@article{parameterefficientmultiviewproficiencyes,
  title = {Parameter-Efficient Multi-View Proficiency Estimation: From Discriminative Classification to Generative Feedback},
  author = {Edoardo Bianchi and Antonio Liotta},
  year = {2026},
  eprint = {2605.03848},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2605.03848},
}