2025
FinRipple: Aligning Large Language Models with Financial Market for Event Ripple Effect Awareness
ACL 2025finding
Financial markets exhibit complex dynamics where localized events trigger ripple effects across entities. Previous event studies, constrained by static single-companies analyses and simplistic assumptions, fail to capture these ripple effects. While large language models (LLMs) offer emergent reason…