4Opinion·1d ago
When Summaries Distort Decisions: Information Fidelity in LLM-Compressed Financial Analysis
New research indicates that using large language models to summarize complex financial documents can inadvertently shift investment decisions. By compressing original source material, these models may alter the nuanced information necessary for accurate judgment, potentially leading analysts to reach different conclusions than they would from the full text.
Covered by 1 source
- AarXiv CS.AI↗Hoyoung Lee, Suhwan Park, Seunghan Lee, Jun Seo, Jaehoon Lee, Sungdong Yoo, Minjae Kim, CheolWon Na, Zhangyang Wang, Zach Golkhou, Minkyu Kim, Sotirios Sabanis, Alejandro Lopez-Lira, Dhagash Mehta, Soonyoung Lee, Chanyeol Choi, Wonbin Ahn, Yongjae Lee1d ago