NICE - Communication: leaderboard

Metric: Ranking accuracy (%) on the communication 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: Around 2029. 5 models tracked.

Top models

#ModelScore
1Claude Opus 4.750
2DeepSeek V4 Pro44.4
3Qwen 3.6 Plus44.4
4Gemini 3.1 Pro (Preview)38.9
5GPT-5.536.1

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