MEGA-Bench Task - Logical Reasoning Fit Pattern: leaderboard

The "Logical Reasoning Fit Pattern" 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 2029. 44 models tracked.

Top models

#ModelScoreOverall rank
1Claude 3.5 Sonnet (20241022)50#291
2GLM-4.1V-9B (Thinking)50#472 (GLM-4.1V-9B)
3Claude 3.5 Sonnet (20240620)42.9#299
4InternVL3-78B42.9#352
5GPT-4o28.6#343
6Gemini 2.5 Pro (Preview 03-25)28.6#123
7Qwen 2 VL 7B28.6#750
8InternVL3-14B28.6#505
9Qwen 2 VL 72B28.6#460
10Qwen 2 VL 2B28.6#1220
11Gemini 2.0 Flash (Preview)28.6#370
12Gemma 3 27B (IT)21.4#523
13Gemma 3 4B (IT)21.4#992
14InternVL3-8B21.4#620
15Gemini 1.5 Flash (002)21.4#583

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-logical-reasoning-fit-pattern · How It Works · Data refreshed daily, snapshot 2026-10-20.