MEGA-Bench Task - Physical Property Reasoning: leaderboard

The "Physical Property 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: Estimated already saturated. 44 models tracked.

Top models

#ModelScoreOverall rank
1GPT-4o100#343
2Gemini 2.5 Pro (Preview 03-25)100#123
3Gemini 2.0 Flash (Preview)100#370
4Gemma 3 27B (IT)92.9#523
5Gemini 1.5 Flash (002)92.9#583
6InternVL2-8B92.9#817
7GLM-4.1V-9B (Thinking)92.9#472 (GLM-4.1V-9B)
8Gemini 1.5 Pro (002)85.7#349
9Claude 3.5 Sonnet (20240620)85.7#299
10InternVL3-38B85.7#405
11InternVL3-78B85.7#352
12InternVL3-14B85.7#505
13Qwen 2 VL 72B85.7#460
14InternVL2.5-78B85.7#431
15Llama 4 Scout Base85.7#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-physical-property-reasoning · How It Works · Data refreshed daily, snapshot 2026-10-20.