@article{arellmsreadyforscientificdiscoveryacapab,
  title = {Are LLMs Ready for Scientific Discovery? A Capability-Oriented Benchmark for AI Scientists},
  author = {Chuhan Shi and Xiaoquan Ren and Sicheng Song and Haobo Li and Rui Sheng and Yushi Sun},
  year = {2026},
  eprint = {2607.11079},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2607.11079},
}