MEGA-Bench Task - Action Sequence: leaderboard

The "Action Sequence" subtask of MEGA-Bench Task. A single task from MEGA-Bench, a large-scale multimodal evaluation suite that scores vision-language models across 500+ real-world tasks spanning perception, reasoning, OCR, charts, documents, and multi-image understanding.

Metric: Task Score (%). Source: huggingface.co. Saturation forecast: Estimated already saturated. 27 models tracked.

Top models

#ModelScoreOverall rank
1GPT-4o Mini85.7#599
2GPT-4o78.6#343
3Gemini 1.5 Pro (002)78.6#349
4InternVL2.5-78B78.6#431
5Claude 3.5 Sonnet (20241022)71.4#291
6Claude 3.5 Sonnet (20240620)71.4#299
7Qwen 2 VL 72B71.4#460
8Gemini 1.5 Flash (002)64.3#583
9InternVL2-8B64.3#817
10InternVL2.5-2B57.1#1249
11MiniCPM-V-2.650#836
12Pixtral-12B50#808
13Qwen 2 VL 7B42.9#750
14Qwen 2 VL 2B35.7#1220
15Llama 3.2 11B7.1#1199

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=mega-bench-task-action-sequence · How It Works · Data refreshed daily, snapshot 2026-10-20.