MMMU leaderboard
1 ranked models · higher is better · labels show rank and score
View accessible chart data
| Model | Rank | Provider | Score |
|---|---|---|---|
| Qwen3.6 Plus | #1 | Alibaba Cloud | 86% |
Multimodal · Benchmark profile
A multi-discipline multimodal understanding and reasoning benchmark for expert-level tasks.
Data verified 14 Jul 2026 · Methodology 1.8.0
1 ranked models · higher is better · labels show rank and score
| Model | Rank | Provider | Score |
|---|---|---|---|
| Qwen3.6 Plus | #1 | Alibaba Cloud | 86% |
One best score per model · higher is better
| Rank | Model | Provider | License | Evidence use | Score |
|---|---|---|---|---|---|
| #1 | Qwen3.6 Plus qwen3-6-plus | Alibaba Cloud | closed | Reference only | 86% |
About MMMU
A multi-discipline multimodal understanding and reasoning benchmark for expert-level tasks. Results stay tied to the exact model variant and evaluation system. Multiple systems for the same model use the best published score on this page; overall Lumina scoring uses the median of ranking-eligible rows.
Open benchmark source ↗FAQ
A multi-discipline multimodal understanding and reasoning benchmark for expert-level tasks.
Qwen3.6 Plus by Alibaba Cloud currently leads with 86%.
1 model in the LuminaBench cohort have a qualifying score on this benchmark.
No. This benchmark is display-only and does not enter the overall Lumina composite.
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