Flame Personal Finance - Apply: leaderboard

Metric: Accuracy (%; the paper's Bloom-level weighted accuracy on the Apply problems of the 199-problem textbook-grounded Personal Finance multiple-choice set, zero-shot, temperature 0). Source: arxiv.org. Saturation forecast: Around December 2026. 12 models tracked.

Top models

#ModelScore
1GPT-4.1 Mini86
2Claude Opus 4.686
3Gemini 3.1 Pro (Preview)82
4GPT-5.473
5Claude Haiku 4.557
6Gemini 2.5 Flash Lite55
7Gemma 3 27B (IT)39
8Qwen 3 32B35
9DeepSeek R1 Distill Qwen 32B35
10Gemma 3 12B (IT)33
11Qwen 3 8B24
12DeepSeek R1 Distill Qwen 14B22

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