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Prompting for Research and Analysis

Using language models to explore topics, analyse information and structure thinking — while guarding against invented facts.

Editorial team 1 min read

Language models can speed up research and analysis, provided you manage their tendency to invent specifics.

Good Uses

  • Explaining unfamiliar concepts and terminology.
  • Structuring a problem: frameworks, questions to ask, factors to consider.
  • Analysing documents and data you provide.
  • Comparing options against criteria you define.
  • Drafting research plans and interview questions.

Risky Uses

  • Specific statistics, dates and quotes from memory.
  • Citations and references, which may not exist.
  • Recent events after the model's training data.

Ground Research in Sources

Provide the documents, or use tools that search and cite sources, and ask the model to cite what it relies on. Verify citations exist and say what's claimed.

Ask for Structure

"Break this question into sub-questions", "list the assumptions behind this conclusion", "what evidence would change this view?"

Challenge the Analysis

Ask for counterarguments, weaknesses and alternative explanations. Models tend to agree with the framing they're given; explicitly request disagreement.

Separate Facts From Interpretation

Ask the model to label what comes from sources versus its own inference.

Verify Before Relying

Check key facts against primary sources before using them in decisions or publications.

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