In this work we systematically review the recent advancements in code processing with
language models, covering 50+ models, 30+ evaluation tasks, 170+ datasets, and 700 …

Code generation models can help improve many common software tasks ranging from code
completion to defect prediction. Most of the existing benchmarks for code generation LLMs …

Testing is an integral but often neglected part of the software development process.
Classical test generation tools such as EvoSuite generate behavioral test suites by …

Test-to-code traceability links model the relationships between test artefacts and code
artefacts. When utilised during the development process, these links help developers to …

The software development process is rapidly evolving with the advancement of Large
Language Models (LLMs). LLMs are not only transforming the way code is written but are …

Writing high-quality unit tests plays a crucial role in discovering and diagnosing early-stage
errors and preventing their further propagation throughout the development cycle. However …

Software testing is an integral part of software development. However, testing faces
challenges due to the time-consuming and challenging nature of writing highquality tests …

This thesis presents a body of work relating to the automated discovery, reuse, and
generation of unit tests for software systems with the goal of improving the efficiency of the …