# Few-shot Fine-tuning vs. In-context Learning: A Fair Comparison and Evaluation

> Research article (Findings of the Association for Computational Linguistics: ACL 2023, 2023) · cited 65× · AI/ML

**Wikidata**: [openalex:W4385569970](https://www.wikidata.org/wiki/openalex:W4385569970)  
**Source**: https://4ort.xyz/entity/few-shot-fine-tuning-vs-in-context-learning-a-fair-comparison-and-evaluation