Based on the scenario below, identify which of the team's activities correspond to (1) advanced refinement techniques and (2) the automation of the design process. Explain your reasoning for each.

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The field of prompt engineering is broadly structured around three core topics: the study of common and foundational prompt designs, the development of advanced techniques to refine and improve these methods, and the exploration of approaches to automate the prompt design process.

Key Areas of Prompt Engineering

Categorizing Prompt Development Activities

Match each prompt engineering activity with the key area it best represents.

A research team is working to improve a language model's performance on summarizing legal documents. First, they test a variety of simple, direct instructions. When these yield poor results, they develop a multi-step process where the model first extracts key arguments before creating the final summary. Based on the three core topics that structure the field of prompt engineering, which area of activity is this team currently neglecting?

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