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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">DES</journal-id>
<journal-title-group>
<journal-title>Digital Enlightenment Studies</journal-title>
</journal-title-group>
<issn pub-type="epub">0000-0000</issn>
<publisher>
<publisher-name>Voltaire Foundation (University of Oxford)</publisher-name>
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<article-id pub-id-type="doi">10.61147/des.28</article-id>
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<subject>Article</subject>
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<title-group>
<article-title>Ghostwriting and collective authorship in the Enlightenment:</article-title>
<subtitle>Diderot, d&#x2019;Holbach&#x2019;s coterie and the problem of authorship in Raynal&#x2019;s <italic>Histoire des deux Indes</italic></subtitle>
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<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Tricoire</surname>
<given-names>Damien</given-names>
</name>
<aff><institution>University of Trier</institution></aff>
<email>tricoire@uni-trier.de</email>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Martynenko</surname>
<given-names>Antonina</given-names>
</name>
<aff><institution>Institute of Czech Literature (Czech Academy of Sciences)</institution></aff>
<email>martynenko@ucl.cas.cz</email>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Csap&#x00F3;</surname>
<given-names>Julian</given-names>
</name>
<aff><institution>University of Trier</institution></aff>
<email>juliancsapo@gmail.com</email>
</contrib>
</contrib-group>
<pub-date publication-format="electronic" date-type="epub">
<day/>
<month/>
<year/>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>1</volume>
<issue>1</issue>
<fpage>1</fpage>
<lpage>38</lpage>
<product><string-name><surname>Tricoire</surname> <given-names>D.</given-names></string-name>, <string-name><surname>Martynenko</surname> <given-names>A.</given-names></string-name> and <string-name><surname>Csap&#x00F3;</surname> <given-names>J.</given-names></string-name> <year>2026</year>. <article-title>&#x2018;Ghostwriting and collective authorship in the Enlightenment: Diderot, d&#x2019;Holbach&#x2019;s coterie and the problem of authorship in Raynal&#x2019;s <italic>Histoire des deux Indes</italic>&#x2019;</article-title>. In: <source><italic>Digital Enlightenment Studies</italic></source> <volume>3</volume>, <fpage>22</fpage>–<lpage>52</lpage>.</product>
<permissions>
<copyright-statement>Copyright: &#x00A9; 2024 The Author(s)</copyright-statement>
<copyright-year>2024</copyright-year>
<license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by/4.0/">
<license-p>This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International License (CC-BY 4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. See <uri xlink:href="http://creativecommons.org/licenses/by/4.0/">http://creativecommons.org/licenses/by/4.0/</uri>.</license-p>
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<abstract>
<p>In recent decades, researchers have developed enormous interest in the role of Denis Diderot in Guillaume-Thomas Raynal&#x2019;s major historiographical work, the <italic>Histoire des deux Indes</italic> (HDI). Scholars have especially emphasised the importance of Diderot&#x2019;s role as a ghostwriter, claiming that he wrote large parts of the HDI. However, this article demonstrates that scholarship must reject almost all previous attributions of HDI fragments to Diderot. It reaches this conclusion through two distinct methods: source criticism and computational stylometric analysis. The picture that emerges is of a collective work involving many contributors. The HDI was likely the product of a collective – Paul Thiry d&#x2019;Holbach&#x2019;s coterie – in which Diderot probably played a subordinate role. This paper argues that d&#x2019;Holbach may have written a substantial share of the fragments typically attributed to Diderot.</p>
</abstract>
<kwd-group kwd-group-type="author">
<kwd>authorship attribution,</kwd>
<kwd>collective authorship,</kwd>
<kwd>ghostwriting,</kwd>
<kwd>radical Enlightenment,</kwd>
<kwd>stylometry.</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec>
<title>1. Introduction</title>
