Grounding Generative Verification in 3D Content
The work introduces 3DVerifierBench, a benchmark to evaluate how multimodal models verify 3D content decisions and explanations. It shows that current models have a significant gap with human performance in verification accuracy. The study also develops a scalable data pipeline to create training examples with contradiction explanations, aiming to help models reflect on and refine their 3D generation outputs through reliable feedback.