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.
Text2Cypher across languages: Evaluating and finetuning LLMs
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
fields
cs.CL 2years
2026 2verdicts
UNVERDICTED 2representative citing papers
KG2Cypher generates validated synthetic Text-Cypher pairs from existing KGs, trains LoRA models with class-conditioned schema prompting, and reports execution-result F1 gains to 0.950 and 0.92 plus 95.2% exact match in Korean enterprise settings.
citing papers explorer
-
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.
-
KG2Cypher: Data-Centric Pipeline for Building Enterprise Text-to-Cypher Systems
KG2Cypher generates validated synthetic Text-Cypher pairs from existing KGs, trains LoRA models with class-conditioned schema prompting, and reports execution-result F1 gains to 0.950 and 0.92 plus 95.2% exact match in Korean enterprise settings.