Authors and Citation

Authors

• Neemias B. da Silva. Author, maintainer, copyright holder.

Citation

da Silva, N. B., Lukk, M., Sutani, A., Moturu, A., Yang, H., Silver, D., Ratto, M. and Silva, T. H. (2026). Population Fidelity: Evaluating Population Representativeness in LLMs. arXiv:2609.36253.

@Misc{,
  title = {Population Fidelity: Evaluating Population Representativeness in {LLMs}},
  author = {Neemias B. {da Silva} and Martin Lukk and Ali Sutani and Abhishek Moturu and Harris Yang and Daniel Silver and Matt Ratto and Thiago H. Silva},
  year = {2026},
  eprint = {2609.36253},
  archiveprefix = {arXiv},
  primaryclass = {cs.CL},
  doi = {10.48550/arXiv.2609.36253},
}

da Silva, N. B. (2026). popfidelity: Population Fidelity of Language-Model Survey Responses. R package version 0.1.0. https://github.com/neemiasbsilva/popfidelity

@Manual{,
  title = {popfidelity: Population Fidelity of Language-Model Survey Responses},
  author = {Neemias B. {da Silva}},
  year = {2026},
  note = {R package version 0.1.0},
  url = {https://github.com/neemiasbsilva/popfidelity},
}