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Diagnosing Inconsistent LLM Behavior
Based on the scenario described below, identify the primary reason for the language model's inconsistent performance and explain how restructuring the prompt with labeled fields would address the issue.
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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
Analysis in Bloom's Taxonomy
Cognitive Psychology
Psychology
Social Science
Empirical Science
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A developer is creating a prompt to have a language model summarize a news article. The initial prompt, shown below, often results in the model confusing the instructions with the article content itself.
Initial Prompt:
Summarize the following text into three paragraphs. It's about a new AI chip. A new AI chip was announced today by a major tech company. It promises to be 10x faster than previous models...Which of the following revised prompts best uses distinct fields to resolve this ambiguity and improve clarity for the model?
Constructing a Structured Prompt for a Classification Task
Diagnosing Inconsistent LLM Behavior