Before revision:  We fine-tune large language models on both GitHub and our training set, and we find that the prevalence of syntax errors is decreasing exponentially  .
After revision:  We fine-tune large language models on both GitHub and our training set, and we find that the prevalence of syntax errors is decreasing exponentially as models improve .