Long-Horizon Forecasting of Complete Financial Statements with Forma
Specialized Transformers Outperform Frontier LLMs in Financial Statement Forecasting
Specialist training beats generalist scale when forecasting financial statements. To our knowledge, no prior work jointly forecasts complete financial statements beyond one year, yet in a discounted-cash-flow valuation most firm value sits past that window. We release ProForma-20...
ArXiv CS.LG
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This research demonstrates that specialized architectural designs for financial forecasting outperform generalized large language models by enforcing structural accounting rigor. By excelling in long-horizon predictions, Forma provides a critical tool for accurate firm valuation that exceeds the capabilities of current off-the-shelf foundation models.
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