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Inside our assessment of the IEP evaluation’s failure scenarios, we sought to identify the aspects restricting LLM overall performance. Presented the pronounced disparity concerning open-resource models and GPT models, with some failing to create coherent responses persistently, our Assessment focused on the GPT-4 model, by far the most advanced