Coregen: Contextualized code representation learning for commit message generation

LY Nie, C Gao, Z Zhong, W Lam, Y Liu, Z Xu - Neurocomputing, 2021 - Elsevier
… -specific OOV tokens, CoreGen’s superior performance further supports our claim that
exploiting the code contextual information can achieve a more accurate modeling of the …

Context-encoded code change representation for automated commit message generation

TT Vu, TD Do, HD Vo - arXiv preprint arXiv:2306.14418, 2023 - arxiv.org
… commit messages, we need to consider the changed code and the part of the code that has
a semantic relationship with it. This paper proposes a context-based representation for code

Context-aware retrieval-based deep commit message generation

H Wang, X Xia, D Lo, Q He, X Wang… - ACM Transactions on …, 2021 - dl.acm.org
message generation did … message generation in the future. As shown in Figure 1, a commit
mentioned in this work refers to the pair of a code diff and its corresponding commit message. …

Commit message generation for source code changes

S Xu, Y Yao, F Xu, T Gu, H Tong, J Lu - IJCAI, 2019 - par.nsf.gov
code changes becomes an important task. We refer to this task as commit message generation
in … is also known as the context vector, as the representation of the input code change, …

Combining code context and fine-grained code difference for commit message generation

S Xu, Y Yao, F Xu, T Gu, H Tong - Proceedings of the 13th Asia-Pacific …, 2022 - dl.acm.org
… , we propose a new commit message generation approach CoMeG. CoMeG not only takes
… represent the code context as a token sequence in code order. We denote the context as [c1,…

Multi-grained contextual code representation learning for commit message generation

C Wang, L Zhang, X Zhang - Information and Software Technology, 2024 - Elsevier
… a novel commit message technique in this work, COMU. We build code semantics using
contextual code information from commit messages. Specifically, we not only consider the …

Commitbert: Commit message generation using pre-trained programming language model

TH Jung - arXiv preprint arXiv:2105.14242, 2021 - arxiv.org
… -4 score for commit message generation is better than … Code-to-NL task to document the
source code in CodeSearchNet and use the initial weight of commit generation, the contextual

Always provide context: The effects of code context on programming error message enhancement

EA Santos, P Prasad, BA Becker - … of the ACM Conference on Global …, 2023 - dl.acm.org
… LLMs have also been used in generating code explanations [25] and programming … The
system has a trade-off between generating good quality feedback versus covering all possible …

COME: Commit Message Generation with Modification Embedding

Y He, L Wang, K Wang, Y Zhang, H Zhang… - Proceedings of the 32nd …, 2023 - dl.acm.org
… 68] treat commit message generation as a translation task from code changes to commit …
methods, our contextualized code change representation aims to learn context information of …

FIRA: fine-grained graph-based code change representation for automated commit message generation

J Dong, Y Lou, Q Zhu, Z Sun, Z Li, W Zhang… - Proceedings of the 44th …, 2022 - dl.acm.org
… This work proposes a novel commit message generation technique, FIRA, which first
represents code changes via fine-grained graphs and then learns to generate commit messages