20 citations · 24 across the 4 of their papers we have counts for
4 papers
AuditCoder: Responsibility-Preserving Task Graphs for Auditable Code Generation and Bounded Repair
Kangjie Huang, Chen Lyu
Code generators return programs, but typically do not preserve the construction record needed to connect a failure to the decision that produced the affected code or to delimit a j…
MMF3: Neural Code Summarization Based on Multi-Modal Fine-Grained Feature Fusion
Zheng Ma, Yuexiu Gao, Lei Lyu +1
Background: Code summarization automatically generates the corresponding natural language descriptions according to the input code. Comprehensiveness of code representation is crit…
HELoC: Hierarchical Contrastive Learning of Source Code Representation
Xiao Wang, Qiong Wu, Hongyu Zhang +5
Abstract syntax trees (ASTs) play a crucial role in source code representation. However, due to the large number of nodes in an AST and the typically deep AST hierarchy, it is chal…
TreeBERT: A Tree-Based Pre-Trained Model for Programming Language
Xue Jiang, Zhuoran Zheng, Chen Lyu +2
Source code can be parsed into the abstract syntax tree (AST) based on defined syntax rules. However, in pre-training, little work has considered the incorporation of tree structur…