CFMME - Seal Recognition: leaderboard

Metric: Seal text recognition score (%, 1 minus normalized edit distance) 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: Around January 2027. 9 models tracked.

Top models

#ModelScore
1Qwen 3 VL 235B A22B Instruct88.27
2GPT-4o81.45
3Qwen 3 VL 8B Instruct79.15
4GLM-4.5V (Non-reasoning)77.25
5ERNIE 4.5 VL 28B A3B73.86
6Llama 3.2 11B Instruct13.44

Interactive version: theaggregate.ai/benchmark?slug=cfmme-seal-recognition · How It Works · Data refreshed daily, snapshot 2026-10-07.