Sam Hornstein

From Models to Microtheories: Distilling a Model's Topical Knowledge for Grounded Question-Answering

Recent reasoning methods (e.g., chain-of-thought) help users understand how language models (LMs) answer a single question, but they do little to reveal the LM’s overall understanding, or “theory,” about the question’s topic, making it still hard to trust the model. Our goal is to materialize such t…