Test Case Generation from Bug Reports via Large Language Models: A Cognitive Layered Evaluation Framework

Irtaza Sajid Qureshi, Zhen Ming, Jiang

Large Language Models (LLMs) are increasingly applied to automated software testing, yet their ability to generalize beyond memorized patterns and reason about natural language bug…