RubRIX - General 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; 10,017 posts from the r/CaregiverSupport subreddit). Source: arxiv.org. Saturation forecast: Estimated already saturated. 6 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Sonnet 4 | 4 |
| 2 | GPT-4o Mini | 5 |
| 3 | Qwen 3 4B | 5 |
Interactive version: theaggregate.ai/benchmark?slug=rubrix-general-caregiver-queries · How It Works · Data refreshed daily, snapshot 2026-09-26.