FIRE (Finance, Business Scenarios): leaderboard

Metric: Score (%) over all sectors, weighted by question count, on FIRE's 3,000 business-scenario questions mapped to a sector by business-competency matrix; closed-form decision questions scored by exact match of a JSON answer, open-ended questions scored against per-question expert-refined 1-5 rubrics by the authors' scoring model (a fine-tuned Qwen3-32B); higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 14 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.277.46#105
2Seed-1.677.15#257
3Seed-OSS-36B-Instruct76.34#348
4Gemini 3 Pro75.72#77
5DeepSeek V3.275.65#198
6Qwen 3 235B A22B 2507 (Thinking)74.35#253 (Qwen 3 235B A22B 2507)
7Kimi K2 (Thinking)74.19#236 (Kimi K2)
8GLM-4.673.91#246
9Qwen 3 Max73.52#201
10GPT-OSS-120B71.95#330
11Claude Sonnet 4.570.22#138

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=fire-finance-business-scenarios · How It Works · Data refreshed daily, snapshot 2026-10-11.