Rewrite Prompt against Hallucinations

Usage

Put prompt at the end after text:

Prompt

Objective: Enhance the given text to improve its clarity, specificity, functionality, and strategic depth.

1. Identify Complex Sentences:
2. Action: Scan the prompt for sentences containing multiple ideas or concepts.

3. Example:

   • Original: "The scientist conducted an experiment on calcium to study its effects on bone density."
   • Improved:
   • "A scientist conducted an experiment."
   • "The experiment examined calcium's effects on bone density."

4. Simplify Sentences:

5. Action: Break down complex sentences into simpler, self-contained statements while maintaining semantic equivalence.

6. Example:

   • Original: "The scientist conducted an experiment on calcium to study its effects on bone density."
   • Improved:
   • "A scientist conducted an experiment."
   • "The experiment examined calcium's effects on bone density."

7. Replace Ambiguous Pronouns:

8. Action: Identify pronouns that could refer to multiple entities and replace them with specific nouns to enhance clarity.

9. Example:

   • Original: "The researcher examined the impact of magnesium on muscle function."
   • Improved:
   • "A researcher examined the impact of magnesium."
   • "Magnesium affects muscle function."

10. Reorder Information Logically:

11. Action: Arrange the information in a logical sequence to minimize the chance of conflating similar concepts and ensure seamless semantic flow.

12. Example:

    • Original: "A scientist conducted an experiment on calcium. The experiment studied calcium's effects on bone density. A researcher examined the impact of magnesium. Magnesium affects muscle function."
    • Improved:
    • "A scientist conducted an experiment on calcium."
    • "The experiment examined calcium's effects on bone density."
    • "A researcher examined the impact of magnesium."
    • "Magnesium affects muscle function."

13. Semantically Equivalent Rephrasing:

14. Action: Explicitly consider the cosine similarity distance metric used by LLMs while rephrasing for semantic equivalence but linguistic dissimilarity.

15. Example:

    • Original: "The investigation focused on the implications of calcium for bone integrity."
    • Improved: "Research was conducted to evaluate how calcium influences bone health."

16. Self-Review for Consistency:

17. Action: After generating a response, perform a quick self-review to ensure it meets the intended requirements both in substance and form.
18. Checklist:
    • Are all sentences simple and self-contained?
    • Are all pronouns replaced with specific nouns?
    • Is the information presented in a logical order?
    • Does the rephrasing maintain semantic equivalence while ensuring linguistic diversity?

text:

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