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Papers Benchmarks Datasets Tasks

Text2Cypher research benchmarks · SOTA2 Research

Text2Cypher

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

PIPE-Cypher 296-example (local evaluation set)

neo4j/Gemma-2-9B Text2Cypher LoRA

20.3Execution Accuracy (Zero)

11

Jun 9, 2026

Text2Cypher Average across English, Spanish, Turkish

Joint Multilang FT

85ROUGE-L

5

Feb 26, 2026

Text2Cypher Turkish (test)

Joint Multilang FT

0.83ROUGE-L

5

Feb 26, 2026

Text2Cypher Spanish (test)

Joint Multilang FT

0.85ROUGE-L

5

Feb 26, 2026

Text2Cypher English (test)

86ROUGE-L

5

Feb 26, 2026

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Text2Cypher PIPE-Cypher

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