Control-R-32B / README.md
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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{}.",