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PIPE-Cypher

General AIKnowledge & ReasoningPIPE-Cypher Developers

PIPE-Cypher is a pipeline that generates NL-to-Cypher benchmarks from live property graphs, producing executable query pairs with validation, diversity controls, and local LLM judges.

Released
2026-06-07
Readiness
Runnable
Primary field
General AI

Why it matters

Enterprise graph schemas and query patterns are unique and evolve, making static benchmarks obsolete. PIPE-Cypher enables repeatable, graph-specific evaluation of text-to-Cypher systems, supporting deployment-relevant performance assessment.

Motivation

Enterprise property graphs vary widely in schema structure, internal terminology, domain assumptions, governance constraints, and user interaction patterns.

Primary resources

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