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Expert-Student Dialogue for Knowledge Extraction
Have the model play expert + student who asks "dumb" questions — extracts tacit knowledge.
Goal
Bypass surface "expert" answers by forcing the model to explain implicit assumptions.
Steps
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1
Ask: "Play two characters: Expert (15 yr experience in X) and Student (curious beginner asking dumb questions)."
Expected Outcome
Immediate
You learn in 18 min what takes 2 hr by traditional Q&A.
Evidence base
School: Socratic Method / LLM-as-Tutor
Founders: Ethan Mollick · Anthropic (2024)
Ethan Mollick's "Co-Intelligence" 2024 describes this as one of the most powerful educational uses of LLMs.
Keywords
Frequently asked questions
How long does "Expert-Student Dialogue for Knowledge Extraction" take?
This exercise takes about 18 minutes, practiced solo in a Creative format.
When will I notice the effect of "Expert-Student Dialogue for Knowledge Extraction"?
You learn in 18 min what takes 2 hr by traditional Q&A. In the short term: You master using the model as a Socratic tutor.
Is "Expert-Student Dialogue for Knowledge Extraction" evidence-based?
Yes — it draws on Socratic Method / LLM-as-Tutor (Ethan Mollick, Anthropic (2024)). Ethan Mollick's "Co-Intelligence" 2024 describes this as one of the most powerful educational uses of LLMs.
Is "Expert-Student Dialogue for Knowledge Extraction" suitable for beginners?
Its difficulty level is: Intermediate. No external tools required — it can be practiced directly inside the app.
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