MEGA-Bench Task - Autorater Mask: leaderboard

The "Autorater Mask" 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 January 2027. 44 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 1.5 Pro (002)85.7#349
2Gemini 1.5 Flash (002)71.4#583
3Claude 3.5 Sonnet (20241022)64.3#291
4Gemini 2.5 Pro (Preview 03-25)64.3#123
5InternVL2.5-78B64.3#431
6Gemini 2.0 Flash (Preview)64.3#370
7InternVL2.5-2B64.3#1249
8GPT-4o57.1#343
9InternVL3-8B57.1#620
10Claude 3.5 Sonnet (20240620)57.1#299
11Qwen 2 VL 72B57.1#460
12Aquila-VL-2B57.1#1238
13Gemma 3 27B (IT)50#523
14GPT-4o Mini50#599
15InternVL3-38B50#405

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-autorater-mask · How It Works · Data refreshed daily, snapshot 2026-10-20.