Ivana Balažević

Cutting Down on Prompts and Parameters: Simple Few-Shot Learning with Language Models

2021 · arXiv (Cornell University)

Prompting language models (LMs) with training examples and task descriptions has been seen as critical to recent successes in few-shot learning. In this work, we show that finetuning LMs in the few-shot setting can considerably …

Cutting Down on Prompts and Parameters: Simple Few-Shot Learning with Language Models

2022 · Findings of the Association for Computational Linguistics: ACL 2022

Prompting language models (LMs) with training examples and task descriptions has been seen as critical to recent successes in few-shot learning. In this work, we show that finetuning LMs in the few-shot setting can considerably …