From SEC Filings to Financial Signals: Evaluating LLMs on Stock Market Reactions and Analyst Forecasts.

arXiv:2610.24268v1 Announce Type: new Abstract: Form 10-Q MD&A sections combine long-form management narrative with accounting and forward-looking information. Benchmarks for financial filings commonly evaluate question answering or numerical reasoning, leavin