BehaviorBench - Age from Personality (Distribution): leaderboard

Metric: Wasserstein distance in years between predicted and observed age distributions, predicting age from the five Big Five dimension scores (Big Five personality dimension scores of held-out survey subjects); lower is better. Source: arxiv.org. Saturation forecast: Around June 2027. 18 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview)1.67
2GPT-4.14.01
3GPT-5.4 (High)4.05
4Claude Haiku 4.56
5GPT-5.4 Mini (High)6.13
6DeepSeek V3.27.57
7Llama 3.3 70B Instruct7.67
8Gemini 3.1 Flash Lite (Preview)8.17
9Claude Opus 4.68.47
10Claude Sonnet 4.68.72
11Qwen 3 4B10.44

Interactive version: theaggregate.ai/benchmark?slug=behaviorbench-age-from-personality-distribution · How It Works · Data refreshed daily, snapshot 2026-09-29.