11 citations · 21 across the 5 of their papers we have counts for
5 papers · 1 filter
AixBench: A Code Generation Benchmark Dataset
Yiyang Hao, Ge Li, Yongqiang Liu +5
We present a benchmark dataset for evaluating method-level code generation task. The benchmark contains a dataset of 175 samples for automated evaluation and a dataset of 161 sampl…
A Neural Model for Generating Natural Language Summaries of Program Subroutines
Alexander LeClair, Siyuan Jiang, Collin McMillan
Source code summarization -- creating natural language descriptions of source code behavior -- is a rapidly-growing research topic with applications to automatic documentation gene…
Automatically Generating Commit Messages from Diffs using Neural Machine Translation
Siyuan Jiang, Ameer Armaly, Collin McMillan
Commit messages are a valuable resource in comprehension of software evolution, since they provide a record of changes such as feature additions and bug repairs. Unfortunately, pro…
Towards Automatic Generation of Short Summaries of Commits
Siyuan Jiang, Collin McMillan
Committing to a version control system means submitting a software change to the system. Each commit can have a message to describe the submission. Several approaches have been pro…
Documenting API Input/Output Examples
Siyuan Jiang, Ameer Armaly, Collin McMillan +2
When learning to use an Application Programming Interface (API), programmers need to understand the inputs and outputs (I/O) of the API functions. Current documentation tools autom…