Case Study

Evaluating and Improving a Prompt for Sentiment Analysis

A marketing analyst is using a large language model to sort customer reviews for a new smartphone. They need to classify each review as 'Positive', 'Negative', or 'Neutral' without providing the model with any pre-labeled examples. The analyst's current prompt is failing to produce consistent results. Analyze the provided prompt and case details, explain why the prompt is ineffective, and then construct a revised prompt that would be more successful for this task.

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Updated 2025-10-09

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Ch.1 Pre-training - Foundations of Large Language Models

Foundations of Large Language Models

Foundations of Large Language Models Course

Computing Sciences

Evaluation in Bloom's Taxonomy

Cognitive Psychology

Psychology

Social Science

Empirical Science

Science