MacroLens - Public Company Valuation: leaderboard
Metric: Median absolute percentage error (%; market-capitalization estimate for the 1,324-ticker company-level holdout from fundamentals, macroeconomic state, filings and derived valuation ratios; per-instance APE capped at 1,000%; daily granularity; zero-shot LLM with reasoning disabled). Source: arxiv.org. Saturation forecast: Around December 2026. 5 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.1 (Non-reasoning) | 73.22 |
| 2 | Qwen 3.5 27B (Non-reasoning) | 89.16 |
Interactive version: theaggregate.ai/benchmark?slug=macrolens-public-company-valuation · How It Works · Data refreshed daily, snapshot 2026-09-26.