Asking LLMs to Verify First is Almost Free Lunch

Shiguang Wu, Quanming Yao

To enhance the reasoning capabilities of Large Language Models (LLMs) without high costs of training, nor extensive test-time sampling, we introduce Verification-First (VF), a stra…