MMBench V1.1 Test.

Version 1.1 test split of MMBench, an updated version of the comprehensive multi-modal benchmark evaluating vision-language models across multiple ability dimensions with improved question quality and coverage.

Best published scores.

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Neighbouring benchmarks.

Other Vision-Language Models datasets on Codesota.

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Submit a checkpoint and a reproduction script. We will run it, publish the score, and — if it takes the top — annotate the step on the progress chart with your name.

• 01A public checkpoint or API endpoint
• 02A reproduction script with frozen commit + seed
• 03Declared evaluation environment (Python, deps)
• 04One row per metric declared by this dataset
• 05A contact so we can follow up on discrepancies