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illicit_conversion
Illicit conversion is a formal fallacy that involves invalidly converting a categorical statement by switching its subject and predicate. While 'No A are B' validly converts to 'No B are A,' and 'Some A are B' converts to 'Some B are A,' the statement 'All A are B' does not validly convert to 'All B are A.' This asymmetry is frequently overlooked in everyday reasoning.
"All terrorists are extremists. Therefore, all extremists are terrorists." (Being a terrorist implies being an extremist, but being an extremist does not imply being a terrorist.)
'All vaccines are medical interventions' is incorrectly converted to 'All medical interventions are vaccines.' Being a vaccine guarantees being a medical intervention, but surgeries, antibiotics, and therapies are also medical interventions without being vaccines.
A social media post reads: 'All convicted fraudsters lied to their victims, so everyone who has ever lied is a convicted fraudster.' The original relationship runs one way only — lying is a component of fraud, but lying alone does not make someone a convicted fraudster.
ALL x: A(x) -> B(x); therefore ALL x: B(x) -> A(x) [invalid]
Binary (yes/no) questions an LLM must answer to identify this aspect:
Has the subject and predicate of a categorical statement been switched?
Type: binaryIs the original statement a universal affirmative (All A are B)?
Type: binaryDoes the conversion preserve the logical validity of the original proposition?
Type: binaryIllicit conversion is a formal fallacy that involves invalidly converting a categorical statement by switching its subject and predicate. While 'No A are B' validly converts to 'No B are A,' and 'Some A are B' converts to 'Some B are A,' the statement 'All A are B' does not validly convert to 'All B are A.' This asymmetry is frequently overlooked in everyday reasoning.
Symmetric phrasing feels natural -- if A relates to B, B should relate to A in the same way. This intuition is correct for some logical forms but incorrect for universal affirmatives.
Test the conversion with a clear counterexample. Visualize with sets: all terrorists fall within extremists, but extremists is a larger set containing many non-terrorists.
Pervasive in security profiling ('all terrorists are X, therefore all X are potential terrorists'), medical reasoning, and everyday categorical judgments that conflate subset with identity.
Use these tools to detect, analyze, or train this aspect.