BizBench - FinCode: leaderboard

FinCode, a BizBench task (Koncel-Kedziorski et al., 2023): 121 CFA and CPA exam-style quantitative questions answered by writing a Python program, correct when the executed answer is within 1% of the reference. Eight-shot accuracy in percent (higher is better).

Metric: Accuracy (%; 121 CFA and CPA exam questions answered by generating Python code, answer within 1% of the reference, 8-shot). Source: arxiv.org. Saturation forecast: Estimated already saturated. 16 models tracked.

Top models

#ModelScoreOverall rank
1GPT-463.6#996
2GPT-3.536.1#2430
3Llama 2 70B24#4021
4Mixtral 8x7B19#4051
5Mistral 7B15.7#7784
6starcoder9.9#9634
7falcon-40B8.3#8304
8Llama 2 7B7.4#9031
9Llama 2 13B6.6#8311
10mpt-30B6.6#8820
11mpt-7B6.6#9926
12falcon-7B3.3#9713

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

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