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Text-to-Cypher generation on PIPE-Cypher 296-example (held-out)

26.9Mean AccuracyPIPE-Cypher
2.6688.95915.2521.541Jun 7, 2026

Evaluation results

MethodLinks
PIPE-CypherCondition=Ordered, Sig.=0.8662026.0626.999.3
PIPE-CypherCondition=Random, Sig.=0.8542026.0626.798.6
PIPE-CypherCondition=No-signature, Sig.=0.0002026.062082.8
PIPE-CypherCondition=Zero-shot, Sig.=–2026.063.620.3