To cite the CatLLM R ecosystem in publications, please cite both the methodology paper and the software:

Soria, C. (2026). Scaling Open-Ended Survey Coding: An LLM Pipeline Where Definitions Do the Heavy Lifting. SocArXiv. https://osf.io/preprints/socarxiv/gjvcf_v1

Soria, C. (2026). CatLLM: A Reproducible Python Ecosystem for Generating, Assigning, and Scoring Open-Ended Text, Images, and Documents Across Research Domains (v3.0.0) [Software]. Zenodo. https://doi.org/10.5281/zenodo.19960067

Corresponding BibTeX entries:

  @Article{,
    title = {Scaling Open-Ended Survey Coding: An {LLM} Pipeline Where
      Definitions Do the Heavy Lifting},
    author = {Chris Soria},
    journal = {SocArXiv},
    year = {2026},
    url = {https://osf.io/preprints/socarxiv/gjvcf_v1},
  }

  @Misc{,
    title = {{cat.cog}: Cognitive Assessment Scoring with LLMs},
    author = {Chris Soria},
    year = {2026},
    publisher = {Zenodo},
    doi = {10.5281/zenodo.19960067},
    url = {https://doi.org/10.5281/zenodo.19960067},
    note = {R package version 0.1.0. Part of the CatLLM ecosystem.},
  }