MEGA-Bench Task - MFC Bench Check Text Entity Replace: leaderboard

The "MFC Bench Check 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: Estimated already saturated. 27 models tracked.

Top models

#ModelScoreOverall rank
1Claude 3.5 Sonnet (20241022)78.6#291
2InternVL2.5-78B78.6#431
3GPT-4o71.4#343
4GPT-4o Mini71.4#599
5Gemini 1.5 Pro (002)71.4#349
6Gemini 1.5 Flash (002)71.4#583
7Claude 3.5 Sonnet (20240620)71.4#299
8MiniCPM-V-2.664.3#836
9Qwen 2 VL 72B64.3#460
10Qwen 2 VL 2B57.1#1220
11InternVL2-8B50#817
12Qwen 2 VL 7B50#750
13Aquila-VL-2B50#1238
14InternVL2.5-2B50#1249
15Pixtral-12B28.6#808

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