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README.md

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 # MacroLens
 
-A NeurIPS 2026 Datasets & Benchmarks-track corpus for **contextual financial reasoning under macroeconomic scenarios** across **4,416 U.S. small- and micro-cap equities (2021-01-04 — 2026-03-31)**. MacroLens unifies seven tasks over a single point-in-time panel: contextual time-series forecasting, public valuation, financial-statement generation, scenario-conditioned return forecasting, private-company valuation, generator evaluation from natural-language descriptions, and real-estate valuation.
+A benchmarking corpus for **contextual financial reasoning under macroeconomic scenarios** across **4,416 U.S. small- and micro-cap equities (2021-01-04 — 2026-03-31)**. MacroLens unifies seven tasks over a single point-in-time panel: contextual time-series forecasting, public valuation, financial-statement generation, scenario-conditioned return forecasting, private-company valuation, generator evaluation from natural-language descriptions, and real-estate valuation.
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+![visual_summary](https://cdn-uploads.huggingface.co/production/uploads/65dff6bdd546250b182edb86/ecngnQ7lkxYDs0nLwt90V.png)
 
 | Task | Type | Output |
 |---|---|---|