Are LLMs Positionally Consistent Ordinal Classifiers? A Systematic Evaluation

Yu Wang, Zhe 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…