Blog written by Yuling Gu Looking for an interpretable explanation evaluation tool that can automatically characterize the explanation capabilities of modern LLMs? Meet Digital Socrates at ACL 2024 ! A better way of evaluating explanations While large language models (LLMs) can provide explanations along with their answers, the nature and quality of those explanations are still poorly understood.