A multi-backend structural gate for LLM-generated Cypher queries achieves 100% detection of parse, constraint, and schema errors at zero false positives on 1135 queries while preserving model accuracy and adding a cost planner.
Refining Text2Cypher on small language model with reinforcement learning leveraging semantic information.Applied Sciences, 15(15):8206, 2025
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CYGNET: Cypher Gate for Neural Execution Triage and Cost Containment
A multi-backend structural gate for LLM-generated Cypher queries achieves 100% detection of parse, constraint, and schema errors at zero false positives on 1135 queries while preserving model accuracy and adding a cost planner.