OpenVLM Video - Video-MME (w/o subs) - Temporal Perception: leaderboard

Video-MME Temporal Perception 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
1InternVL3-38B87.3#413
2InternVL2.5-78B81.8#434
3Gemini 2.0 Flash80#351
4InternVL3-78B76.4#361
5InternVL3-8B74.5#624
6Qwen 2 VL 72B74.5#450
7Qwen2.5-Omni-7B74.5#633
8Qwen 2 VL 7B70.9#743
9Qwen 2.5 VL 7B69.1#641
10Gemini 1.5 Flash65.5#620
11MiniCPM-V-2.661.8#827
12Claude 3.5 Sonnet58.2#362
13Phi-4 Multimodal Instruct52.7#922
14InternVL2-8B50.9#813

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-temporal-perception · How It Works · Data refreshed daily, snapshot 2026-11-05.