8 papers · 1 filter
PreMaQ: Predicting Maintainability-Related Quality of LLM-Generated Code Before Generation
Taiki Wakamatsu, Yuta Ishimoto, Masanari Kondo +1
As large language models (LLMs) become increasingly capable of code generation, adopting generated code in software development requires assessing not only its functional correctne…
How Well Do LLMs Generate Taxonomies in the SE Domain? A Multi-perspective Evaluation Framework
Sota Nakashima, Yuta Ishimoto, Masanari Kondo +2
Taxonomies provide a shared conceptual framework for organizing heterogeneous observations in software engineering (SE) research. Manually constructing such taxonomies is labor-int…
RepTran: Search-Based Repair of Transformer Models
Yuta Ishimoto, Paolo Arcaini, Fuyuki Ishikawa +3
To ensure the overall quality of AI-enabled software, not only traditional software components but also AI components need to be tested and repaired. Among AI components, Transform…
On the Reproducibility of Quantum Software Defect Datasets: A Case Study of Bugs4Q
Haruto Ohto, Yuta Ishimoto, Shinsuke Matsumoto +1
The reproducibility of software defect datasets is essential for obtaining reliable and comparable research results. Zhu et al. have shown that defect datasets such as Defects4J su…
Why Agentic-PRs Get Rejected: A Comparative Study of Coding Agents
Sota Nakashima, Yuta Ishimoto, Masanari Kondo +2
Agentic coding -- software development workflows in which autonomous coding agents plan, implement, and submit code changes with minimal human involvement -- is rapidly gaining tra…
Leveraging Mutation Analysis for LLM-based Repair of Quantum Programs
Chihiro Yoshida, Yuta Ishimoto, Olivier Nourry +4
In recent years, Automated Program Repair (APR) techniques specifically designed for quantum programs have been proposed. However, existing approaches often suffer from low repair…
How Far Have LLMs Come Toward Automated SATD Taxonomy Construction?
Sota Nakashima, Yuta Ishimoto, Masanari Kondo +2
Technical debt refers to suboptimal code that degrades software quality. When developers intentionally introduce such debt, it is called self-admitted technical debt (SATD). Since…
Evaluating Mutation-based Fault Localization for Quantum Programs
Yuta Ishimoto, Masanari Kondo, Naoyasu Ubayashi +4
Quantum computers leverage the principles of quantum mechanics to execute operations. They require quantum programs that define operations on quantum bits (qubits), the fundamental…