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Using Machine Translation for Converting Python 2 to Python 3 Code

Karan Aggarwal, Mohammad Salameh, Abram Hindle. 2015


In this paper, we have tried to use Statistical machine translation in order to convert Python 2 code to Python 3 code. We use data from two projects and achieve a high BLEU score. We also investigate the cross-project training and testing to analyze the errors so as to ascertain differences with previous case. We have described a pilot study on modeling programming languages as natural language to build translation models on the lines of natural languages. This can be further worked on to translate between versions of a programming language or cross-programming-languages code translation.

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