UniQGen is a constraint-guided LLM agent framework that generates accurate Cypher queries for KGQA, reporting F1 gains of 31.6% on GraphQ and 4.9% on GrailQA over prior methods without requiring fine-tuning.
Bridging graph data models: Rdf, rdf-star, and property graphs as directed acyclic graphs
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Graph Query Generation with Constraint-guided Large Language Agents
UniQGen is a constraint-guided LLM agent framework that generates accurate Cypher queries for KGQA, reporting F1 gains of 31.6% on GraphQ and 4.9% on GrailQA over prior methods without requiring fine-tuning.