OpenVLM Video - MVBench - Unexpected Action: leaderboard

MVBench Unexpected Action accuracy from the OpenCompass OpenVLM Video Leaderboard (VLMEvalKit): one of MVBench's 20 temporal tasks, 200 multiple-choice questions on surprising or humorous events. Accuracy in percent, higher is better.

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

Top models

#ModelScoreOverall rank
1Qwen 2 VL 72B87.5#450
2InternVL3-78B87#361
3InternVL3-38B84#413
4Gemini 2.0 Flash81.5#351
5InternVL2.5-78B81.5#434
6Qwen2.5-Omni-7B79#633
7Qwen 2 VL 7B77#743
8Qwen 2.5 VL 7B77#641
9InternVL3-8B76.5#624
10Gemini 1.5 Flash75#620
11Phi-4 Multimodal Instruct73#922
12InternVL2-8B69.5#813
13MiniCPM-V-2.667.5#827
14Claude 3.5 Sonnet40.5#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-unexpected-action · How It Works · Data refreshed daily, snapshot 2026-11-05.