CIBuzzBench - Equivalent Selection (English Prompt): leaderboard
CIBuzzBench (Wang et al., 2026) tests cross-lingual understanding of Chinese internet buzzwords. In Equivalent Selection the model picks the English equivalent of a buzzword among four options with literal, cultural-mismatch and pragmatic-neighbor distractors under English-language instructions, with the Chinese buzzword as input; macro F1 in percent averaged over five option shuffles, higher is better.
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 February 2027. 9 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 88.03 | #91 |
| 2 | GPT-5.5 | 87.12 | #48 |
| 3 | Qwen 3.7 Max | 82.38 | #142 |
| 4 | GLM-5.2 | 82.27 | #137 |
| 5 | Claude Opus 4.8 | 79.94 | #56 |
| 6 | DeepSeek V4 Pro | 79.66 | #181 |
| 7 | Qwen 3 14B | 56.68 | #1235 |
| 8 | Qwen 3 8B | 54.59 | #1838 |
| 9 | Qwen 3 4B | 45.18 | #2297 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=cibuzzbench-equivalent-selection-english-prompt · How It Works · Data refreshed daily, snapshot 2026-11-12.