MEGA-Bench Task - Bongard Problem: leaderboard

The "Bongard Problem" 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. 27 models tracked.

Top models

#ModelScoreOverall rank
1InternVL2.5-2B81.6#1249
2Pixtral-12B34.2#808
3Claude 3.5 Sonnet (20240620)31.6#299
4Gemini 1.5 Flash (002)28.9#583
5InternVL2.5-78B24.6#431
6Claude 3.5 Sonnet (20241022)23.7#291
7MiniCPM-V-2.623.7#836
8GPT-4o21.1#343
9Qwen 2 VL 7B21.1#750
10Qwen 2 VL 72B21.1#460
11GPT-4o Mini18#599
12Llama 3.2 11B16.7#1199
13Gemini 1.5 Pro (002)15.8#349
14InternVL2-8B13.2#817
15Qwen 2 VL 2B10.5#1220

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-bongard-problem · How It Works · Data refreshed daily, snapshot 2026-10-20.