Citation

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

Bayesian Evaluation Framework

@inproceedings{hariri2026don,
  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

@article{hariri2026ranking,
  title={Ranking Reasoning LLMs under Test-Time Scaling},
  author={Hariri, Mohsen and Hinczewski, Michael and Ma, Jing and Chaudhary, Vipin},
  journal={arXiv preprint arXiv:2603.10960},
  year={2026},
  doi={10.48550/arXiv.2603.10960},
  url={https://arxiv.org/abs/2603.10960}
}

Paper link: arXiv