The official repository for the paper "Generate, but Verify" presents the REVERSE model, aimed at reducing hallucinations in vision-language models through retrospective resampling. It provides installation instructions, model checkpoints, and evaluation guidelines, along with acknowledgments to foundational resources from LLaVA and Qwen series.