When Summaries Distort Decisions: Information Fidelity in LLM-Compressed Financial Analysis.

arXiv:2606.29251v3 Announce Type: replace Abstract: Financial decision-makers face more information than they can directly inspect, making context compression necessary. Yet when large language models (LLMs) compress financial source material, they can alter t