Author

Franziska Weeber

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Review Aug 2026

Effects of Answer Format Variation on Gender Bias in Large Language Models

It is found that answer format does substantially alter measured outcomes, including reversals in order rankings, and the importance of treating answer format as a substantive component of LLM evaluation and motivate multi-format designs for more robust model assessment is highlighted.

K. Merzlyakova, Sebastian Padó, Franziska Weeber · 1 citation

Jul 2026

Understanding the Impact of Linguistic Realization Choices on LLM Stance with Causal Tracing

Large language models (LLMs) are known to be sensitive to prompt and input formulations. However, existing studies have focused on lexical realization and largely ignored constructional choice. This paper studies whether linguistic construction can systematically shift LLM decisions and where these shifts can be causal...

Langchen Huang, Sebastian Padó, Franziska Weeber · arXiv.org · 0 citations