@article{readitbackpretrainedmllmsarezeroshotrewa,
  title = {Read It Back: Pretrained MLLMs Are Zero-Shot Reward Models for Text-to-Image Generation},
  author = {Runhui Huang and Qihui Zhang and Zhe Liu and Yu Gao and Jie Wu and Hengshuang Zhao},
  year = {2026},
  eprint = {2607.11886},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2607.11886},
}