Yi-Liang Song

Vague Environmental Disclosure and Capital Market Responses in High-Pollution Industries: Evidence from Large Language Models

A key question at the interface of sustainable finance and market efficiency is whether capital markets discipline firms not only for what they do—emissions, violations, or green investment—but also for how they communicate their environmental positions. Disclosure research suggests that the quality and verifiability o...