FCMBench-Video (English) - Classification: leaderboard
Metric: Classification: F1 (%) of the document types the model recognizes in a multi-document video against the ground-truth types, on FCMBench-Video's en-US subset (795 composed videos of 8 English document types, 5,362 instances); zero-shot with structured outputs; each model's native video serving path (2 FPS sampling for most open models, 0.5 FPS for Ovis2.5, raw video upload for the API models); higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 9 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen 3.5 27B | 91.53 |
| 2 | Gemini 3 Pro (Preview) | 90.98 |
| 3 | Qwen 3 VL 32B Instruct | 87.23 |
| 4 | Qwen 3 VL 8B Instruct | 82.82 |
| 5 | Qwen3 Omni 30B A3B Instruct | 79 |
| 6 | InternVL3-8B | 76.6 |
Interactive version: theaggregate.ai/benchmark?slug=fcmbench-video-english-classification · How It Works · Data refreshed daily, snapshot 2026-10-07.