@article{advancingmultimodaljudgemodelsthroughaca, title = {Advancing Multimodal Judge Models through a Capability-Oriented Benchmark and MCTS-Driven Data Generation}, author = {Zeyu Chen and Huanjin Yao and Ziwang Zhao and Min Yang}, year = {2026}, eprint = {2603.00546}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2603.00546}, }