MEGA-Bench Task - Autorater Control: leaderboard
The "Autorater Control" 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
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 2.0 Flash (Preview) | 92.9 | #370 |
| 2 | Gemma 3 27B (IT) | 78.6 | #523 |
| 3 | Gemini 1.5 Pro (002) | 78.6 | #349 |
| 4 | GLM-4.1V-9B (Thinking) | 78.6 | #472 (GLM-4.1V-9B) |
| 5 | GPT-4o | 71.4 | #343 |
| 6 | InternVL3-38B | 71.4 | #405 |
| 7 | Gemini 2.5 Pro (Preview 03-25) | 71.4 | #123 |
| 8 | Gemma 3 12B (IT) | 64.3 | #664 |
| 9 | Gemini 1.5 Flash (002) | 64.3 | #583 |
| 10 | Claude 3.5 Sonnet (20240620) | 64.3 | #299 |
| 11 | InternVL3-78B | 64.3 | #352 |
| 12 | InternVL2.5-78B | 64.3 | #431 |
| 13 | InternVL2.5-2B | 64.3 | #1249 |
| 14 | Qwen 2 VL 2B | 57.1 | #1220 |
| 15 | Aquila-VL-2B | 57.1 | #1238 |
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-control · How It Works · Data refreshed daily, snapshot 2026-10-20.