Evaluation Results
| AIME2024 | MATH500 | GPQA-Diamond | AIME2025 Part I | |
|---|---|---|---|---|
| Bespoke-Stratos-32B | 63.3 | 93.0 | 58.1 | - |
| Sky-T1-32B | 43.3 | 82.4 | 56.8 | - |
| DeepSeek-R1-Distill-Qwen-32B | 66.7 | 89.8 | 61.1 | 53.3 |
| OpenThinker-32B | 66.0 | 90.6 | 61.6 | 53.3 |
| Control-R-32B (Ours) | 70.0 | 93.2 | 61.1 | 55.0 |
| o1-preview | 40.0 | 81.4 | 75.2 | 78.3 |
| DeepSeek-R1 | 79.8 | 97.3 | 71.5 | 65.0 |
Usage
Prompt
query = '...'
control_fields = "\n<control> search_depth: 9; search_breadth: 9; error_detection: 9; error_correction: 9; strategy_switching: 9; correctness: 9; efficiency: 9; completeness: 9; coherence: 9; knowledge_accuracy: 9; clarity_of_steps: 9 <control/>"
query += control_fields + "\nPlease reason step by step, and put your final answer within \\boxed{}.",