Multimodal benchmark
MindCube leaderboard
As of October 2026, Gemma 3 12B has the highest published MindCube score on Noometry at 46.7%, out of 2 models with results.
Last verified
About MindCube
Spatial mental modeling from a small number of images.
- Category
- Multimodal
- Introduced
- 2025
- Unit
- Percent (random guessing ≈ 0%)
- Official site
- mind-cube.github.io
Top 2 models
- Gemma 3 12B 46.7%
- Claude Sonnet 4 44.8%
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All results
| # | Model | Provider | Score | Setting | Source | Date |
|---|---|---|---|---|---|---|
| 1 | Gemma 3 12B |  Google | 46.7% | Epoch AI | ||
| 2 | Claude Sonnet 4 | Anthropic | 44.8% | Epoch AI |
Compare the leaders
Other multimodal benchmarks
- LMArena Vision
- Video-MME
- GeoBench
- VPCT
- Blueprint-Bench 2
- Furniture Assembly
- LMArena Document (reference)
- ScienceQA (reference)
- SpatialViz-Bench (reference)
Frequently asked questions
What does MindCube measure?
Spatial mental modeling from a small number of images.
Which model has the highest MindCube score?
As of October 2026, Gemma 3 12B has the highest published MindCube score on Noometry at 46.7%, out of 2 models with results.
What is the best open-weight model on MindCube?
Gemma 3 12B has the highest MindCube accuracy among open-weight models at 46.7%, ranking 1 of 2 overall.