OpenVLM Video - MVBench - Moving Direction: leaderboard

MVBench Moving Direction accuracy from the OpenCompass OpenVLM Video Leaderboard (VLMEvalKit): one of MVBench's 20 temporal tasks, 200 multiple-choice questions on the direction in which an object moves. Accuracy in percent, higher is better.

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

Top models

#ModelScoreOverall rank
1InternVL3-78B90#361
2InternVL3-38B88#413
3InternVL2.5-78B85.5#434
4InternVL3-8B79#624
5InternVL2-8B58#813
6Qwen 2 VL 72B48.5#450
7Qwen 2.5 VL 7B48.5#641
8Qwen2.5-Omni-7B44.5#633
9Qwen 2 VL 7B42.5#743
10Phi-4 Multimodal Instruct33#922
11Claude 3.5 Sonnet30.5#362
12Gemini 2.0 Flash30#351
13Gemini 1.5 Flash27#620
14MiniCPM-V-2.625.5#827

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-mvbench-moving-direction · How It Works · Data refreshed daily, snapshot 2026-11-05.