Qwen3 VL 235B A22B Reasoning is the stronger all-rounder.
Scores updated · 7 tests both models report · How we compare
Where each one wins
Tests won in each of the one area where both have results. Each piece is one test, so a longer bar means more evidence; grey means the two scored within a point of each other.
What it costs
Prices per million tokens, roughly 750,000 words. The bars show the cost of a million tokens read plus a million written.
The biggest differences
The tests each model wins by the widest margin, up to three each. Scores are out of 100.
Every test, side by side
All 7 tests both models report. The winning score is in its model's colour; marks a score checked independently.
Images and chartsQwen3 VL 235B A22B Reasoning
Other results5 tests, not counted
Tests outside the eight areas. They are not counted above: several are summary scores built from other tests, or the same test under another name.
- RealWorldQAQwen3 VL 235B A22B Reasoning by 52.828.581.3+52.8
- RefSpatial-BenchQwen3 VL 235B A22B Reasoning by 21.94869.9+21.9
- RoboSpatial-HomeQwen3 VL 235B A22B Reasoning by 12.161.873.9+12.1
- EmbSpatial-BenchQwen3 VL 235B A22B Reasoning by 8.176.284.3+8.1
- ERQAQwen3 VL 235B A22B Reasoning by 5.746.852.5+5.7
Questions people ask
Which is better, MiMo Embodied 7B or Qwen3 VL 235B A22B Reasoning?
Qwen3 VL 235B A22B Reasoning wins the one area where both have results: images and charts. MiMo Embodied 7B wins none.
How do you compare the two?
We use the 7 benchmark tests both models have published scores on. The verdict counts the 2 tests in the eight capability areas, and a gap under one point (ten on rating-style scales) counts as a tie. The other 5 are listed but not counted, because several are summary scores or repeat a test. Each score is the one shown on the model's own page.