Citation

If you use Scorio.jl or Scorio in your research, please cite the relevant papers:

Bayesian Evaluation Framework

@inproceedings{hariri2026dont,
  title={Don't Pass@k: A Bayesian Framework for Large Language Model Evaluation},
  author={Hariri, Mohsen and Samandar, Amirhossein and Hinczewski, Michael and Chaudhary, Vipin},
  booktitle={The Fourteenth International Conference on Learning Representations},
  year={2026},
  url={https://openreview.net/forum?id=PTXi3Ef4sT},
  doi={10.48550/arXiv.2510.04265}
}

Paper links: OpenReview | arXiv

Ranking Methods

@inproceedings{hariri2026ranking,
  title={Ranking Reasoning {LLM}s under Test-Time Scaling},
  author={Hariri, Mohsen and Hinczewski, Michael and Ma, Jing and Chaudhary, Vipin},
  booktitle={Proceedings of the 64th Annual Meeting of the {A}ssociation for {C}omputational {L}inguistics (Volume 1: Long Papers)},
  year={2026},
  pages={33437--33478},
  publisher={Association for Computational Linguistics},
  doi={10.18653/v1/2026.acl-long.1544},
  url={https://aclanthology.org/2026.acl-long.1544/}
}

Paper link: ACL Anthology