Few-shot Fine-tuning vs. In-context Learning: A Fair Comparison and Evaluation Marius Mosbach author Tiago Pimentel author Shauli Ravfogel author Dietrich Klakow author Yanai Elazar author 2023-07 text Findings of the Association for Computational Linguistics: ACL 2023 Anna Rogers editor Jordan Boyd-Graber editor Naoaki Okazaki editor Association for Computational Linguistics Toronto, Canada conference publication mosbach-etal-2023-shot 10.18653/v1/2023.findings-acl.779 https://aclanthology.org/2023.findings-acl.779/ 2023-07 12284 12314