Category Score V3 leaderboard
LMSpeed Best Multimodal Models
Compare multimodal AI models across perception, OCR, document and spatial understanding, visual reasoning, video, and grounded-action benchmarks in one leaderboard.
Methodology 3.0
Current answer
Among the currently visible formally ranked models, Qwen3.7 Plus has the highest position at global rank 1. Its Category Score is 57.9, with an 80% uncertainty range of ±6.3. 10 visible models have a formal rank. This result applies only to this score run.
Rankings can change when data or methods change. The run date appears above.
Available leaderboard data
- Models shown
- 83
- Formally ranked models
- 10
- Benchmark columns
- 11
- Dimensions with evidence
- 4/4