MEGA-Bench Task - App Interactive Operations Notes: leaderboard

The "App Interactive Operations Notes" 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. 44 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.5 Pro (Preview 03-25)85.7#123
2GPT-4o57.1#343
3Gemini 2.0 Flash (Preview)57.1#370
4GPT-4o Mini50#599
5Claude 3.5 Sonnet (20241022)50#291
6Qwen 2 VL 72B50#460
7InternVL2.5-78B50#431
8Gemini 1.5 Pro (002)42.9#349
9GLM-4.1V-9B (Thinking)42.9#472 (GLM-4.1V-9B)
10Gemini 1.5 Flash (002)28.6#583
11Claude 3.5 Sonnet (20240620)28.6#299
12Gemma 3 12B (IT)21.4#664
13InternVL3-78B21.4#352
14Qwen 2 VL 7B21.4#750
15Gemma 3 27B (IT)14.3#523

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-app-interactive-operations-notes · How It Works · Data refreshed daily, snapshot 2026-10-20.