MEGA-Bench Task - Human Relationship Reasoning: leaderboard

The "Human Relationship Reasoning" 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-4o100#343
2Gemma 3 27B (IT)100#523
3Gemma 3 12B (IT)100#664
4Claude 3.5 Sonnet (20241022)100#291
5Claude 3.5 Sonnet (20240620)100#299
6InternVL3-78B100#352
7Gemini 2.5 Pro (Preview 03-25)100#123
8InternVL2-8B100#817
9InternVL3-14B100#505
10Qwen 2 VL 72B100#460
11Pixtral-12B100#808
12InternVL2.5-78B100#431
13Gemini 2.0 Flash (Preview)100#370
14Gemini 1.5 Pro (002)93.8#349
15Gemini 1.5 Flash (002)93.8#583

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-human-relationship-reasoning · How It Works · Data refreshed daily, snapshot 2026-10-20.