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King鈥檚 College London
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LLMs can learn reusable code optimization skills from slow/fast program pairs, enabling significant efficiency improvements without runtime feedback.
Even when LLMs translate code correctly, over 20% of the time it's surprisingly inefficient due to algorithmic flaws, poor language choices, or resource mismanagement.