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## [2026.04] Update on MMSU Metric
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Based on community feedback, we identified a flaw in our evaluation script that **artificially inflated MMSU scores** by ignoring sequence order. We sincerely apologize for this oversight.
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## Overview
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## [2026.04] Update on MMSU Metric
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Based on community feedback, we identified a flaw in our evaluation script that **artificially inflated the MMSU scores of our released models** by ignoring sequence order. We sincerely apologize for this oversight. Crucially, please note that our **AudioMCQ training data, the paper's conclusions regarding audio-contribution, and the MMAR/MMAU metrics remain completely unaffected.** When comparing against our work, we recommend reporting the MMAR/MMAU results or re-evaluating our published checkpoints using your own exact-match algorithm. We **deeply apologize for any inconvenience** this may have caused to the research community.
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## Overview
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