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Benchmarks
Text2Cypher on PIPE-Cypher 296-example (local evaluation set)
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20.3
Execution Accuracy (Zero)
neo4j/Gemma-2-9B Text2Cypher LoRA
-0.812
4.669
10.15
15.631
Jun 7, 2026
Execution Accuracy (Zero)
Execution Accuracy (Ordered)
Execution Accuracy (No-sig)
Execution Accuracy (Random μ)
Execution Accuracy (Random σ)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Execution Accuracy (Zero)
Execution Accuracy (Ordered)
Execution Accuracy (No-sig)
Execution Accuracy (Random μ)
Execution Accuracy (Random σ)
neo4j/Gemma-2-9B Text2Cypher LoRA
Tuning=Text2Cypher LoR...
2026.06
20.3
98.3
69.9
98.1
0.9
Qwen3.5-9B
Tuning=general instruc...
2026.06
18.9
99.3
82.8
98.6
0.7
Qwen2.5-Coder-7B-Instruct
Tuning=code instructio...
2026.06
0.7
98.3
66.9
97.2
0.2
aigentx/Llama-3.1-8B Cypher LoRA
Tuning=Cypher LoRA, Fa...
2026.06
0
0
0
0
0
aigentx/Llama-3.1-8B Cypher mixed LoRA
Tuning=Cypher mixed Lo...
2026.06
0
0
0
0
0
Azzedde/llama3.1-8b-text2cypher
Tuning=Text2Cypher fin...
2026.06
0
0
0
0
0
Gemma-2-9B-IT
Tuning=general instruc...
2026.06
0
0
0
0
0
neo4j/Gemma-3-4B Text2Cypher
Tuning=Text2Cypher fin...
2026.06
0
0
0
0
0
projectwilsen/Llama-3.1-8B Text2Cypher LoRA
Tuning=Text2Cypher LoR...
2026.06
0
0
0
0
0
Saiprasanth15/Llama-3.1-8B Text2Cypher LoRA
Tuning=Text2Cypher LoR...
2026.06
0
0
0
0
0
tomasonjo/text2cypher-demo-16bit
Tuning=Text2Cypher fin...
2026.06
0
0
0
0
0
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