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Changes in source code are an inevitable part of software development. Theyare the results of indispensable activities such as fixing bugs or improvingfunctionality. Descriptions for code changes (commit messages) help peoplebetter understand the changes. However, due to a lack of motivation and timepressure, writing high-quality commit messages remains reluctantly considered.Several methods have been proposed with the aim of automated commit messagegeneration.  However, the existing methods are still limited because they only utiliseeither the changed code or the changed code combined with surroundingstatements.  This paper proposes a method to represent code changes by combining thechanged code and the unchanged code which have program dependence on thechanged code. This method overcomes the limitations of current representationswhile improving the performance of 5/6 of state-of-the-art commit messagegeneration methods by up to 15% in METEOR, 14% in ROUGE-L, and 10% in BLEU-4.

Context-Encoded Code Change Representation for Automated Commit Message Generation