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  </div>
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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. Please note that the **MMAR and 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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  </div>
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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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