OpenVLM Video - MVBench - Action Sequence: leaderboard

MVBench Action Sequence accuracy from the OpenCompass OpenVLM Video Leaderboard (VLMEvalKit): one of MVBench's 20 temporal tasks, 200 multiple-choice questions on which action happened before or after another. Accuracy in percent, higher is better.

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

Top models

#ModelScoreOverall rank
1InternVL3-38B90.5#413
2InternVL2.5-78B88#434
3InternVL3-78B87.5#361
4Qwen 2 VL 72B81#450
5InternVL3-8B79.5#624
6Qwen 2 VL 7B79.5#743
7Qwen2.5-Omni-7B79.5#633
8InternVL2-8B75#813
9Qwen 2.5 VL 7B74.5#641
10Gemini 2.0 Flash72.5#351
11Gemini 1.5 Flash67#620
12Phi-4 Multimodal Instruct43#922
13MiniCPM-V-2.638#827
14Claude 3.5 Sonnet15.5#362

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-action-sequence · How It Works · Data refreshed daily, snapshot 2026-11-05.