MEGA-Bench Task - Face Identity Matching: leaderboard

The "Face Identity Matching" 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
1Gemini 2.5 Pro (Preview 03-25)100#123
2Claude 3.5 Sonnet (20241022)86.7#291
3Gemini 1.5 Pro (002)86.7#349
4Gemini 2.0 Flash (Preview)86.7#370
5Gemini 1.5 Flash (002)73.3#583
6GPT-4o66.7#343
7InternVL3-78B60#352
8Gemma 3 27B (IT)53.3#523
9Claude 3.5 Sonnet (20240620)53.3#299
10GLM-4.1V-9B (Thinking)40#472 (GLM-4.1V-9B)
11InternVL3-38B33.3#405
12Qwen 2 VL 72B26.7#460
13Gemma 3 12B (IT)20#664
14GPT-4o Mini20#599
15Gemma 3 4B (IT)13.3#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-face-identity-matching · How It Works · Data refreshed daily, snapshot 2026-10-20.