7 papers
EvoOtter: Evolutionary Reproduction Test Generator
Toufique Ahmed, Jatin Ganhotra, Avraham Shinnar +1
Before fixing an issue, it is useful to first reproduce it by generating a bug reproduction test (BRT). However, generating a BRT is itself a challenging task, because issue descri…
Can Old Tests Do New Tricks for Resolving SWE Issues?
Yang Chen, Toufique Ahmed, Reyhaneh Jabbarvand +1
Test suites in real-world projects are often large and achieve high code coverage, yet they remain insufficient for detecting all bugs. The abundance of unresolved issues in open-s…
Reproduction Test Generation for Java SWE Issues
Toufique Ahmed, Jatin Ganhotra, Avraham Shinnar +1
Given an issue on a software repository, a reproduction test confirms its presence in the code before it gets fixed and its absence after. Reproduction tests provide crucial execut…
Investigating Test Overfitting on SWE-bench
Toufique Ahmed, Jatin Ganhotra, Avraham Shinnar +1
Tests can be useful towards resolving issues on code repositories. However, relying too much on tests for issue resolution can lead to code that technically passes observed tests b…
Heterogeneous Prompting and Execution Feedback for SWE Issue Test Generation and Selection
Toufique Ahmed, Jatin Ganhotra, Avraham Shinnar +1
A software engineering issue (SWE issue) is easier to resolve when accompanied by a reproduction test. Unfortunately, most issues do not come with functioning reproduction tests, s…
Otter: Generating Tests from Issues to Validate SWE Patches
Toufique Ahmed, Jatin Ganhotra, Rangeet Pan +3
While there has been plenty of work on generating tests from existing code, there has been limited work on generating tests from issues. A correct test must validate the code patch…