Cao, Jingchao, Guo An, Feng Gao, Ke Gu, and Yutao Liu. 2026. “UQ-Bench: A Benchmark for Evaluating Multimodal LLMs on Underwater Image Quality Assessment”. Proceedings of the AAAI Conference on Artificial Intelligence 40 (4):2589-97. https://doi.org/10.1609/aaai.v40i4.37246.