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<a href='https://www.semanticscholar.org/search?q=Learning to Update Natural Language Comments Based on Code Changes' target="_blank"><img style="display: inline; margin: 0;" src="/public/media/semscholar.png"/></a>
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<td>Sheena Panthaplackel, Milos Gligoric, Raymond J. Mooney, Junyi Jessy Li</td>
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<td>Sheena Panthaplackel, Pengyu Nie, Milos Gligoric, Raymond J. Mooney, Junyi Jessy Li</td>
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<td>ACL</td>
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<td><p>We formulate the novel task of automatically updating an existing natural language comment based on changes in the body of code it accompanies. We propose an approach that learns to correlate changes across two distinct language representations, to generate a sequence of edits that are applied to the existing comment to reflect the source code modifications. We train and evaluate our model using a dataset that we collected from commit histories of open-source software projects, with each example consisting of a concurrent update to a method and its corresponding comment. We compare our approach against multiple baselines using both automatic metrics and human evaluation. Results reflect the challenge of this task and that our model outperforms baselines with respect to making edits.</p>
<li><ahref="/publications/panthaplackel2020learning/">Learning to Update Natural Language Comments Based on Code Changes</a> Sheena Panthaplackel, Pengyu Nie, Milos Gligoric, Raymond J. Mooney, Junyi Jessy Li </li>
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<li><ahref="/publications/panthaplackel2020learning/">Learning to Update Natural Language Comments Based on Code Changes</a> Sheena Panthaplackel, Milos Gligoric, Raymond J. Mooney, Junyi Jessy Li </li>
<li><ahref="/publications/panthaplackel2020learning/">Learning to Update Natural Language Comments Based on Code Changes</a> Sheena Panthaplackel, Pengyu Nie, Milos Gligoric, Raymond J. Mooney, Junyi Jessy Li </li>
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<li><ahref="/publications/panthaplackel2020learning/">Learning to Update Natural Language Comments Based on Code Changes</a> Sheena Panthaplackel, Milos Gligoric, Raymond J. Mooney, Junyi Jessy Li </li>
<li><ahref="/publications/panthaplackel2020copy/">Copy that! Editing Sequences by Copying Spans</a> Sheena Panthaplackel, Miltiadis Allamanis, Marc Brockschmidt</li>
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<li><ahref="/publications/panthaplackel2020learning/">Learning to Update Natural Language Comments Based on Code Changes</a> Sheena Panthaplackel, Pengyu Nie, Milos Gligoric, Raymond J. Mooney, Junyi Jessy Li</li>
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<li><ahref="/publications/panthaplackel2020learning/">Learning to Update Natural Language Comments Based on Code Changes</a> Sheena Panthaplackel, Milos Gligoric, Raymond J. Mooney, Junyi Jessy Li</li>
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<li><ahref="/publications/panthaplackel2020copy/">Copy that! Editing Sequences by Copying Spans</a> Sheena Panthaplackel, Miltiadis Allamanis, Marc Brockschmidt</li>
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@@ -30635,11 +30635,11 @@ <h3>🏷 program analysis <a id="program analysis"></a></h3>
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<li><ahref="/publications/russell2018automated/">Automated Vulnerability Detection in Source Code Using Deep Representation Learning</a>Rebecca L. Russell, Louis Kim, Lei H. Hamilton, Tomo Lazovich, Jacob A. Harer, Onur Ozdemir, Paul M. Ellingwood, Marc W. McConley</li>
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<li><ahref="/publications/si2018learning/">Learning Loop Invariants for Program Verification</a>Xujie Si, Hanjun Dai, Mukund Raghothaman, Mayur Naik, Le Song</li>
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<li><ahref="/publications/si2018learning/">Learning Loop Invariants for Program Verification</a>Xujie Si, Hanjun Dai, Mukund Raghothaman, Mayur Naik, Le Song</li>
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<li><ahref="/publications/russell2018automated/">Automated Vulnerability Detection in Source Code Using Deep Representation Learning</a>Rebecca L. Russell, Louis Kim, Lei H. Hamilton, Tomo Lazovich, Jacob A. Harer, Onur Ozdemir, Paul M. Ellingwood, Marc W. McConley</li>
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