The Total Audit

The Catalogue of Errors Ltd aims to use large language models to perform a Total Audit of All Human Knowledge. It is inspired by Socrates' original injunction to know what we do not know, as well as Karl Popper's definition of the scientific method as "the search for and the elimination of errors in the service of truth." You can nominate a text to add to the public archive when making a donation.

Figueroa (2020) "The Consolidation of Royal Control: Evidence from Northern Castile, $1352\text{\textendash}1787$" Fiddler et al. (2024) "Ghost Criminology: A Framework for the Discipline's Spectral Turn" Bor et al. (2018) "Police Killings and Their Spillover Effects on the Mental Health of Black Americans: A Population-Based, Quasi-Experimental Study" Autor et al. (2013) "The China Syndrome: Local Labor Market Effects of Import Competition in the United States" Francis (2015) "The Periphery's Terms of Trade in the Nineteenth Century: A Methodological Problem Revisited" Abadie et al. (2015) "Comparative Politics and the Synthetic Control Method" Wilding et al. (2021) "Once-Weekly Semaglutide in Adults with Overweight or Obesity" Castillejos et al. (2021) "Nuclear Dimension of Simple C*-algebras" Jumper et al. (2021) "Highly Accurate Protein Structure Prediction with AlphaFold" Twenge et al. (2022) "Specification Curve Analysis Shows That Social Media Use Is Linked to Poor Mental Health, Especially Among Girls" Attar et al. (2025) "Prevention of Acute Myocardial Infarction Induced Heart Failure by Intracoronary Infusion of Mesenchymal Stem Cells: Phase 3 Randomised Clinical Trial (PREVENT-TAHA8)" Pierce et al. (2025) "Prime Editing-Installed Suppressor tRNAs for Disease-Agnostic Genome Editing" Butler (1988) "Performative Acts and Gender Constitution: An Essay in Phenomenology and Feminist Theory" Kim et al. (2025) "1-Year Risks of Cancers Associated with COVID-19 Vaccination: A Large Population-Based Cohort Study in South Korea" Williams et al. (2020) "Hate in the Machine: Anti-Black and Anti-Muslim Social Media Posts as Predictors of Offline Racially and Religiously Aggravated Crime" Voigtländer and Voth (2013) "The Three Horsemen of Riches: Plague, War, and Urbanization in Early Modern Europe" Brandebura et al. (2025) "Dysregulation of Astrocyte-Secreted Pleiotrophin Contributes to Neuronal Structural and Functional Deficits in Down Syndrome" Acemoglu and Restrepo (2020) "Robots and Jobs: Evidence from US Labor Markets" Francis (2017) "Globalisation, the Terms of Trade, and Argentina's Expansion in the Long Nineteenth Century"