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Author

Johannes Stümpfle

2 papers indexed here

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Preprint Aug 2026

LLM Agents Perform Controlled Experiments Using Simulation Models

Large language models (LLMs) have shown strong capabilities in reasoning, planning, and tool use, but many scientific and engineering tasks require more than plausible text and code generation. They require understanding how a system responds to intervention, which in practice depends on controlled experimentation. In...

Yu-Chen Xia, M. Weyrich, N. Jazdi et al. · 0 citations
Book Open access Oct 2026

Reliable Generation of Feature Models in the Universal Variability Language using Constrained LLMs

Modern software systems are increasingly variant-rich, and feature models capture this variability formally. The Universal Variability Language (UVL) has emerged as a community-driven standard for expressing such models, but creating and maintaining UVL artifacts remains a manual, expert-driven task. Large Language Mod...

Johannes Stümpfle, Fethiye Tunç, N. Jazdi et al. · 0 citations

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