TRACE: Toulmin-based Reasoning Assessment through Constructive Elements for LLM CoT Evaluation

Yundong Kim, Heyoung Yang

Evaluating open-ended outputs from large language models (LLMs) remains challenging due to the absence of ground truth. Existing metrics rely on final-answer accuracy or surface-le…