MEGA-Bench Task - Code Translation Python: leaderboard

The "Code Translation Python" 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-4o64.6#343
2Claude 3.5 Sonnet (20240620)64.6#299
3Claude 3.5 Sonnet (20241022)60.4#291
4Gemini 2.0 Flash (Preview)54.2#370
5Gemma 3 27B (IT)50#523
6InternVL3-38B50#405
7Gemini 2.5 Pro (Preview 03-25)47.9#123
8Gemini 1.5 Pro (002)45.8#349
9InternVL3-14B45.8#505
10Gemma 3 12B (IT)43.8#664
11InternVL3-78B43.8#352
12Gemini 1.5 Flash (002)41.7#583
13Qwen 2 VL 72B41.7#460
14InternVL2.5-78B41.7#431
15InternVL3-8B35.4#620

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-code-translation-python · How It Works · Data refreshed daily, snapshot 2026-10-20.