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

**Published:** October 20, 2026
**Author:** Shengkun Wang, Taoran Ji, Linhan Wang, Sattar Mansi, Chang-Tien Lu, Yinlin Chen
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/from-sec-filings-to-financial-signals-evaluating-llms-on-stock-market-re

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, leaving unclear whether…

> From the original source: **arXiv — cs.AI**
> [Read full article at arXiv — cs.AI](https://arxiv.org/abs/2610.24268)

**Tags:** #arXiv

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