11:17 · 2026年1月19日 · 周一 妙妙实验:在非推理模型的 Prompt 里复读能够提升表现Prompt Repetition Improves Non-Reasoning LLMshttps://arxiv.org/abs/2512.14982 arXiv.org Prompt Repetition Improves Non-Reasoning LLMs 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.