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1 paper·Chat vs GUIPrompting

Is a blank chat box enough?

Design it like this

Pair chat with examples, templates and structured controls instead of a lone empty prompt field.

What the research says

Non-experts struggled to write prompts: they over-generalized from one example and treated the model like a human. A bare text box puts the hard part on the user.

“Expectations stemming from human-to-human instructional experiences, and a tendency to overgeneralize, were barriers to effective prompt design.”

Zamfirescu-Pereira et al., 2023

Sources

  1. Why Johnny Can't Prompt: How Non-AI Experts Try (and Fail) to Design LLM Prompts2023 · CHI 2023 · J.D. Zamfirescu-Pereira, Richmond Y. Wong, Bjoern Hartmann, Qian Yang

    “Expectations stemming from human-to-human instructional experiences, and a tendency to overgeneralize, were barriers to effective prompt design.”

    Abstract