Achieving Precise Text-To-Cypher Via Grounded Knowledge Graph Data Generation

In three linesSynthetic data generation method to fine-tune small LLMs for Text-To-Cypher tasks (converting natural language to Cypher queries for property graphs). Results on major benchmarks show fine-tuned small models compete with larger proprietary models while ensuring data sovereignty in local deployment.

Summary generated by Claude — human-verified