MEGA-Bench Task - Egocentric Spatial Reasoning: leaderboard
The "Egocentric Spatial Reasoning" 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: Not forecast. 44 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 1.5 Flash (002) | 66.7 | #583 |
| 2 | InternVL3-38B | 66.7 | #405 |
| 3 | InternVL3-78B | 66.7 | #352 |
| 4 | InternVL3-14B | 66.7 | #505 |
| 5 | Llama 4 Scout Base | 66.7 | #707 |
| 6 | Gemma 3 27B (IT) | 55.6 | #523 |
| 7 | Gemma 3 12B (IT) | 55.6 | #664 |
| 8 | Gemma 3 4B (IT) | 55.6 | #992 |
| 9 | Claude 3.5 Sonnet (20241022) | 55.6 | #291 |
| 10 | Gemini 1.5 Pro (002) | 55.6 | #349 |
| 11 | InternVL2-8B | 55.6 | #817 |
| 12 | Qwen 2 VL 7B | 55.6 | #750 |
| 13 | Gemini 2.0 Flash (Preview) | 55.6 | #370 |
| 14 | Llama 3.2 11B | 55.6 | #1199 |
| 15 | GPT-4o | 44.4 | #343 |
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-egocentric-spatial-reasoning · How It Works · Data refreshed daily, snapshot 2026-10-20.