Learning to Explain: Prototype-Based Surrogate Models for LLM Classification

Bowen Wei, Mehrdad Fazli, Ziwei Zhu

Large language models (LLMs) have demonstrated impressive performance on natural language tasks, but their decision-making processes remain largely opaque. Existing explanation met…