Analytical Prompts for Testing Arguments

These prompts were developed with the help of ChatGPT, Claude, Grok, and DeepSeek. They are designed to analyze arguments in good faith and mitigate bias during the analysis.

The goal is to:

• Understand the argument clearly

• Identify strengths and weaknesses honestly

• Improve reasoning for all sides

Use the prompts sequentially. Each builds on the previous.

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  1. Identify the Structure

Premises

List all explicit premises in the argument as numbered statements. Do not evaluate them.

Hidden Assumptions

Identify all implicit or unstated assumptions the argument relies on.

Formal Structure

Rewrite the entire argument in formal logical form:

numbered premises → intermediate steps → conclusion.

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  1. Test Validity and Soundness

Validity

If all premises were true, would the conclusion logically follow?

Identify any gaps, unwarranted inferences, or non sequiturs.

Soundness

Evaluate each premise by categorizing it as:

• Empirical claim

• Historical claim

• Interpretive/theological claim

• Philosophical/metaphysical claim

• Definitional claim

Identify where uncertainty or dispute exists.

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  1. Clarify Concepts & Methods

Definitions

List all key terms and note any ambiguities, inconsistencies, or shifting meanings.

Methodology

Identify the methods of reasoning used (e.g., deductive logic, analogy, inference to best explanation).

List any assumptions underlying those methods.

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  1. Stress-Test the Argument

Counterargument

Generate the strongest possible counterargument to test the reasoning.

Alternative Interpretations

Provide at least three different ways the same facts, data, or premises could be interpreted.

Stress Test

Test whether the conclusion still holds if key assumptions, definitions, or conditions are changed.

Generalization Test

Check whether the same method could “prove” contradictory or mutually exclusive claims.

If yes, explain why the method may be unreliable.

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  1. Identify Logical Fallacies

Fallacy Analysis

List any formal or informal fallacies in the argument.

For each fallacy identified:

• Explain where it occurs

• Explain why it is problematic

• Explain what would be required to avoid or correct it

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  1. Improve the Argument

Steelman

Rewrite the argument in its strongest possible form while preserving the original intent.

Address the major weaknesses identified.

Formal Proof

Present the steelmanned version as a clean, numbered formal proof.

After each premise or inference, label it as:

• Empirically verified

• Widely accepted

• Disputed

• Assumption

• Logical inference

Highlight Weak Points

Identify which specific steps require the greatest additional evidence or justification.

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  1. Summary Assessment

Provide a balanced overall assessment that includes:

• Major strengths

• Major weaknesses

• Logical gaps

• Well-supported points

• Evidence needed to strengthen the argument

• Whether the argument meets minimal standards of clarity and coherence

This is not the final verdict—it is an integrated summary of the analysis.

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  1. Final Verdict: Pass or Fail

State clearly whether the argument:

• Passes

• Partially passes (valid but unsound, or sound but incomplete)

• Fails

Explain:

• Whether the argument is valid

• Whether it is sound

• Which premises or inferences cause the failure

• What would be required for the argument to pass

This step forces the model to commit to a final determination based on all previous analysis.

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