HELM Arabic Enterprise - Arabic Legal Qa: leaderboard

The "Arabic Legal Qa" 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 April 2027. 35 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.4 (2026-03-05)43#58
2Claude Opus 4.740.5#50
3Claude Sonnet 4.640#92
4GPT-5.1 (2025-11-13)39#105
5GPT-5.4 Mini (2026-03-17)32#171
6Gemini 2.5 Flash (Non-reasoning)31.5#242 (Gemini 2.5 Flash)
7DeepSeek V4 Pro30.5#106
8Mistral Large 330.5#404
9GPT-5.4 Nano (2026-03-17)30#266
10Gemma 4 31B (IT)29#178
11Llama 4 Maverick Instruct28#460
12Qwen 3.5 397B A17B27.5#147
13DeepSeek V3.126#268
14Gemini 2.5 Flash Lite (Non-reasoning)25.5#421 (Gemini 2.5 Flash Lite)
15Mistral Large 2 (Nov) Instruct (2411)23.5#468

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-qa · How It Works · Data refreshed daily, snapshot 2026-10-23.