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
摘要
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.
问 Lune
尽管问，回答会引用原文。
Lune 会读完全文和相关的 Paper，每个回答都附上所依据的原文段落。
引用它的顶会 Paper23
- FKA-Owl: Advancing Multimodal Fake News Detection through Knowledge-Augmented LVLMsXuannan Liu, Peipei Li, Huaibo Huang, Zekun Li 等ACM MM 2024 · 46 次引用
- Truth over Tricks: Measuring and Mitigating Shortcut Learning in Misinformation DetectionHerun Wan, Jiaying Wu, Minnan Luo, Zhi Zeng 等NeurIPS 2025 · 14 次引用
- Localize, Understand, Collaborate: Semantic-Aware Dragging via Intention ReasonerXing Cui, Peipei Li, Zekun Li, Xuannan Liu 等NeurIPS 2024 · 11 次引用
- Seeing Through Deception: Uncovering Misleading Creator Intent in Multimodal News with Vision-Language ModelsJiaying Wu, Fanxiao Li, Zihang Fu, Min-Yen Kan 等ICLR 2026 · 9 次引用
- All That Glisters Is Not Gold: A Benchmark for Reference-Free Counterfactual Financial Misinformation DetectionYuechen Jiang, Zhiwei Liu, Yupeng Cao, Yueru He 等ACL 2026 · 9 次引用
它引用的 Paper27
- Language Models are Few-Shot LearnersTom B. Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah 等NeurIPS 2020 · 64,255 次引用
- Diffusion Models Beat GANs on Image SynthesisPrafulla Dhariwal, Alexander Quinn NicholNeurIPS 2021 · 13,211 次引用
- High-Resolution Image Synthesis with Latent Diffusion ModelsRobin Rombach, Andreas Blattmann, Dominik Lorenz, Patrick Esser 等CVPR 2022 · 13,123 次引用
- Visual Instruction TuningHaotian Liu, Chunyuan Li, Qingyang Wu, Yong Jae LeeNeurIPS 2023 · 11,349 次引用
- 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 次引用
相关 Paper
- Propaganda Signals in LLMs: Perspectival Divergence and Narrative Framing in the Russia-Ukraine WarOfir Shabat, Ido Guy, Kira RadinskyACL Findings 2026
- Ode to an ODEKrzysztof Marcin Choromanski, Jared Quincy Davis, Valerii Likhosherstov, Xingyou Song 等NeurIPS 2020
- From Protests on the Streets to a War in the East: Evolution of Discourse in a Prolonged CrisisThomas Greger, Cole Polychronis, Nicholas Greger, Marina KoganCSCW 2025 · 1 次引用
- Accelerating Model Training on Ascend Chips: An Industrial System for Profiling, Analysis and OptimizationYuhang Zhou, Zibo Wang, Zhibin Wang, Ruyi Zhang 等USENIX ATC 2025 · 6 次引用
- External-Facing Communication on Social Media During the Russia-Ukraine Conflict of 2014Khawar Murad Ahmed, Sarah Choe, Christopher de Freitas, Sameer Patil 等CHI 2026 · 1 次引用
