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The Audit: From Coherence to Answerability A Claim-Review Method for Coherence, Standing, and Correction in Human and LLM-Assisted Reasoning

Knorr, Christopher
PhilArchive · Papers
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philosophy
A claim can be fluent, internally organized, and persuasive, and still fail. It may lack evidential support, borrow authority it does not have, exceed its scope, or resist correction by the people, records, standards, and institutions it concerns. In human and large-language-model reasoning, where well-formed text is cheap to produce, this failure is easy to miss: coherence can be mistaken for responsibility. This paper makes one argument and builds one artifact. The argument is that coherence is necessary but insufficient for responsible assertion. Coherence asks whether the parts fit; answerability asks whether the claim can be corrected by what it invokes. A claim is answerable when it can be held to the evidence, authority, limits, consequences, and correction routes on which it depends. The irreducible core is not evidential fit alone, which coherence theories can partly model, but standing, authorization, and correction: normative-social relations between asserting agents and the parties, records, authorities, or standards entitled to hold them to account. The artifact is The Audit, an ordered claim-review method for putting this distinction to work. It identifies the claim carrying the weight, treats fallacy labels as diagnostic flags rather than verdicts, tests fit and then answerability, uses triggers and gates to activate only the review a claim needs, protects contexts that should not be processed merely because they are accessible, separates a claim’s true core from its overclaimed envelope, and ends with a bounded finding a reader can act on. The paper develops the philosophical argument in Part I, presents the architecture as an existence proof that the distinction is buildable in Part II, and then locates the project, states its failure conditions, and applies the method to itself in Part III. The contribution is methodological and architectural, not empirical validation. The paper closes with falsifiability criteria, a disclosed self-audit, and a development path for future worksheet and benchmark testing.
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