MEGA-Bench Task - Guess Image Generation Prompt: leaderboard

The "Guess Image Generation Prompt" 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)85.8#291
2Claude 3.5 Sonnet (20240620)84.7#299
3Gemini 2.5 Pro (Preview 03-25)84.7#123
4InternVL2.5-78B83.7#431
5GLM-4.1V-9B (Thinking)83.7#472 (GLM-4.1V-9B)
6GPT-4o83.2#343
7InternVL3-38B83.2#405
8InternVL3-14B83.2#505
9InternVL3-8B82.6#620
10Gemini 1.5 Pro (002)82.6#349
11Gemini 1.5 Flash (002)82.6#583
12InternVL3-78B82.6#352
13Gemini 2.0 Flash (Preview)82.6#370
14GPT-4o Mini82.1#599
15Llama 4 Scout Base82.1#707

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-guess-image-generation-prompt · How It Works · Data refreshed daily, snapshot 2026-10-20.