SciGen-Verifier: A Multimodal Reasoner for Explainable Verification in Scientific Image Generation
SciGen-Verifier is constructed, a reasoning-driven multimodal verifier trained via cold-start supervised fine-tuning followed by a curriculum-based two-stage reinforcement learning pipeline that achieves competitive performance against much larger proprietary models.