Example of a Prompt Template for Response Refinement
A prompt template for refining a Large Language Model's output explicitly states the inputs the model will receive to guide the revision. For example, the model can be instructed with the following template: 'You will be provided with a question, its corresponding response, and some feedback on this response.' This structure ensures the LLM uses all three components—the original question, the initial response, and the feedback—to generate an improved answer.
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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
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Crafting a Refinement Prompt
Example of a Prompt Template for Response Refinement
An AI model provided an initial response to a prompt and was then instructed to generate feedback on its own work. Based on the information below, which follow-up prompt is best designed to guide the model toward a more comprehensive and refined answer?
Initial Prompt: "Summarize the main causes of the Roman Empire's decline."
Initial Response: "The Roman Empire fell mainly due to barbarian invasions."
Generated Feedback: "This response is overly simplistic. It correctly identifie
Arrange the following actions into the correct logical sequence to guide a language model through one cycle of improving its own output.
Learn After
A developer is building a system where a Large Language Model (LLM) iteratively improves its own answers. The process involves three stages: 1) The LLM generates an initial response to a user's question. 2) The LLM generates critical feedback on its own initial response. 3) The LLM uses all the information to generate a final, improved response. Which of the following prompt structures, given to the LLM in the third stage, is best designed to produce a high-quality, refined answer?
Constructing a Refinement Prompt
Diagnosing a Flawed Refinement Prompt