2025
On the Role of Semantic Proto-roles in Semantic Analysis: What do LLMs know about agency?
ACL 2025finding
Large language models (LLMs) are increasingly used in decision-making contexts, yet their ability to reason over event structure—an important component in the situational awareness needed to make complex decisions—is not well understood. By operationalizing proto-role theory, which characterizes age…