CAREBench - Appraisal Rating: leaderboard

Metric: Normalized RMSE (0-1; pooled over the 22 appraisal ratings, predicted from the first-person narrative against the narrator's own rating; 1,000 narratives, zero-shot, mean of five runs for open models). Source: arxiv.org. Saturation forecast: Around April 2027. 6 models tracked.

Top models

#ModelScore
1Claude Sonnet 4.6 (Non-reasoning)0.36
2GPT-5.2 (Non-reasoning)0.37
3Llama 3.1 8B Instruct0.4
4Qwen 3.5 9B (Non-reasoning)0.43

Interactive version: theaggregate.ai/benchmark?slug=carebench-appraisal-rating · How It Works · Data refreshed daily, snapshot 2026-09-26.