MathVista
About
Mathematical reasoning benchmark combining visual contexts (charts, geometry diagrams, scientific figures) from 28 existing datasets with 6,141 total problems.Compare model scores alongside pricing, API availability, and release date — high benchmark score alone doesn't make a model the right pick.
How to read this benchmark
This benchmark uses a scoring system where higher is better. Scores are useful for directional filtering and model shortlisting, not for universal quality ranking.
Interpretation checklist: prefer benchmarks that are closest to your workload style, then validate against the linked model pages for pricing, context window, and provider availability.
Trust when:
- There is a fresh timestamped snapshot (or multiple snapshots) for this benchmark.
- Model list covers the same version family you can actually deploy today.
- Top candidates overlap with your required routing and feature requirements.
Don't trust when:
- There is only one benchmark snapshot or the dataset appears stale.
- Benchmark metric direction is opposite of your decision objective.
- The score difference between options is narrow and likely within implementation variance.
Current modeled score band for tracked entries is roughly 86.8 – 84.3.
Window
Apr 16 to Jun 3
last 3 snapshots
Mean delta
-0.85
score points
Coverage
4
models in latest snapshot
Leaderboard preview (top 5)
- 1. o386.8
- 2. o386.8
- 3. Qwen3.6-35B-A3B86.4
- 4. o4-mini84.3
- 5. o4-mini84.3