An Open-Ended Benchmark and Formal Framework for Adjuvant Research with MLLM - Chen, Yi; Zhang, Yu; Xu, Jian; Yue, Hua; Wang, Xinming; Lyu, Zequan; Zhang, Xu-yao; Wei, Wei; Liu, Cheng-lin (International Conference on Learning Representations, 2026)