MEGA-Bench Task - Red Teaming Visual Misleading: leaderboard

The "Red Teaming Visual Misleading" 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
1Qwen 2 VL 7B90.5#750
2Qwen 2 VL 72B90.5#460
3Gemma 3 27B (IT)90#523
4Gemini 2.5 Pro (Preview 03-25)90#123
5MiniCPM-V-2.689.5#836
6Pixtral-12B89.5#808
7Claude 3.5 Sonnet (20241022)88.4#291
8Gemini 1.5 Pro (002)88.4#349
9Gemini 1.5 Flash (002)87.9#583
10Claude 3.5 Sonnet (20240620)87.9#299
11InternVL3-38B87.9#405
12Gemini 2.0 Flash (Preview)87.9#370
13InternVL2-8B86.8#817
14Qwen 2 VL 2B86.3#1220
15Gemma 3 4B (IT)85.8#992

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-red-teaming-visual-misleading · How It Works · Data refreshed daily, snapshot 2026-10-20.