ResearchTasksText2CypherText2CypherFollowBenchmarksDatasetSOTA methodSortMost resultsRecently updatedMost papersApplyDatasetSOTA methodMetricTrendResultsLast updatedPIPE-Cypher 296-example (local evaluation set)neo4j/Gemma-2-9B Text2Cypher LoRA20.3Execution Accuracy (Zero)11Jun 9, 2026Text2Cypher Average across English, Spanish, TurkishJoint Multilang FT85ROUGE-L5Feb 26, 2026Text2Cypher Turkish (test)Joint Multilang FT0.83ROUGE-L5Feb 26, 2026Text2Cypher Spanish (test)Joint Multilang FT0.85ROUGE-L5Feb 26, 2026Text2Cypher English (test)EN-Only FT86ROUGE-L5Feb 26, 2026
PIPE-Cypher 296-example (local evaluation set)neo4j/Gemma-2-9B Text2Cypher LoRA20.3Execution Accuracy (Zero)11Jun 9, 2026