MEGA-Bench Task - Text Entity Replace: leaderboard

The "Text Entity Replace" 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 January 2027. 17 models tracked.

Top models

#ModelScoreOverall rank
1Gemma 3 27B (IT)78.6#523
2InternVL3-38B78.6#405
3Gemma 3 12B (IT)71.4#664
4GLM-4.1V-9B (Thinking)71.4#472 (GLM-4.1V-9B)
5Gemini 2.5 Pro (Preview 03-25)64.3#123
6InternVL3-14B64.3#505
7Gemini 2.0 Flash (Preview)64.3#370
8InternVL3-8B57.1#620
9InternVL3-78B57.1#352
10Llama 4 Scout Base57.1#707
11Gemma 3 4B (IT)50#992

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-text-entity-replace · How It Works · Data refreshed daily, snapshot 2026-10-20.