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Stefan Wagner

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A Facet-Based Perspective on Code 1 Comprehension Task Design for Empirical Research

This work introduces a facet-based perspective that distinguishes between analytical skills, abstraction, and critical evaluation and proposes a method to guide researchers from research goals to concrete tasks and study design, including considerations for question formulation and response formats.

Luisa Bartl, Marvin Wyrich, Sven Apel et al. · 0 citations
#explainable ai Review Jul 2026

Evaluating the Impact of Explainable AI on Trust in AI-Assisted Code Review

Background: Large language models (LLMs) are increasingly used to automate code review, but the reasoning behind their decisions remains hard to understand. Developers struggle to assess the validity of LLM-generated reviews, making it difficult to gauge how much trust to place in them. The role of Explainable AI (XAI)...

Zhenhan Gao, Marvin Muñoz Barón, Umm E. Habiba et al. · 0 citations

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