Preregistered placebo-controlled decomposition shows external executable counterexamples drive self-repair gains in small code models more than re-exposure or self-critique.
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2 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
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2026 2verdicts
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Proposes Machine Psychometrics and the Machine Mindprint as a measurement science for behavioral and metacognitive traits in artificial agents to support deployment decisions.
citing papers explorer
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Falsification, Not Exposure: An Internally Preregistered Placebo-Controlled Decomposition of Self-Repair Feedback in Frozen Small Code Models
Preregistered placebo-controlled decomposition shows external executable counterexamples drive self-repair gains in small code models more than re-exposure or self-critique.
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Machine Psychometrics: A Mathematical Psychology of Artificial Intelligence
Proposes Machine Psychometrics and the Machine Mindprint as a measurement science for behavioral and metacognitive traits in artificial agents to support deployment decisions.