NICE - Emotional Utilization: leaderboard
Metric: Ranking accuracy (%) on the emotional utilization dimension on NICE (137 human-written items in Chinese social contexts, each a ranking of an optimal, a suboptimal and a boundary-violating response), an item counts only when the full ranking matches the gold order, first-party APIs at temperature 0, three runs pooled; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 5 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 100 |
| 2 | GPT-5.5 | 100 |
| 3 | Claude Opus 4.7 | 94.4 |
| 4 | DeepSeek V4 Pro | 91.7 |
| 5 | Qwen 3.6 Plus | 91.7 |
Interactive version: theaggregate.ai/benchmark?slug=nice-emotional-utilization · How It Works · Data refreshed daily, snapshot 2026-10-07.