Mathematical Reasoning on LiveBench Math
58.1Initial Task ScoreRPT
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| RPTOptimizer LLM=GPT-5, Target Model=GPT-4.12026.05 | 58.1 | — | — | 70.5 | |
| RPTOptimizer LLM=GPT-5-mini, Target Model=GPT-4.12026.05 | 58.1 | — | — | 66.2 | |
| RPTOptimizer LLM=Gemini-3.1-Pro, Target Model=GPT-4.12026.05 | 58.1 | — | — | 70.4 | |
| RPTOptimizer LLM=Gemini-3.1-Flash-Lite, Target Model=GPT-4.12026.05 | 58.1 | — | — | 64.9 | |
| ACEOptimizer LLM=GPT-5, Target Model=GPT-4.12026.05 | 54.1 | — | — | 61.6 | |
| ACEOptimizer LLM=GPT-5-mini, Target Model=GPT-4.12026.05 | 54.1 | — | — | 64.9 | |
| ACEOptimizer LLM=Gemini-3.1-Pro, Target Model=GPT-4.12026.05 | 54.1 | — | — | 60.8 | |
| ACEOptimizer LLM=Gemini-3.1-Flash-Lite, Target Model=GPT-4.12026.05 | 54.1 | — | — | 56.6 | |
| MIPROOptimizer LLM=GPT-5, Target Model=GPT-4.12026.05 | 40.7 | — | — | 47.6 | |
| MIPROOptimizer LLM=GPT-5-mini, Target Model=GPT-4.12026.05 | 40.7 | — | — | 43.8 | |
| MIPROOptimizer LLM=Gemini-3.1-Pro, Target Model=GPT-4.12026.05 | 40.7 | — | — | 43.2 | |
| MIPROOptimizer LLM=Gemini-3.1-Flash-Lite, Target Model=GPT-4.12026.05 | 40.7 | — | — | 42.5 | |
| GEPAOptimizer LLM=GPT-5, Target Model=GPT-4.12026.05 | 40.6 | — | — | 46.2 | |
| GEPAOptimizer LLM=GPT-5-mini, Target Model=GPT-4.12026.05 | 40.6 | — | — | 46.9 | |
| GEPAOptimizer LLM=Gemini-3.1-Pro, Target Model=GPT-4.12026.05 | 40.6 | — | — | 46.9 | |
| GEPAOptimizer LLM=Gemini-3.1-Flash-Lite, Target Model=GPT-4.12026.05 | 40.6 | — | — | 42.7 | |
| GEPA-COptimizer LLM=GPT-52026.05 | — | 40.1 | 0.543 | — | |
| GEPA-COptimizer LLM=GPT-5-mini2026.05 | — | 40.1 | 0.543 | — | |
| GEPA-COptimizer LLM=Gemini-3.1-Pro2026.05 | — | 40.1 | 0.543 | — | |
| GEPA-COptimizer LLM=Gemini-3.1-FL2026.05 | — | 40.1 | 0.543 | — | |
| RPTOptimizer LLM=GPT-52026.05 | — | 58.1 | 0.347 | — | |
| RPTOptimizer LLM=GPT-5-mini2026.05 | — | 58.1 | 0.347 | — | |
| RPTOptimizer LLM=Gemini-3.1-Pro2026.05 | — | 58.1 | 0.347 | — | |
| RPTOptimizer LLM=Gemini-3.1-FL2026.05 | — | 58.1 | 0.347 | — |