NICE - Relationship Management: leaderboard

Metric: Ranking accuracy (%) on the relationship management 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

#ModelScore
1Gemini 3.1 Pro (Preview)92.3
2Claude Opus 4.784.6
3DeepSeek V4 Pro84.6
4GPT-5.582.1
5Qwen 3.6 Plus82.1

Interactive version: theaggregate.ai/benchmark?slug=nice-relationship-management · How It Works · Data refreshed daily, snapshot 2026-10-07.