Position Bias in Ordinal Classification: A Systematic Evaluation

Yu Wang, Jeffrey Zhou, Menglin Liu +1

Large language models are increasingly used for ordinal classification, yet semantically equivalent changes to prompt organization can alter their predictions. We conduct systemati…