A Comparative Analysis of LLM Adaptation: SFT, LoRA, and ICL in Data-Scarce Scenarios

@misc{bohnet2025comparative,
  title = {A Comparative Analysis of LLM Adaptation: SFT, LoRA, and ICL in Data-Scarce Scenarios},
  author = {Bernd Bohnet and Rumen Dangovski and Kevin Swersky and Sherry Moore and Arslan Chaudhry and Kathleen Kenealy and Noah Fiedel},
  year = {2025},
  eprint = {2511.00130},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2511.00130},
}