MEGA-Bench Task - Topological Sort: leaderboard

The "Topological Sort" 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 November 2027. 44 models tracked.

Top models

#ModelScoreOverall rank
1Claude 3.5 Sonnet (20241022)14.3#291
2Gemini 2.5 Pro (Preview 03-25)14.3#123
3GPT-4o7.1#343
4Gemini 1.5 Pro (002)7.1#349
5Claude 3.5 Sonnet (20240620)7.1#299
6InternVL2-8B7.1#817
7Llama 4 Scout Base7.1#707
8Gemma 3 27B (IT)0#523
9Gemma 3 12B (IT)0#664
10Gemma 3 4B (IT)0#992
11GPT-4o Mini0#599
12InternVL3-8B0#620
13Gemini 1.5 Flash (002)0#583
14InternVL3-38B0#405
15InternVL3-78B0#352

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-topological-sort · How It Works · Data refreshed daily, snapshot 2026-10-20.