FIRE (Finance, Business Scenarios) - Securities: leaderboard

Metric: Score (%) on the securities questions of 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-5.284.61#105
2Qwen 3 Max83.58#201
3Seed-OSS-36B-Instruct81.69#348
4DeepSeek V3.281.51#198
5Seed-1.681.27#257
6Qwen 3 235B A22B 2507 (Thinking)81.1#253 (Qwen 3 235B A22B 2507)
7Kimi K2 (Thinking)80.78#236 (Kimi K2)
8Gemini 3 Pro80.62#77
9GLM-4.679.15#246
10GPT-OSS-120B78.35#330
11Claude Sonnet 4.577.29#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-securities · How It Works · Data refreshed daily, snapshot 2026-10-11.