mlsanityData to 7 Oct 2026

Doc2OracLL: Investigating the Impact of Documentation on LLM-based Test Oracle Generation

arXiv 2412.09360 ↗First posted 12 Dec 2024cs.SEcited by 10

Not on the map. Why?

Abstract (arXiv)

Code documentation is a critical aspect of software development, serving as a bridge between human understanding and machine-readable code. Beyond assisting developers in understanding and maintaining code, documentation also plays a critical role in automating various software engineering tasks, such as test oracle generation (TOG). In Java, Javadoc comments provide structured, natural language documentation embedded directly in the source code, typically detailing functionality, usage, parameters, return values, and exceptions. While prior research has utilized Javadoc comments in test oracle generation (TOG), there has not been a thorough investigation into their impact when combined with other contextual information, nor into identifying the most relevant components for generating correct and strong test oracles, or understanding their role in detecting real bugs. In this study, we dive deep into investigating the impact of Javadoc comments on TOG.

Key facts. Cited by 10 papers in the map (data through 7 Oct 2026). First posted on arXiv 12 Dec 2024.

Builds on

No reference list yet.

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2025: 2; 2026: 8.

10 papers.