OpenVLM Video - Video-MME (w/o subs) - Action Reasoning: leaderboard

Video-MME Action Reasoning 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
1InternVL3-78B69.1#361
2InternVL3-38B65.6#413
3Gemini 2.0 Flash63.5#351
4InternVL2.5-78B62.8#434
5InternVL3-8B62.1#624
6Qwen 2 VL 72B61.4#450
7Qwen2.5-Omni-7B58.2#633
8Qwen 2.5 VL 7B56.1#641
9Gemini 1.5 Flash54.7#620
10MiniCPM-V-2.652.6#827
11Qwen 2 VL 7B52.3#743
12InternVL2-8B47.4#813
13Claude 3.5 Sonnet47.4#362
14Phi-4 Multimodal Instruct42.8#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-action-reasoning · How It Works · Data refreshed daily, snapshot 2026-11-05.