HELM Arabic Enterprise - Arabic Legal Rag: leaderboard

The "Arabic Legal Rag" subtask of HELM Arabic Enterprise. Stanford HELM's Arabic Enterprise project: business-facing Arabic tasks — content generation, summarisation, translation, dialect handling and customer-support style requests — scored by rubric and judge metrics rather than exact match.

Metric: Score. Source: crfm.stanford.edu. Saturation forecast: Around November 2026. 35 models tracked.

Top models

#ModelScoreOverall rank
1Claude Sonnet 4.699#92
2GPT-5.1 (2025-11-13)99#105
3Claude Opus 4.798#50
4Claude Haiku 4.5 (20251001)98#258
5DeepSeek V3.198#268
6Gemma 4 31B (IT)97.5#178
7GPT-5.4 Mini (2026-03-17)97.5#171
8GPT-5.4 (2026-03-05)97#58
9DeepSeek V4 Pro96.5#106
10Qwen 3.5 397B A17B96.5#147
11Mistral Large 396.5#404
12Mistral Large 2 (Nov) Instruct (2411)96.5#468
13GPT-5.4 Nano (2026-03-17)96.5#266
14Gemini 2.5 Flash (Non-reasoning)96#242 (Gemini 2.5 Flash)
15Qwen 3.5 9B95#384

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-enterprise-arabic-legal-rag · How It Works · Data refreshed daily, snapshot 2026-10-23.