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LLMs have trouble with consistently getting the relationship direction accurately. That's why I organized a competition how to best and most simple to fix it based on the existing schema as a post-processing step. https://github.com/tomasonjo/cypher-direction-competition I am adding the winner's code in this PR: https://github.com/sakusaku-rich/cypher-direction-competition