Massive Multi-discipline Multimodal Understanding · Pro.

Harder MMMU variant with vision-only questions and ten answer choices — fixes the text-only shortcuts readers exploited in the original.

Best published scores.

5 results indexed across 1 metric. Shaded row marks current SOTA; ties broken by submission date.

Primary

accuracy · higher is better

3 steps
of state of the art.

Each row below marks a model that broke the previous record on accuracy. Intermediate submissions are kept in the leaderboard above; only SOTA-setting entries are re-listed here.

Higher scores win. Each subsequent entry improved upon the previous best.

1. Nov 13, 2025GPT-5.1OpenAI76.50
2. Dec 11, 2025GPT-5.2OpenAI81
3. Mar 18, 2026Gemini 3.1 ProAnthropic/OpenAI82

Neighbouring benchmarks.

Other Visual Question Answering datasets on Codesota.

Have a score that beats
this table?

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