SAHM - Financial Sentiment: leaderboard

Metric: Accuracy (%) on the 80 Arabic financial report sentiment 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
1Gemini 3 Flash (Preview)81.25
2Gemma 3 27B (IT)80
3Llama 3.1 70B Instruct80
4GPT-578.75
5GPT-4o77.5
6Claude Sonnet 4.577.5
7Claude Haiku 4.577.5
8Qwen 2.5 72B Instruct75
9Gemma 3 4B (IT)75
10GPT-4o Mini75
11Claude Opus 4.575
12Llama 3.1 8B Instruct73.75
13Mixtral 8x7B Instruct70
14ALLaM-7B-Instruct-preview58.75
15Fanar-1-9B-Instruct58.75

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