AINeutralarXiv – CS AI · 18h ago6/10
🧠
PIPE-Cypher: Automatic Enterprise Benchmark Generation for Text-to-Cypher Systems
Researchers introduced PIPE-Cypher, an automated pipeline for generating Text-to-Cypher benchmarks tailored to enterprise property graphs. The system combines schema profiling, LLM generation, and validation to create deployment-relevant datasets that reflect real user queries, addressing the challenge that enterprise graphs have unique structures and evolving schemas that make standardized benchmarks inadequate.