<p>In recent decades, researchers have developed enormous interest in the role of Denis Diderot in Guillaume-Thomas Raynal&#x2019;s major historiographical work, the <italic>Histoire philosophique et politique du commerce et des &#x00E9;tablissements des Europ&#x00E9;ens dans les deux Indes</italic>, known as the <italic>Histoire des deux Indes</italic> (hereafter HDI), which appeared in four different versions: <xref ref-type="bibr" rid="B36">HDI70</xref> (1770; actually probably released in 1772), <xref ref-type="bibr" rid="B37">HDI74</xref> (1774), <xref ref-type="bibr" rid="B38">HDI80</xref> (1780) and <xref ref-type="bibr" rid="B39">HDI20</xref> (1820), corresponding to their (official) publication dates.<sup><xref ref-type="fn" rid="fn1">1</xref></sup> This historiographical work is widely regarded as a foundational text of anti-colonialism and abolitionism, cited in an almost unmanageable number of monographs and essays. Scholars have especially emphasised the importance of Diderot&#x2019;s role as a ghostwriter, claiming that his contributions radicalised the HDI (<xref ref-type="bibr" rid="B55">Wolpe 1956</xref>; <xref ref-type="bibr" rid="B2">Benot 1970</xref>; <xref ref-type="bibr" rid="B50">Strugnell 1973</xref>; <xref ref-type="bibr" rid="B21">Israel 2011</xref>, pp.413–25; <xref ref-type="bibr" rid="B49">Stenger 2013</xref>). According to these scholars, Diderot&#x2019;s input was already notable in the first edition and grew even more substantial in the second, and especially the third, version of the HDI.</p>
<p>But did Diderot really write these passages? This question might seem bizarre today. These attributions are so firmly established that many scholars rely on them without even realising their uncertainty. The recent scholarly edition of the HDI includes a list of Diderot&#x2019;s presumed contributions that is widely accepted (<xref ref-type="bibr" rid="B40">Raynal 2010–2023</xref>). A hundred years ago, the question of authorship was a mystery; but today, thanks to new sources discovered in the 1950s and 2010s, this problem is widely considered settled &#x2013; at least, this is the impression one gets from reading studies by scholars of Raynal and Diderot (see below <xref ref-type="sec" rid="sec2">section 2</xref>).</p>
<p>This article presents the results of a study that began as a search for unknown contributions by Diderot to the HDI, but ultimately called into question Diderot&#x2019;s authorship for the vast majority of the passages attributed to him. The original plan was to use stylometry &#x2013; especially rolling stylometry &#x2013; to identify as yet unknown passages by Diderot. When the stylometric analysis not only yielded no new fragments, but also raised doubts about the established attributions, we initially suspected methodological mistakes. We reviewed the corpus and the methods and found some aspects that needed improvement, but nothing that significantly altered the results. It was only when we became acquainted with the history of these attributions that we realised the problem lay neither with our corpus nor with our stylometric methods, but rather with the assumptions underlying previous scholarship.</p>
<p>This study demonstrates that scholarship must reject almost all previous attributions of HDI fragments to Diderot. It reaches this conclusion through two distinct methods: qualitative source criticism (the most classical method in the historical sciences) and stylometric analysis, an ensemble of quantitative and computational techniques that have recently been significantly refined. This study not only raises serious doubts about established attributions but also offers new hypotheses for further exploration of the HDI. Rather than a book that was created primarily by assembling fragments by Raynal and Diderot, the picture that emerges is of a collective work involving many contributors. The philosophical dimension of the HDI cannot be traced to a single author; instead, it was probably the product of a collective &#x2013; Paul Thiry d&#x2019;Holbach&#x2019;s coterie &#x2013; which was itself not without hierarchies. It is likely that Diderot played a strongly subordinate role in the genesis of the HDI: he probably wrote only a few passages of the HDI, spending much more time on language copyediting. By contrast, d&#x2019;Holbach may have written a substantial share of the fragments typically attributed to Diderot.</p>
<p>The first section reviews the evidence for the collaboration of different authors on the HDI and critically revisits the history of attributions to Diderot. The result is that, even without any computational distant reading, there are strong reasons to distrust the common attributions to him. Rather, the available evidence suggests that, in quantitative terms, Diderot was probably a second- or third-rank contributor to the HDI. We then explain the stylometric methods used and present the corpus studied. The next sections summarise and discuss the results, while the conclusion formulates hypotheses for further investigations. These new hypotheses better reflect the findings from both source criticism and stylometry and should be tested with different methods.</p>
</sec>
<sec id="sec2">
<title>2. The case against Diderot as a major contributor to the HDI</title>
