OpenVLM Video - Video-MME (w/o subs) - Counting Problem: leaderboard

Video-MME Counting Problem accuracy without subtitles, from the OpenCompass OpenVLM Video Leaderboard (VLMEvalKit): the four-option multiple-choice questions of this task type, pooled over short, medium and long videos. One of 12 Video-MME task types; accuracy in percent, higher is better.

Metric: Accuracy (%). Source: huggingface.co. Saturation forecast: Estimated already saturated. 37 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.0 Flash48.9#351
2InternVL3-78B48.5#361
3InternVL2.5-78B48.5#434
4InternVL3-38B45.9#413
5InternVL3-8B44#624
6Qwen 2 VL 72B41.4#450
7Qwen 2.5 VL 7B41#641
8Qwen2.5-Omni-7B40.3#633
9MiniCPM-V-2.639.2#827
10Gemini 1.5 Flash38.1#620
11InternVL2-8B35.8#813
12Claude 3.5 Sonnet35.4#362
13Qwen 2 VL 7B34.7#743
14Phi-4 Multimodal Instruct28#922

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=openvlm-video-video-mme-w-o-subs-counting-problem · How It Works · Data refreshed daily, snapshot 2026-11-05.