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license: mit
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Paper: Multimodal Inconsistency Reasoning (MMIR): A New Benchmark for Multimodal Reasoning Models

Paper: [https://arxiv.org/pdf/2502.16033](https://arxiv.org/pdf/2502.16033)

Website: [https://jackie-2000.github.io/mmir.github.io/](https://jackie-2000.github.io/mmir.github.io/)

**MMIR:** Specifically built to rigorously test MLLMs’ ability to detect real-world cross-modal inconsistencies. Contains 534 carefully curated samples, each injecting a single semantic mismatch across 5 error categories. It spans webpages, slides, and posters with diverse layouts, challenging models to unify textual and visual reasoning under realistic conditions.


For more detailed instructions on inference instructions, please refer to our [GitHub repo](https://github.com/eric-ai-lab/MMIR).