2 papers
cs.CY2026
Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking
Ralf Raumanns, Theresa Elstner, Louis Ferger-Andrews +5
Machine learning courses often use pre-labeled datasets, hiding the subjectivity of human annotation. This creates students with an overly trusting view of AI data and models, unde…
cs.CL2026
Representation Fidelity:Auditing Algorithmic Decisions About Humans Using Self-Descriptions
Theresa Elstner, Martin Potthast
This paper introduces a new dimension for validating algorithmic decisions about humans by measuring the fidelity of their representations. Representation Fidelity measures if deci…