CIBuzzBench - Equivalent Selection (English Prompt): leaderboard

Metric: Macro F1 (%; four-way choice of the English equivalent against literal, cultural-mismatch and pragmatic-neighbor distractors, mean over five option-shuffle seeds; English instructions; 3,001 Chinese internet buzzwords; zero-shot, temperature 0; the Chinese buzzword is the input under both prompt languages). Source: arxiv.org. Saturation forecast: Around December 2026. 9 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview)88.03
2GPT-5.587.12
3Qwen 3.7 Max82.38
4GLM-5.282.27
5Claude Opus 4.879.94
6DeepSeek V4 Pro79.66
7Qwen 3 14B56.68
8Qwen 3 8B54.59
9Qwen 3 4B45.18

Interactive version: theaggregate.ai/benchmark?slug=cibuzzbench-equivalent-selection-english-prompt · How It Works · Data refreshed daily, snapshot 2026-09-26.