Deep code comment generation

X Hu, G Li, X Xia, D Lo, Z Jin - Proceedings of the 26th conference on …, 2018 - dl.acm.org
… formulate code comments generation task as a machine translation task. … code and the
natural language. We explore whether the NMT approach can be applied to comments generation

Deep code comment generation with hybrid lexical and syntactical information

X Hu, G Li, X Xia, D Lo, Z Jin - Empirical Software Engineering, 2020 - Springer
… We illustrate the influence of the out-of-vocabulary tokens of source code on comment
generation. We also evaluate the ability to ease the out-of-vocabulary problem by splitting …

DeepCommenter: a deep code comment generation tool with hybrid lexical and syntactical information

B Li, M Yan, X Xia, X Hu, G Li, D Lo - Proceedings of the 28th ACM Joint …, 2020 - dl.acm.org
… Automatic code comment generation is of great help for developers to comprehend
source code and reduce their workload. Thus, we propose a code comment generation tool (…

Adversarial robustness of deep code comment generation

Y Zhou, X Zhang, J Shen, T Han, T Chen… - ACM Transactions on …, 2022 - dl.acm.org
… In this paper, we focus on the code comment generation task in software engineering and
Code Comment gENeraTor), an identifier substitution approach to craft adversarial code

Deep code-comment understanding and assessment

D Wang, Y Guo, W Dong, Z Wang, H Liu, S Li - IEEE Access, 2019 - ieeexplore.ieee.org
… of code comments into a classification problem based on the multi-input neural network. We
summarize the input, the code and comments, into … completion, and comment generation. …

A survey of automatic generation of source code comments: Algorithms and techniques

X Song, H Sun, X Wang, J Yan - IEEE Access, 2019 - ieeexplore.ieee.org
… Afterwards, the interests of research in deep neural network based comment generation
have been increasing dramatically over the years. At the same time, Figure 3 indicates that …

Setransformer: A transformer-based code semantic parser for code comment generation

Z Li, Y Wu, B Peng, X Chen, Z Sun… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
… 4) To facilitate the replication of our study and evaluation of future code comment generation
techniques, we share our source code and corpus in … Jin, “Deep code comment generation,” …

Towards automatically generating block comments for code snippets

Y Huang, S Huang, H Chen, X Chen, Z Zheng… - Information and …, 2020 - Elsevier
deep learning techniques are successful in the first step toward automatic header comment
generation… generate the block comment, we propose a comment generation model based on …

Training deep code comment generation models via data augmentation

X Zhang, Y Zhou, T Han, T Chen - Proceedings of the 12th Asia-Pacific …, 2020 - dl.acm.org
… ) generating the perturbed test dataset to test the robustness of the trained model; (3) generating
… Our goal is to learn robust deep code comment generation models that can maintain the …

Automatic generation of text descriptive comments for code blocks

Y Liang, K Zhu - Proceedings of the AAAI Conference on Artificial …, 2018 - ojs.aaai.org
… , we evaluate Code-RNN model’s ability to classify different source code blocks into k known
categories. In the second part, we show the effectiveness of our comment generation model …