MEGA-Bench Task - GUI Chat Hard: leaderboard

The "GUI Chat Hard" 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

#ModelScoreOverall rank
1Qwen 2 VL 72B61#460
2InternVL2-8B60.3#817
3InternVL3-8B60#620
4Gemini 2.5 Pro (Preview 03-25)58.8#123
5GLM-4.1V-9B (Thinking)58.1#472 (GLM-4.1V-9B)
6InternVL3-38B56.5#405
7InternVL3-78B54.2#352
8InternVL3-14B53.1#505
9Gemma 3 27B (IT)51.2#523
10Llama 4 Scout Base50.4#707
11GPT-4o49.4#343
12MiniCPM-V-2.648.4#836
13InternVL2.5-2B48.1#1249
14Claude 3.5 Sonnet (20241022)45.8#291
15Claude 3.5 Sonnet (20240620)45.8#299

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-gui-chat-hard · How It Works · Data refreshed daily, snapshot 2026-10-20.