OpenVLM Video - MLVU - Action Order: leaderboard

MLVU Action Order accuracy from the OpenCompass OpenVLM Video Leaderboard (VLMEvalKit): multiple-choice questions on long videos (3 minutes to 2 hours) about the order of actions. One of the seven MLVU multiple-choice tasks; accuracy in percent, higher is better.

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

Top models

#ModelScoreOverall rank
1InternVL3-78B79.5#361
2InternVL3-38B77.2#413
3InternVL2.5-78B73.4#434
4Gemini 2.0 Flash61.4#351
5InternVL3-8B60.2#624
6Qwen 2 VL 72B58.7#450
7Qwen2.5-Omni-7B57.1#633
8Qwen 2.5 VL 7B54.4#641
9Qwen 2 VL 7B52.1#743
10InternVL2-8B44#813
11Phi-4 Multimodal Instruct37.8#922
12Gemini 1.5 Flash35.5#620
13MiniCPM-V-2.633.6#827
14Claude 3.5 Sonnet20.8#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-mlvu-action-order · How It Works · Data refreshed daily, snapshot 2026-11-05.