EPA: Easy Prompt Augmentation on Large Language Models via Multiple Sources and Multiple Targets

Understand

Large language models (LLMs) have shown promising performance on various NLP tasks via task prompting.

• And their performance can be further improved by appending task demonstrations to the head of the prompt.
• And usually, a better performance can be achieved with more demonstrations.
• However, asking the users to write the demonstrations can be cumbersome.