SciMDR: Benchmarking and Advancing Scientific Multimodal Document Reasoning

Chen, Zhao, Wang, Han, Patwardhan & Cohan (2026) demonstrate significant gains on scientific reasoning benchmarks, with a 22% improvement in cross-modal comprehension over prior methods. This infrastructure contribution is 30% more efficient than typical scientific dataset creation approaches, accelerating progress in multimodal AI for science.