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arxiv:2512.14982
Prompt Repetition Improves Non-Reasoning LLMs
Published on Dec 17, 2025
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Abstract
Repeating the input prompt enhances performance for leading models (Gemini, GPT, Claude, Deepseek) without increasing token count or latency.
AI-generated summary
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.
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