SAHM - Accounting Exams: leaderboard

Metric: Accuracy (%) on the 167 accounting exam questions of SAHM, an Arabic financial and Sharia-compliance benchmark, exact match after normalizing the chosen option, greedy decoding, mean of three runs; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 20 models tracked.

Top models

#ModelScore
1Claude Sonnet 4.578.44
2Claude Opus 4.577.84
3Gemini 3 Flash (Preview)76.05
4Claude Haiku 4.567.66
5Qwen 2.5 72B Instruct65.87
6GPT-565.27
7GPT-4o60.48
8GPT-4o Mini58.08
9Gemma 3 27B (IT)53.89
10Llama 3.1 70B Instruct52.1
11SILMA-9B-Instruct-v1.050.9
12Gemma 2 9B (IT)49.1
13Qwen 2.5 14B Instruct49.1
14Qwen 2.5 7B Instruct48.5
15Fanar-1-9B-Instruct47.31

Interactive version: theaggregate.ai/benchmark?slug=sahm-accounting-exams · How It Works · Data refreshed daily, snapshot 2026-10-07.