FCMBench-Video (English) - Counting: leaderboard
Metric: Counting: exact-match accuracy (%) of the de-duplicated count of logical documents shown in the video, 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: Around January 2027. 9 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3 Pro (Preview) | 67.92 |
| 2 | Qwen 3.5 27B | 59.77 |
| 3 | Qwen 3 VL 32B Instruct | 54.94 |
| 4 | InternVL3-8B | 38.42 |
| 5 | Qwen3 Omni 30B A3B Instruct | 34.72 |
| 6 | Qwen 3 VL 8B Instruct | 34.57 |
Interactive version: theaggregate.ai/benchmark?slug=fcmbench-video-english-counting · How It Works · Data refreshed daily, snapshot 2026-10-07.