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

Video-MME Temporal 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
1InternVL2.5-78B66.1#434
2InternVL3-78B63.3#361
3InternVL3-38B60.5#413
4Gemini 2.0 Flash57.6#351
5Qwen2.5-Omni-7B54.2#633
6InternVL3-8B52#624
7Qwen 2 VL 72B52#450
8Qwen 2.5 VL 7B50.8#641
9Gemini 1.5 Flash49.2#620
10Qwen 2 VL 7B44.1#743
11Claude 3.5 Sonnet42.9#362
12MiniCPM-V-2.639.5#827
13InternVL2-8B36.7#813
14Phi-4 Multimodal Instruct30.5#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-temporal-reasoning · How It Works · Data refreshed daily, snapshot 2026-11-05.