalOverPropertyGraphViewsOfRdfKGs label "Text-to-Cypher Retrieval over Property Graph Views of RDF KGs" assertion.
- AutomaticTextToCypherTaskGenerationPipeline comment "This pipeline automates the creation of a high-quality text-to-Cypher benchmark by first generating initial (question, Cypher) pairs from graph patterns using templates. LLMs are then employed in multiple stages to rewrite these template-generated questions into more natural-sounding language and to verify their semantic equivalence, effectively leveraging LLMs to generate text (questions) that describe facts or queries over KGs." assertion.
- TextToCypherRetrievalOverPropertyGraphViewsOfRdfKGs comment "This method proposes a novel approach to enable Large Language Models (LLMs) to efficiently and accurately retrieve information from full-scale modern RDF knowledge graphs. It involves transforming complex RDF graphs into domain-specific property graph views that are more amenable to LLM querying via Cypher, thereby enhancing the LLM's ability to access and utilize structured knowledge during inference." assertion.
- arXiv.2412.18702 describes AutomaticTextToCypherTaskGenerationPipeline assertion.
- arXiv.2412.18702 describes TextToCypherRetrievalOverPropertyGraphViewsOfRdfKGs assertion.
- arXiv.2412.18702 discusses LlamaIndexKHopNeighbourhood assertion.
- arXiv.2412.18702 discusses LlamaIndexPropertyGraphIndex assertion.
- arXiv.2412.18702 discusses SExpressionIntermediateLogicalForm assertion.
- arXiv.2412.18702 discusses SPINACH assertion.
- AutomaticTextToCypherTaskGenerationPipeline subject LLMAugmentedKGToTextGeneration assertion.
- TextToCypherRetrievalOverPropertyGraphViewsOfRdfKGs subject KGEnhancedLLMInference assertion.
- arXiv.2412.18702 title "CYPHERBENCH: Towards Precise Retrieval over Full-scale Modern Knowledge Graphs in the LLM Era" assertion.
- AutomaticTextToCypherTaskGenerationPipeline hasTopCategory LLMAugmentedKG assertion.
- TextToCypherRetrievalOverPropertyGraphViewsOfRdfKGs hasTopCategory KGEnhancedLLM assertion.