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Introduces LPES, a layer-specific positional embedding scaling method that mitigates the 'lost-in-the-middle' problem in LLMs by assigning distinct scaling factors per layer using a genetic algorithm with Bézier curves, achieving up to 11.2% accuracy gain without fine-tuning or latency increase.