Arabic Dialect SME Rubrics: leaderboard
Metric: Mean expert rubric score (percent of the positive rubric points earned, net of triggered answer-specific negative penalties, so it can fall below zero; maximum 100), averaged over the prompt and response pairs of 103 Egyptian and Iraqi Arabic cultural and linguistic prompts graded by native-speaker subject-matter experts; higher is better. Source: arxiv.org. Saturation forecast: Around September 2027. 3 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 62.31 |
| 2 | Muse Spark | 38.43 |
| 3 | Grok 4.3 | 6.36 |
Interactive version: theaggregate.ai/benchmark?slug=arabic-dialect-sme-rubrics · How It Works · Data refreshed daily, snapshot 2026-09-29.