Mask of Civility (Definition-Based): leaderboard

Metric: Accuracy (%) of the definition-based (pragmatic definitions of the three categories, highlighting the mismatch that marks mock politeness) prompt on the three-way classification (true politeness, impoliteness, mock politeness) of 100 Chinese dialogues with context (three fifths authentic TV-drama and interview excerpts, two fifths LLM-simulated), answer as one-line JSON; the Mask of Civility dataset; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 6 models tracked.

Top models

#ModelScoreOverall rank
1Seed-1.691#257
2Kimi K2 090585#282
3DeepSeek V3.2 Exp85#227
4GPT-5.178#131

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=mask-of-civility-definition-based · How It Works · Data refreshed daily, snapshot 2026-10-11.