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Paper: Multimodal Inconsistency Reasoning (MMIR): A New Benchmark for Multimodal Reasoning Models
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Website: [https://jackie-2000.github.io/mmir.github.io/](https://jackie-2000.github.io/mmir.github.io/)
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**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.
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Paper: Multimodal Inconsistency Reasoning (MMIR): A New Benchmark for Multimodal Reasoning Models
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Paper: [https://arxiv.org/pdf/2502.16033](https://arxiv.org/pdf/2502.16033)
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Website: [https://jackie-2000.github.io/mmir.github.io/](https://jackie-2000.github.io/mmir.github.io/)
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**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.
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