In our examination of the IEP evaluation’s failure cases, we sought to identify the factors restricting LLM overall performance. Given the pronounced disparity between open up-resource models and GPT models, with a few failing to create coherent responses constantly, our Investigation centered on the GPT-four model, essentially the most advanced