MMFakeBench: A Mixed-Source Multimodal Misinformation Detection Benchmark for LVLMs
Xuannan Liu, Zekun Li, Pei-Pei Li, Huaibo Huang, Shuhan Xia, Xing Cui, Linzhi Huang, Weihong Deng, Zhaofeng He
Abstract
https://liuxuannan.github.io/MMFakeBench.github.io/ DALLE Training Obama's meeting with Putin to focus on Ukraine. Scenic boats daily travel the Thames in England.
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Cited by top-tier papers23
- FKA-Owl: Advancing Multimodal Fake News Detection through Knowledge-Augmented LVLMsXuannan Liu, Peipei Li, Huaibo Huang, Zekun Li et al.ACM MM 2024 · 46 citations
- Truth over Tricks: Measuring and Mitigating Shortcut Learning in Misinformation DetectionHerun Wan, Jiaying Wu, Minnan Luo, Zhi Zeng et al.NeurIPS 2025 · 14 citations
- Localize, Understand, Collaborate: Semantic-Aware Dragging via Intention ReasonerXing Cui, Peipei Li, Zekun Li, Xuannan Liu et al.NeurIPS 2024 · 11 citations
- Seeing Through Deception: Uncovering Misleading Creator Intent in Multimodal News with Vision-Language ModelsJiaying Wu, Fanxiao Li, Zihang Fu, Min-Yen Kan et al.ICLR 2026 · 9 citations
- All That Glisters Is Not Gold: A Benchmark for Reference-Free Counterfactual Financial Misinformation DetectionYuechen Jiang, Zhiwei Liu, Yupeng Cao, Yueru He et al.ACL 2026 · 9 citations
Builds on27
- Language Models are Few-Shot LearnersTom B. Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah et al.NeurIPS 2020 · 64,255 citations
- Diffusion Models Beat GANs on Image SynthesisPrafulla Dhariwal, Alexander Quinn NicholNeurIPS 2021 · 13,211 citations
- High-Resolution Image Synthesis with Latent Diffusion ModelsRobin Rombach, Andreas Blattmann, Dominik Lorenz, Patrick Esser et al.CVPR 2022 · 13,123 citations
- Visual Instruction TuningHaotian Liu, Chunyuan Li, Qingyang Wu, Yong Jae LeeNeurIPS 2023 · 11,349 citations
- BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language ModelsJunnan Li, Dongxu Li, Silvio Savarese, Steven C. H. HoiICML 2023 · 7,873 citations
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