arXiv · 2025 · Preprint · Author with a top-venue record

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

Bernd Bohnet, Rumen Dangovski, Kevin Swersky, S. Breanndan Moore, Chaudhry, Arslan, Kathleen Kenealy, Noah Fiedel

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Date
2025-10-31
Citations
6
arXiv
2511.00130
Cite
@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 S. Breanndan Moore and Chaudhry, Arslan and Kathleen Kenealy and Noah Fiedel},
  year = {2025},
  eprint = {2511.00130},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2511.00130},
}