Arabic Dialect SME Rubrics - Judge Deviation: leaderboard
Metric: Judge mean absolute deviation (percentage points) between the judge model rubric score and the native-speaker expert score on the Egyptian and Iraqi Arabic rubric set, over the responses the judge may grade under a provider-level self-evaluation guard; temperature 0; lower is better. Source: arxiv.org. Saturation forecast: Around October 2027. 5 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.4 (2026-03-05) | 10.21 |
| 2 | Gemini 3.1 Pro (Preview) | 10.61 |
| 3 | Claude Opus 4.7 | 11.35 |
| 4 | Qwen 3.7 Plus | 12.42 |
| 5 | Grok 4.3 | 13.03 |
Interactive version: theaggregate.ai/benchmark?slug=arabic-dialect-sme-rubrics-judge-deviation · How It Works · Data refreshed daily, snapshot 2026-09-29.