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Within our assessment of the IEP evaluation’s failure situations, we sought to identify the aspects restricting LLM performance. Offered the pronounced disparity among open-source models and GPT models, with a few failing to make coherent responses continually, our Investigation focused on the GPT-4 model, the most Innovative model available. The