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Prompt wording is measurable, not cosmetic. Researchers at the University of Washington and the Allen Institute for AI found that prompt formatting changes alone can swing LLM accuracy by up to 76 points (Sclar et al., ICLR 2024), and adding a single reasoning sentence lifted one math benchmark from 17.7% to 78.7% accuracy (Kojima et al., NeurIPS 2022).