Flame Corporate Finance - Analyze: leaderboard

Metric: Accuracy (%; the paper's Bloom-level weighted accuracy on the Analyze problems of the 685-problem textbook-grounded Corporate Finance multiple-choice set, zero-shot, temperature 0). Source: arxiv.org. Saturation forecast: Estimated already saturated. 12 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview)99
2Claude Opus 4.689
3GPT-5.478
4GPT-4.1 Mini68
5Qwen 3 32B68
6Gemini 2.5 Flash Lite63
7Claude Haiku 4.557
8DeepSeek R1 Distill Qwen 32B47
9Gemma 3 27B (IT)41
10Qwen 3 8B39
11Gemma 3 12B (IT)32
12DeepSeek R1 Distill Qwen 14B30

Interactive version: theaggregate.ai/benchmark?slug=flame-corporate-finance-analyze · How It Works · Data refreshed daily, snapshot 2026-09-26.