Reason Without Reverence: AI as a Partner in Scientific Validation

Reason Without Reverence: AI as a Partner in Scientific Validation | Research Square window.SnipcartSettings = { analytics: { enabled: false } }; (function() { var accessVector = localStorage.getItem('access_vector') || ''; window.dataLayer = window.dataLayer || []; if (accessVector) { window.dataLayer.push({ user: { profile: { profileInfo: { snid: accessVector } } } }); } })(); (function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src='https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);})(window,document,'script','dataLayer','GTM-K279D39R'); Browse Preprints In Review Journals COVID-19 Preprints AJE Video Bytes Research Tools Research Promotion AJE Professional Editing AJE Rubriq About Preprint Platform In Review Editorial Policies Our Team Advisory Board Help Center Sign In Submit a Preprint Cite Share Download PDF Case Report Reason Without Reverence: AI as a Partner in Scientific Validation Steven Bryant This is a preprint; it has not been peer reviewed by a journal. https://doi.org/ 10.21203/rs.3.rs-6465704/v2 This work is licensed under a CC BY 4.0 License Status: Posted Version 2 posted You are reading this latest preprint version Show more versions Abstract Foundational scientific work can sometimes be shielded from logical scrutiny by reputation or inertia. Given this challenge to objectivity, can artificial intelligence serve as an impartial partner for rigorous validation? We tasked eight state-of-the-art generative AI systems, acting as reasoning tools, with diagnosing a specific algebraic inconsistency within a standard Special Relativity derivation. Operating via symbolic reasoning under strict logical constraints, all eight independently identified the root cause – a specific substitution error. Critically, several models also identified how the derivation's apparent validity relies on a restricting special-case condition (x=ct) that mathematically masks the inconsistency. This overall success demonstrates AI capability for deep, constrained logical analysis seemingly beyond simple pattern matching, highlighting the potential for structured human-AI partnerships in scientific validation. It prompts reconsideration of knowledge vetting when AI collaborators can analyze arguments 'without reverence' for their authoritative source. Full Text Additional Declarations No competing interests reported. Supplementary Files ReasonWithoutReverence.Supplemental.pdf Cite Share Download PDF Status: Posted Version 2 posted You are reading this latest preprint version Show more versions Research Square lets you share your work early, gain feedback from the community, and start making changes to your manuscript prior to peer review in a journal. As a division of Research Square Company, we’re committed to making research communication faster, fairer, and more useful. We do this by developing innovative software and high quality services for the global research community. Our growing team is made up of researchers and industry professionals working together to solve the most critical problems facing scientific publishing. Also discoverable on Platform About Our Team In Review Editorial Policies Advisory Board Help Center Resources Author Services Accessibility API Access RSS feed Manage Cookie Preferences © Research Square 2026 | ISSN 2693-5015 (online) Privacy Policy Terms of Service Do Not Sell My Personal Information {"props":{"pageProps":{"initialData":{"identity":"rs-6465704","acceptedTermsAndConditions":true,"allowDirectSubmit":true,"archivedVersions":[],"articleType":"Case Report","associatedPublications":[],"authors":[{"id":456272490,"identity":"5bd76735-b609-4f64-a503-3556ecddf056","order_by":0,"name":"Steven Bryant","email":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAZAAAAAyAQMAAABI0h/eAAAABlBMVEX///8AAABVwtN+AAAACXBIWXMAAA7EAAAOxAGVKw4bAAABE0lEQVRIie2PMUvDQBTHXxDS5aSOT1DyFVICzVBtv0rCQbJ0lgwlBALX5dwriB8jOF44OJd8AMdKIVMHiyA4KMbcosPVjoL3g3t/Dt6P9x6AxfIH8QqduY5s+lXd7h0ZFV/ppH0VDQXyq+LqjPtpNRMHKF6pcHcPNFzRdrO7E95sULZryCZxYbqFucnpTQP52WMS+nUlRpyo0IcmNSqgSBAcM6CI0Rjr6sHhOHfRYXKPMnwJ3hnEK0xfsb6VM+5tO+Vjn0KcjdMr825KIWOOpFMKs+KrZPR0zZAi2V5hoyjlTTLGSKWB8fxSrsUbu8hxkFaYLaaXy6Vs8XkxOTcupkGAk+jbPzL0/WQoDmqzWCyWf8gn95xajKn5tYwAAAAASUVORK5CYII=","orcid":"","institution":"Georgia Institute of Technology","correspondingAuthor":true,"prefix":"","firstName":"Steven","middleName":"","lastName":"Bryant","suffix":""}],"badges":[],"createdAt":"2025-04-16 17:53:03","currentVersionCode":2,"declarations":"","doi":"10.21203/rs.3.rs-6465704/v2","doiUrl":"https://doi.org/10.21203/rs.3.rs-6465704/v2","draftVersion":[],"editorialEvents":[],"editorialNote":"","failedWorkflow":false,"files":[{"id":89485235,"identity":"bb294f83-428a-45aa-8865-70248aa892b2","added_by":"auto","created_at":"2025-08-20 12:39:25","extension":"pdf","order_by":1,"title":"","display":"","copyAsset":false,"role":"manuscript-pdf","size":311300,"visible":true,"origin":"","legend":"","description":"","filename":"ReasonWithoutReverence.Rev6.pdf","url":"https://assets-eu.researchsquare.com/files/rs-6465704/v2_covered_261a53ce-2f96-4d48-bf48-0045204d2509.pdf"},{"id":82676619,"identity":"2c3568ca-fbb8-4e9c-8d5a-e11478f1338b","added_by":"auto","created_at":"2025-05-07 04:26:21","extension":"pdf","order_by":0,"title":"","display":"","copyAsset":false,"role":"supplement","size":2189908,"visible":true,"origin":"","legend":"","description":"","filename":"ReasonWithoutReverence.Supplemental.pdf","url":"https://assets-eu.researchsquare.com/files/rs-6581067/v1/ef3cabe1ffd3b4f64f0e1cd0.pdf"}],"financialInterests":"No competing interests reported.","formattedTitle":"Reason Without Reverence: AI as a Partner in Scientific Validation","fulltext":[],"fulltextSource":"","fullText":"","funders":[],"hasAdminPriorityOnWorkflow":false,"hasManuscriptDocX":false,"hasOptedInToPreprint":true,"hasPassedJournalQc":"","hasAnyPriority":false,"hideJournal":true,"highlight":"","institution":"","isAcceptedByJournal":false,"isAuthorSuppliedPdf":true,"isDeskRejected":"","isHiddenFromSearch":false,"isInQc":false,"isInWorkflow":false,"isPdf":true,"isPdfUpToDate":true,"isWithdrawnOrRetracted":false,"journal":{"display":true,"email":"[email protected]","identity":"researchsquare","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":true,"externalIdentity":"","sideBox":"","snPcode":"","submissionUrl":"/submission","title":"Research Square","twitterHandle":"researchsquare","acdcEnabled":true,"dfaEnabled":false,"editorialSystem":"","reportingPortfolio":"","inReviewEnabled":false,"inReviewRevisionsEnabled":true},"keywords":"","lastPublishedDoi":"10.21203/rs.3.rs-6465704/v2","lastPublishedDoiUrl":"https://doi.org/10.21203/rs.3.rs-6465704/v2","license":{"name":"CC BY 4.0","url":"https://creativecommons.org/licenses/by/4.0/"},"manuscriptAbstract":"Foundational scientific work can sometimes be shielded from logical scrutiny by reputation or inertia. 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