Prompt Repetition Improves Non-Reasoning LLMs
arXiv:2512.14982
Abstract
When not using reasoning, repeating the input prompt improves performance for popular models (Gemini, GPT, Claude, and Deepseek) without increasing the number of generated tokens or latency.