BehaviorBench - Survey Response from Demographics: leaderboard
BehaviorBench (University of Michigan, 2026) evaluates foundation models on behavioral science tasks at the individual and population levels, using economic-game records, Big Five personality surveys and research literature. This board is accuracy (%) of predicting a person five-point answer to a personality survey item from their demographics; higher is better.
Metric: Accuracy (%) of predicting the five-point answer of a subject to one item from their demographics, on the Big Five personality survey responses (50 five-point items) of held-out subjects; chance 20; higher is better. Source: arxiv.org. Saturation forecast: Around 2035. 18 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 30.5 | #94 |
| 2 | Gemini 3.1 Flash Lite (Preview) | 30.5 | #418 |
| 3 | Claude Opus 4.6 | 29.7 | #102 |
| 4 | GPT-5.4 (High) | 29.6 | #123 (GPT-5.4) |
| 5 | GPT-4.1 | 29.2 | #495 |
| 6 | GPT-5.4 Mini (High) | 28.8 | #389 (GPT-5.4 Mini) |
| 7 | Claude Sonnet 4.6 | 28.6 | #161 |
| 8 | Llama 3.3 70B Instruct | 28.4 | #1357 |
| 9 | DeepSeek V3.2 | 27.2 | #406 |
| 10 | Claude Haiku 4.5 | 26 | #568 |
| 11 | Qwen 3 4B | 24.3 | #2281 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=behaviorbench-survey-response-from-demographics · How It Works · Data refreshed daily, snapshot 2026-11-13.