Example of In-Context Learning for Sentiment Classification

Example of an Instructional Prompt in a Few-Shot Setting for Sub-Problem Decomposition

Troubleshooting a Prompting Strategy

Demonstrations in In-Context Learning

A developer wants a language model to consistently translate informal text messages into a formal, professional tone. The goal is to guide the model's output by showing it examples of the desired transformation directly within the query, without altering the model's permanent parameters. Which of the following inputs best applies this in-context learning method?

Analyzing a Prompt's Structure for In-Context Task Learning

A developer is constructing a prompt to teach a language model a new task by providing examples directly in the input. Match each component of the prompt to its specific role in this in-context learning process.

Failure of Standard Few-Shot Prompting for Average Calculation