MEGA-Bench Task - Annoying Word Search: leaderboard

The "Annoying Word Search" 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: Around 2032. 44 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.5 Pro (Preview 03-25)1.8#123
2Gemini 1.5 Pro (002)0.4#349
3Claude 3.5 Sonnet (20240620)0.4#299
4Llama 4 Scout Base0.4#707
5Claude 3.5 Sonnet (20241022)0.3#291
6GPT-4o0.1#343
7Gemma 3 27B (IT)0#523
8Gemma 3 12B (IT)0#664
9Gemma 3 4B (IT)0#992
10GPT-4o Mini0#599
11InternVL3-8B0#620
12Gemini 1.5 Flash (002)0#583
13InternVL3-38B0#405
14InternVL3-78B0#352
15InternVL2-8B0#817

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-annoying-word-search · How It Works · Data refreshed daily, snapshot 2026-10-20.