Within our examination with the IEP evaluation’s failure instances, we sought to detect the components limiting LLM efficiency. Given the pronounced disparity involving open-resource models and GPT models, with some failing to produce coherent responses continually, our Examination centered on the GPT-4 model, essentially the most advanced model