Constantly Improving Image Models Need Constantly Improving Benchmarks - Ge, Jiaxin; Luo, Grace; Lee, Heekyung; Malpani, Nishant; Lian, Long; Wang, Xudong; Holynski, Aleksander; darrell, trevor; Min, Sewon; Chan, David (International Conference on Learning Representations, 2026)