V-Zero Trains Visual Reasoning 10x Faster Than RL, No Answer Labels

V-Zero achieves answer-label-free visual reasoning via on-policy distillation with contrastive evidence gating, training 5x faster than SFT and 10x faster than RL. The 4B model is publicly available on Hugging Face.