# Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning

> Research article (Advances in Neural Information Processing Systems 35, 2022) · cited 13× · AI/ML

**Wikidata**: [openalex:W7133183334](https://www.wikidata.org/wiki/openalex:W7133183334)  
**Source**: https://4ort.xyz/entity/few-shot-parameter-efficient-fine-tuning-is-better-and-cheaper-than-in-context-learning