BizBench - FinKnow: leaderboard

FinKnow, a BizBench task (Koncel-Kedziorski et al., 2023): 877 multiple-choice questions from CFA practice exams and the MMLU business ethics, microeconomics and professional accounting subjects, without questions that need numerical reasoning. Zero-shot accuracy in percent, taking the option with the highest log-probability (higher is better).

Metric: Accuracy (%; 877 multiple-choice business and finance knowledge questions from CFA practice exams and three MMLU subjects, zero-shot, highest answer log-probability). Source: arxiv.org. Saturation forecast: Estimated already saturated. 16 models tracked.

Top models

#ModelScoreOverall rank
1GPT-480.1#996
2GPT-3.560.3#2430
3Mixtral 8x7B47.1#4051
4Llama 2 70B44.9#4021
5Mistral 7B44.4#7784
6falcon-40B43.9#8304
7mpt-30B42.4#8820
8Llama 2 13B42.1#8311
9Llama 2 7B41.7#9031
10falcon-7B40.9#9713
11mpt-7B39.7#9926
12starcoder37.9#9634

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=bizbench-finknow · How It Works · Data refreshed daily, snapshot 2026-11-12.