2025
CMIE: Combining MLLM Insights with External Evidence for Explainable Out-of-Context Misinformation Detection
ACL 2025finding
Multimodal large language models (MLLMs) have demonstrated impressive capabilities in visual reasoning and text generation. While previous studies have explored the application of MLLM for detecting out-of-context (OOC) misinformation, our empirical analysis reveals two persisting challenges of this…