MEGA-Bench Task - Icon Arithmetic Puzzle: leaderboard

The "Icon Arithmetic Puzzle" 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
1Claude 3.5 Sonnet (20241022)100#291
2GLM-4.1V-9B (Thinking)96.4#472 (GLM-4.1V-9B)
3Claude 3.5 Sonnet (20240620)92.9#299
4Gemini 2.5 Pro (Preview 03-25)92.9#123
5InternVL2.5-78B92.9#431
6InternVL3-78B85.7#352
7InternVL3-8B82.1#620
8Gemma 3 27B (IT)71.4#523
9Gemini 1.5 Flash (002)71.4#583
10InternVL3-14B71.4#505
11Gemini 2.0 Flash (Preview)67.9#370
12Gemini 1.5 Pro (002)64.3#349
13Qwen 2 VL 72B64.3#460
14GPT-4o53.6#343
15Pixtral-12B53.6#808

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-icon-arithmetic-puzzle · How It Works · Data refreshed daily, snapshot 2026-10-20.