Alexandria - Human Dialectness Rating (Moroccan Arabic): leaderboard
Metric: Dialectness and fluency (1-5; native Moroccan speakers rate whether the English-to-dialect translation sounds like a native speaker of the target dialect). Source: arxiv.org. Saturation forecast: Around February 2027. 6 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3 Flash (Preview) (Medium) | 4.35 |
| 2 | Gemini 3 Flash (Preview) (Minimal) | 4.19 |
| 3 | c4ai-command-a-03-2025 | 3.78 |
| 4 | GPT-OSS-120B | 3.3 |
| 5 | Gemma 3 27B (IT) | 3.04 |
| 6 | aya-expanse-32B | 2.76 |
Interactive version: theaggregate.ai/benchmark?slug=alexandria-human-dialectness-rating-moroccan-arabic · How It Works · Data refreshed daily, snapshot 2026-09-26.