RubRIX - Dementia Caregiver Queries: leaderboard
Metric: Risk rate (% of the 29 RubRIX audit questions flagged per response by a GPT-5-nano judge, mean over responses; initial responses before any rubric-guided refinement; lower is better; 10,321 posts from ALZConnected, an online community for caregivers of people with Alzheimer's disease and related dementias). Source: arxiv.org. Saturation forecast: Estimated already saturated. 6 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-4o Mini | 4 |
| 2 | Claude Sonnet 4 | 5 |
| 3 | Qwen 3 4B | 6 |
Interactive version: theaggregate.ai/benchmark?slug=rubrix-dementia-caregiver-queries · How It Works · Data refreshed daily, snapshot 2026-09-26.