When More Is Less: Information Overload in AI-Driven Finance

Attila Balogh, Antoine Didisheim, Luciano Somoza and Hanqing Tian

Large language models (LLMs) are rapidly becoming integral to financial analysis, from parsing earnings calls to predicting stock market reactions to news. But a critical question remains: When we feed these models more information, do they perform better? Ou…