CFMME - Formula Recognition: leaderboard
Metric: Formula recognition CDM (%, character detection matching of the rendered formula) on CFMME (6,052 Chinese financial multimodal instances over eight financial image types), zero-shot, mean of three runs, the non-reasoning model of each family; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 9 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen 3 VL 235B A22B Instruct | 95.01 |
| 2 | Qwen 3 VL 8B Instruct | 87.57 |
| 3 | GPT-4o | 83.73 |
| 4 | GLM-4.5V (Non-reasoning) | 83.24 |
| 5 | ERNIE 4.5 VL 28B A3B | 70.98 |
| 6 | Llama 3.2 11B Instruct | 47.23 |
Interactive version: theaggregate.ai/benchmark?slug=cfmme-formula-recognition · How It Works · Data refreshed daily, snapshot 2026-10-07.