What Improves Multimodal Misinformation Detection? Answers from a Large-Scale Empirical Study
This paper conducts a large-scale study of multimodal design choices for misinformation detection with over 3,375 experiments, distill practical guidance on which design choices help, when do they fail silently, and what aspects of the pipeline most strongly shape model behavior.