Author

Yuta Ishimoto

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Preprint Aug 2026

How Well Do LLMs Generate Taxonomies in the SE Domain? A Multi-perspective Evaluation Framework

Taxonomies provide a shared conceptual framework for organizing heterogeneous observations in software engineering (SE) research. Manually constructing such taxonomies is labor-intensive and requires annotators with expertise in the SE domain. While advances in Large Language Models (LLMs) have led to the emergence of...

Sota Nakashima, Yuta Ishimoto, Masanari Kondo et al. · 0 citations

Jul 2026

RepTran: Search-Based Repair of Transformer Models

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, Transformer models are increasingly integrated into software systems, which makes their misbehaviors critical. Although prior work in the software en...

Yuta Ishimoto, Paolo Arcaini, Fuyuki Ishikawa et al. · arXiv.org · 0 citations