Think Again or Think Longer? Selective Verification for Budget-Aware Reasoning

Benchmark Model Rank Results
arithmetic-reasoning-on-gsm8kSelective active verify (Qwen3-1.7B gate)#29Accuracy: 94.47
mathematical-reasoning-on-math-500Selective active verify (Qwen3-1.7B gate)#104Accuracy: 76.3