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A demonstration for in-context learning can consist of an example input-output pair. For instance, in sentiment classification, a positive demonstration would pair a sentence with a positive sentiment, like 'We had a delightful dinner together,' with its corresponding 'Positive' label.

Example of a Demonstration for Sentiment Classification (Positive)

A team is preparing examples to help a language model learn to identify the sentiment of customer reviews. Which of the following input-output pairs would be the most effective and unambiguous example of a 'Positive' sentiment?

A developer is providing examples to a language model to help it classify text sentiment. For the 'Positive' category, they use the example provided in the case study below. Is this a strong or weak example for this purpose? Justify your answer.

Evaluating a Sentiment Classification Example

A developer provides the following input-output pair as an example to teach a language model to identify positive sentiment:

`Input: 'The movie wasn't bad.'`
`Output: 'Positive'`

Critically evaluate this example. Is it an effective demonstration for this purpose? Explain your reasoning.

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