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.
Flexkbqa: A flexible llm-powered framework for few-shot knowledge base question answering
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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.