Author

Sota Nakashima

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Preprint Sep 2026

Multi-SWT-Bench: A Multilingual Benchmark for Reproduction Test Generation

Reproduction test generation translates a natural-language issue description into executable tests that fail on the original code and pass after the issue is resolved, providing executable evidence for verifying candidate patches. Existing benchmarks are constructed for individual programming languages, preventing a un...

Kazuki Kusama, Sota Nakashima, Haruka Tokumasu et al. · 0 citations

Preprint Aug 2026

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

It is suggested that TnT-LLM and CLIMB can be used in practical situations in the SE domain, while researchers should first assess the complexity of the generated taxonomies and their cost using a subset of the target data to decide whether to use automated methods or human experts.

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