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Improving LLM Classification Consistency
Based on the scenario provided, describe how the manager could modify the prompt to achieve more consistent and correctly formatted classifications. Explain your reasoning and provide a specific example of what the new prompt structure would look like.
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Ch.3 Prompting - Foundations of Large Language Models
Foundations of Large Language Models
Foundations of Large Language Models Course
Computing Sciences
Application in Bloom's Taxonomy
Cognitive Psychology
Psychology
Social Science
Empirical Science
Science
Related
Example of a Prompt for Calculating the Average of 1, 3, 5, and 7
Insufficiency of Simple Demonstrations for LLM Reasoning Tasks
A user wants a language model to extract the main sentiment from a sentence and express it as a single emoji. The initial prompt, 'What is the sentiment of this sentence, as an emoji: The movie was a spectacular triumph!', results in the model responding with text like 'The sentiment is positive.' Which of the following revised prompts is structured to be the most effective at teaching the model the desired task?
Improving LLM Classification Consistency
Crafting an Effective Prompt with Demonstrations
Example of a Few-Shot Prompt for Polarity Classification