| ## 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{}.", |