{"title":"Writing Against the Machine: Computational Authorship and Historical Writing","authors":"CHRISTOPHER GERTEIS","doi":"10.1111/1468-229x.70092","DOIUrl":null,"url":null,"abstract":"<p>Historians generate knowledge through the labour of composition – through the friction between interpretation and evidence that makes claims open to scrutiny and challenge. This essay argues that when composition is bypassed, that structure disappears. Generative AI raises this issue in urgent fashion. Current large language models produce what the essay terms ‘stochastic history’: prose that replicates the surface forms of historical explanation without enacting the disciplinary reasoning behind them. Such prose flattens temporal complexity into chronological adjacency, inherits narrative patterns without deliberating over them and reproduces hegemonic framings without the mechanisms – archival friction, peer contestation and historiographical consciousness – through which the discipline revises itself. Recent studies measuring AI's applicability to historical work capture transmissive tasks while remaining blind to the interpretive core; approaches that identify textual markers of historical thinking detect symptoms that can be simulated, not the compositional process producing them. The consequences extend beyond the profession. When stochastic history circulates in classrooms, policy research and public media, non-specialists encounter pasts stripped of contingency and contestability – pasts that naturalize present arrangements rather than rendering them open to challenge. The defence of writing advanced here is methodological rather than nostalgic: It preserves the conditions under which historical claims can be scrutinized and revised.</p>","PeriodicalId":13162,"journal":{"name":"History","volume":"111 396","pages":"442-459"},"PeriodicalIF":0.5000,"publicationDate":"2026-06-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1111/1468-229x.70092","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"History","FirstCategoryId":"90","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1111/1468-229x.70092","RegionNum":3,"RegionCategory":"历史学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2026/2/19 0:00:00","PubModel":"Epub","JCR":"Q1","JCRName":"HISTORY","Score":null,"Total":0}
引用次数: 0
Abstract
Historians generate knowledge through the labour of composition – through the friction between interpretation and evidence that makes claims open to scrutiny and challenge. This essay argues that when composition is bypassed, that structure disappears. Generative AI raises this issue in urgent fashion. Current large language models produce what the essay terms ‘stochastic history’: prose that replicates the surface forms of historical explanation without enacting the disciplinary reasoning behind them. Such prose flattens temporal complexity into chronological adjacency, inherits narrative patterns without deliberating over them and reproduces hegemonic framings without the mechanisms – archival friction, peer contestation and historiographical consciousness – through which the discipline revises itself. Recent studies measuring AI's applicability to historical work capture transmissive tasks while remaining blind to the interpretive core; approaches that identify textual markers of historical thinking detect symptoms that can be simulated, not the compositional process producing them. The consequences extend beyond the profession. When stochastic history circulates in classrooms, policy research and public media, non-specialists encounter pasts stripped of contingency and contestability – pasts that naturalize present arrangements rather than rendering them open to challenge. The defence of writing advanced here is methodological rather than nostalgic: It preserves the conditions under which historical claims can be scrutinized and revised.
期刊介绍:
First published in 1912, History has been a leader in its field ever since. It is unique in its range and variety, packing its pages with stimulating articles and extensive book reviews. History balances its broad chronological coverage with a wide geographical spread of articles featuring contributions from social, political, cultural, economic and ecclesiastical historians. History seeks to publish articles on broad, challenging themes, which not only display sound scholarship which is embedded within current historiographical debates, but push those debates forward. History encourages submissions which are also attractively and clearly written. Reviews: An integral part of each issue is the review section giving critical analysis of the latest scholarship across an extensive chronological and geographical range.