CITATION.md

Citation

This repository contains the code for the paper:

Proof of Time: A Benchmark for Evaluating Scientific Idea Judgments

Bingyang Ye*, Shan Chen*, Jingxuan Tu, Chen Liu, Zidi Xiong, Samuel Schmidgall, Danielle S. Bitterman

Harvard University, Mass General Brigham, Boston Children's Hospital, Google DeepMind

(*Co-first authors)

If you use this codebase in your research, please cite our work:

@misc{ye2026prooftimebenchmarkevaluating,
      title={Proof of Time: A Benchmark for Evaluating Scientific Idea Judgments},
      author={Bingyang Ye and Shan Chen and Jingxuan Tu and Chen Liu and Zidi Xiong and Samuel Schmidgall and Danielle S. Bitterman},
      year={2026},
      eprint={2601.07606},
      archivePrefix={arXiv},
      primaryClass={cs.CL},
      url={https://arxiv.org/abs/2601.07606},
}

Preprint: https://arxiv.org/abs/2601.07606

Dataset Citation

The benchmark datasets are available on HuggingFace:

@dataset{proof-of-time-dataset-2026,
  title={Proof of Time: A Benchmark for Evaluating Scientific Idea Judgments},
  author={Ye, Bingyang and Chen, Shan and Tu, Jingxuan and Liu, Chen and Xiong, Zidi and Schmidgall, Samuel and Bitterman, Danielle S.},
  year={2026},
  publisher={HuggingFace},
  url={https://huggingface.co/datasets/AIM-Harvard/proof-of-time}
}