@article{arellmspositionallyconsistentordinalclas,
  title = {Are LLMs Positionally Consistent Ordinal Classifiers? A Systematic Evaluation},
  author = {Yu Wang and Zhe Zhou and Menglin Liu and Ge Shi},
  year = {2026},
  eprint = {2608.08869},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2608.08869},
}