@article{realizingllmscausalpotentialrequiresscie,
  title = {Realizing LLMs' Causal Potential Requires Science-Grounded, Novel Benchmarks},
  author = {Ashutosh Srivastava and Lokesh Nagalapatti and Gautam Jajoo and Aniket Vashishtha and Parameswari Krishnamurthy and Amit Sharma},
  year = {2025},
  eprint = {2510.16530},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2510.16530},
}