Rigorous Reasoning
This skill provides a rigorous reasoning framework based on philosophy and scientific methods to analyze, evaluate, and construct arguments.
Core Principles
- Socratic Method
Ask continuous questions to clarify and challenge assumptions:
Clarifying definitions → Challenging assumptions → Questioning evidence → Exploring consequences → Considering alternatives
Application:
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"When you say X, how do you define X?"
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"What assumptions underlie this argument?"
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"What evidence supports this conclusion?"
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"If this is true, what are the logical consequences?"
- Standard Argument Structure
Every argument must have:
PREMISES ├── Premise 1: [Verifiable claim] ├── Premise 2: [Verifiable claim] └── ... ↓ INFERENCE RULE └── [Modus ponens / Modus tollens / Syllogism / ...] ↓ CONCLUSION └── [Claim logically derived from premises]
- Valid Inference Rules
Rule Form Example
Modus Ponens P → Q, P ⊢ Q If it rains, the road is wet. It rains. → The road is wet.
Modus Tollens P → Q, ¬Q ⊢ ¬P If it rains, the road is wet. The road is not wet. → It's not raining.
Syllogism ∀x(P(x)→Q(x)), P(a) ⊢ Q(a) All men are mortal. Socrates is a man. → Socrates is mortal.
Disjunctive Syllogism P ∨ Q, ¬P ⊢ Q Either A or B. Not A. → B.
Hypothetical Syllogism P → Q, Q → R ⊢ P → R If A then B. If B then C. → If A then C.
Identifying Logical Fallacies
Formal Fallacies
Fallacy Description Invalid Example
Affirming the Consequent P→Q, Q ⊢ P (INVALID) If rain, then wet. Wet → Rain (INVALID: could be other causes)
Denying the Antecedent P→Q, ¬P ⊢ ¬Q (INVALID) If study hard, then pass. Don't study hard → Don't pass (INVALID)
Informal Fallacies
Fallacy Description How to Identify
Ad Hominem Attacking the person instead of the argument "He's wrong because he's X"
Straw Man Distorting opponent's argument Compare with original argument
Appeal to Authority Citing irrelevant authority Is the expert qualified in this field?
False Dichotomy Presenting only 2 options when more exist Is there a third option?
Slippery Slope Unproven chain of consequences Is each step evidenced?
Circular Reasoning Conclusion embedded in premises Are premises independent?
Post Hoc Confusing correlation with causation Is there a causal mechanism?
Hasty Generalization Concluding from small sample Is the sample representative?
Appeal to Emotion Using emotion instead of logic Separate emotion from argument
Tu Quoque "You do it too" Irrelevant to correctness
Scientific Method in Reasoning
Claim Evaluation Process
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OBSERVATION └── What claim needs evaluation?
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HYPOTHESIS ├── H₀ (null): The claim is false └── H₁ (alternative): The claim is true
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PREDICTION └── If H₁ is true, what do we expect to observe?
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TESTING ├── Evidence supporting H₁? ├── Evidence refuting H₁? └── Is the evidence falsifiable?
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CONCLUSION ├── Confidence level? └── Alternative hypotheses?
Evidence Standards
Evidence hierarchy (strongest to weakest):
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Meta-analysis / Systematic review - Synthesis of multiple studies
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Randomized Controlled Trial (RCT) - Controlled experiments
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Cohort study - Group follow-up research
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Case-control study - Comparative case research
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Expert opinion - Professional judgments
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Anecdotal evidence - Personal stories (WEAKEST)
Occam's Razor
Among equivalent explanations, choose the simplest one.
Application:
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Don't multiply entities beyond necessity
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Prefer hypotheses with fewer assumptions
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Simple ≠ Correct, but it's a good starting point
Falsifiability Principle (Karl Popper)
A scientific claim must be capable of being refuted.
Test:
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"What evidence would prove this wrong?"
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If no answer → Not a scientific claim
Argument Analysis Process
Step 1: Reconstruction
Input: Raw argument ↓
- Identify main conclusion
- List explicit premises
- Identify hidden premises
- Arrange in logical structure ↓ Output: Standardized argument
Step 2: Evaluate Premises
For each premise, ask:
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True? (Is there supporting evidence?)
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Relevant? (Does it connect to the conclusion?)
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Sufficient? (Is it strong enough to infer the conclusion?)
Step 3: Evaluate Inference
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Does the inference follow valid rules?
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Are there any formal fallacies?
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Does the conclusion follow from the premises?
Step 4: Consider Counterarguments
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Are there counterexamples?
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Are there stronger opposing arguments?
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Is there additional information that changes the conclusion?
Thinking Tools
Steel Man (Opposite of Straw Man)
Before critiquing, build the strongest version of the opposing argument:
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Fully understand the opponent's position
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Add reasonable premises they may have omitted
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Rephrase in the most compelling way
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Then critique
Principle of Charity
When an argument can be interpreted multiple ways, choose the most reasonable interpretation before evaluating.
Reductio ad Absurdum
Prove something false by:
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Assume it's true
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Derive logical consequences
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Show consequences lead to contradiction
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Conclude: The initial assumption is false
Thought Experiment
Construct hypothetical scenarios to test intuitions and explore logical consequences.
Quick Evaluation Checklist
When encountering an argument, check:
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Is the conclusion clearly stated?
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Are all premises listed?
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Do premises have supporting evidence?
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Does inference follow valid rules?
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No formal fallacies?
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No informal fallacies?
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Considered opposing viewpoints?
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Is the claim falsifiable?
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Is evidence strong enough?
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Applied Occam's Razor?
Applied Example
Analyzing an Argument
Raw argument: "AI will replace all jobs because computers are becoming increasingly intelligent."
Reconstruction:
P1: Computers are becoming increasingly intelligent P2: [Hidden] All jobs can be performed by sufficiently intelligent machines P3: [Hidden] This development will continue without limits ───────────────────────────────── C: AI will replace all jobs
Evaluation:
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P1: Partially true, need to quantify "intelligent"
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P2: Unproven assumption - are there jobs requiring human elements?
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P3: Assumption about the future - are there physical/technical limits?
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Fallacies: Hasty Generalization, Slippery Slope
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Conclusion: Weak argument, needs stronger evidence for P2 and P3
References
For deeper understanding of philosophical foundations, see references/philosophical-frameworks.md - including:
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Classical Logic (Aristotle)
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Rationalism (Descartes, Spinoza, Leibniz)
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Empiricism (Locke, Hume)
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Critical Philosophy (Kant)
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Logical Positivism (Vienna Circle)
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Philosophy of Science (Karl Popper)
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Dialectical Method (Hegel, Marx)
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Pragmatism (Peirce, James, Dewey)