Prompt Optimization on Prompt Optimization Benchmark
69AccuracyLinGO
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LinGOModel=Gemini 2.5 Flash-Lite, Optimization Mode=Step-wise, Base Tool=RAG2026.02 | 69 | 69.9 | |
| LinGOModel=GPT-5-mini, Optimization Mode=Step-wise, Base Tool=RAG2026.02 | 65.5 | 67.7 | |
| LinGOModel=Gemini 2.5 Flash-Lite, Optimization Mode=Step-wise, Base Tool=DSPy2026.02 | 64.8 | 66.5 | |
| RAGModel=Gemini 2.5 Flash-Lite, Optimization Mode=Direct Optimization2026.02 | 64 | 66.4 | |
| RAGModel=GPT-5-mini, Optimization Mode=Direct Optimization2026.02 | 63.8 | 64 | |
| DSPyModel=Gemini 2.5 Flash-Lite, Optimization Mode=Direct Optimization2026.02 | 63 | 60.6 | |
| LinGOModel=GPT-5-mini, Optimization Mode=Step-wise, Base Tool=AdalFlow2026.02 | 62 | 63.7 | |
| LinGOModel=GPT-5-mini, Optimization Mode=Step-wise, Base Tool=TextGrad2026.02 | 59 | 61.4 | |
| AdalFlowModel=GPT-5-mini, Optimization Mode=Direct Optimization2026.02 | 56.8 | 41.1 | |
| DSPyModel=GPT-5-mini, Optimization Mode=Direct Optimization2026.02 | 54 | 52.5 | |
| LinGOModel=Gemini 2.5 Flash-Lite, Optimization Mode=Step-wise, Base Tool=AdalFlow2026.02 | 53 | 55.1 | |
| LinGOModel=Gemini 2.5 Flash-Lite, Optimization Mode=Step-wise, Base Tool=TextGrad2026.02 | 51.8 | 55 | |
| DSPyModel=Claude 3 Haiku, Optimization Mode=Direct Optimization2026.02 | 51.5 | 54 | |
| LinGOModel=GPT-5-mini, Optimization Mode=Step-wise, Base Tool=DSPy2026.02 | 50.8 | 55.4 | |
| RAGModel=Claude 3 Haiku, Optimization Mode=Direct Optimization2026.02 | 49.5 | 55.1 | |
| AdalFlowModel=Gemini 2.5 Flash-Lite, Optimization Mode=Direct Optimization2026.02 | 49.3 | 42.7 | |
| AdalFlowModel=Claude 3 Haiku, Optimization Mode=Direct Optimization2026.02 | 48.8 | 38.5 | |
| LinGOModel=Claude 3 Haiku, Optimization Mode=Step-wise, Base Tool=RAG2026.02 | 47.9 | 48.9 | |
| TextGradModel=Gemini 2.5 Flash-Lite, Optimization Mode=Direct Optimization2026.02 | 41.3 | 39.2 | |
| LinGOModel=Claude 3 Haiku, Optimization Mode=Step-wise, Base Tool=DSPy2026.02 | 41 | 45.8 | |
| LinGOModel=Claude 3 Haiku, Optimization Mode=Step-wise, Base Tool=AdalFlow2026.02 | 36.5 | 38 | |
| LinGOModel=Claude 3 Haiku, Optimization Mode=Step-wise, Base Tool=TextGrad2026.02 | 35 | 34.8 | |
| TextGradModel=GPT-5-mini, Optimization Mode=Direct Optimization2026.02 | 32.8 | 39.3 | |
| TextGradModel=Claude 3 Haiku, Optimization Mode=Direct Optimization2026.02 | 20.3 | 25.7 |