HELM Arabic - Arabic Scenarios: leaderboard

The "Arabic Scenarios" subtask of HELM Arabic. Stanford HELM's Arabic project: Modern Standard Arabic knowledge, reasoning and understanding scenarios (AlGhafa, Arabic MMLU, exams and native-authored sets) run through the HELM harness with exact-match style metrics.

Metric: Mean score. Source: crfm.stanford.edu. Saturation forecast: Around March 2027. 41 models tracked.

Top models

#ModelScoreOverall rank
1Claude Opus 4.784.08#50
2Gemini 2.5 Flash (Non-reasoning)82.48#242 (Gemini 2.5 Flash)
3GPT-5.4 (2026-03-05)82.46#58
4Gemma 4 31B (IT)82.34#178
5GPT-5.1 (2025-11-13)81.74#105
6Claude Sonnet 4.681.49#92
7GPT-4.1 (2025-04-14)81.37#250
8Qwen 3.5 397B A17B80.24#147
9Gemini 2.5 Flash Lite (Non-reasoning)79.49#421 (Gemini 2.5 Flash Lite)
10Llama 4 Maverick Instruct FP879.13#412
11Mistral Large 378.96#404
12GPT-5.4 Mini (2026-03-17)78.96#171
13Claude Haiku 4.5 (20251001)78.83#258
14Qwen 3 Next 80B A3B Instruct78.39#370
15DeepSeek V3.177.86#268

No result here: #4 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=helm-arabic-arabic-scenarios · How It Works · Data refreshed daily, snapshot 2026-10-23.