MEGA-Bench Task - Character Recognition In TV Shows: leaderboard

The "Character Recognition In TV Shows" 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-4o78.6#343
2Qwen 2 VL 7B71.4#750
3Qwen 2 VL 72B71.4#460
4Gemini 1.5 Pro (002)64.3#349
5Claude 3.5 Sonnet (20240620)64.3#299
6Gemini 2.0 Flash (Preview)64.3#370
7Llama 4 Scout Base64.3#707
8Claude 3.5 Sonnet (20241022)57.1#291
9GPT-4o Mini50#599
10Gemini 2.5 Pro (Preview 03-25)50#123
11InternVL2.5-78B50#431
12InternVL3-38B42.9#405
13GLM-4.1V-9B (Thinking)42.9#472 (GLM-4.1V-9B)
14Gemma 3 27B (IT)35.7#523
15Gemma 3 4B (IT)35.7#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-character-recognition-in-tv-shows · How It Works · Data refreshed daily, snapshot 2026-10-20.