<p>There is no doubt that Diderot contributed to the HDI. The real question is whether only a few or many passages can be traced back to his pen. The earliest reference to Diderot&#x2019;s contribution to the HDI appears in a letter from him to Friedrich Melchior Grimm, dated 15 August 1772. It shows that Raynal had asked Diderot to improve the text for a future edition, but Diderot had not yet read the book and was not eager to do the work. Nonetheless, at Raynal&#x2019;s insistent request, in August and October of that year he wrote some fragments or at least some sentences for the forthcoming edition.<sup><xref ref-type="fn" rid="fn2">2</xref></sup> Furthermore, during the 1781 controversy that erupted surrounding the appearance of Raynal&#x2019;s name and portrait in <xref ref-type="bibr" rid="B38">HDI80</xref>, Diderot wrote an unusual piece in which he admitted authorship of some &#x2013; unspecified &#x2013; parts of the work. This manuscript, known as the &#x2018;Lettre apolog&#x00E9;tique de l&#x2019;abb&#x00E9; Raynal&#x2019;, was a reply to Grimm&#x2019;s criticism of Raynal. It did not, it seems, circulate during Diderot&#x2019;s lifetime, and was only discovered in the 1950s among the papers of Diderot&#x2019;s son-in-law. In the letter, Diderot makes clear that Grimm&#x2019;s critique of the HDI&#x2019;s most provocative passages should also be taken as an attack on him, since he had contributed to them.<sup><xref ref-type="fn" rid="fn3">3</xref></sup> At the same time, he made no secret of the fact that he generally held the HDI in low esteem: of its thousands of pages, he found only about fifty which, he said, drew inspiration from a zeal for virtue and hatred of vice. At no point in the &#x2018;Lettre apolog&#x00E9;tique&#x2019; does Diderot suggest he wrote substantial parts of the HDI, at least not in quantitative terms. On the contrary, the letter implies that his contributions were among those fifty virtue-promoting pages (<xref ref-type="bibr" rid="B7">Diderot 1970</xref>, pp.213–14).</p>
<p>Jacques-Henri Meister, editor and co-author of the <italic>Correspondance litt&#x00E9;raire,</italic> was the first to claim that Diderot ranked among the most important authors of the HDI. In a eulogy for Diderot &#x2013; delivered in 1786, two years after his death &#x2013; Meister invoked Diderot&#x2019;s contributions to the HDI to praise his utter selflessness, courage and tireless zeal for the truth. In a somewhat vague formulation, Meister asserted that many &#x2018;belles pages&#x2019; from Helv&#x00E9;tius&#x2019; <italic>De l&#x2019;esprit</italic> or d&#x2019;Holbach&#x2019;s <italic>Syst&#x00E8;me de la nature</italic> could only have been penned by Diderot. He even claimed that Diderot had spent two years working almost exclusively on the HDI, so that almost a third of the work could be traced back to him.<sup><xref ref-type="fn" rid="fn4">4</xref></sup> Meister initially &#x2018;published&#x2019; this panegyric discourse in the <italic>Correspondance litt&#x00E9;raire</italic>, a manuscript journal sent exclusively to foreign princes and princesses (primarily of the Holy Roman Empire) via diplomatic channels. The eulogy served to celebrate one of the most important authors and editors of the <italic>Correspondance litt&#x00E9;raire</italic> - and thus, probably, also to preserve a spark of this glamour for the journal itself. At the same time, Meister had every reason to belittle Raynal&#x2019;s merit. He was hostile to the abb&#x00E9;, whom he had accused in the <italic>Correspondance litt&#x00E9;raire</italic> in 1781 of damaging the reputation of his patron, Jacques Necker, through his ill-considered behaviour &#x2013; particularly by printing <xref ref-type="bibr" rid="B38">HDI80</xref> under his own name and featuring his own portrait (<xref ref-type="bibr" rid="B32">Ohji 2012</xref>, pp.63–64; <xref ref-type="bibr" rid="B52">Topazio 1958</xref>, p.107). However, in the printed version of the eulogy (1788), Meister no longer dared to attribute such a leading role in the development of radical philosophy to Diderot. He left Diderot&#x2019;s contributions to the HDI unmentioned, and in the following years his claim remained known only to a circle of insiders (<xref ref-type="bibr" rid="B29">Meister 1788</xref>).</p>
<p>This changed abruptly in 1791, when Raynal wrote a letter to the French National Assembly denouncing its infringements of the king&#x2019;s authority and the creation of a schismatic state church. The reaction was tremendous. In the early years of the Revolution, the HDI enjoyed great prestige. It was considered one of the works that had most inspired the Revolution. With his letter, Raynal instantly turned &#x2013; at least in the eyes of the Assembly&#x2019;s supporters &#x2013; from an intellectual pioneer into an opponent of the Revolution. A battle now raged over the cultural legacy and collective memory of the Enlightenment. In this context, polemicists began spreading the claim that Raynal was not the author of the philosophical chapters in the HDI. However, no one singled out Diderot as a major contributor to the HDI; his name was mentioned only alongside several others. The slanderous newspaper article with which Anacharsis Cloots opened the polemic against Raynal listed Jean de Pechm&#x00E9;ja, Jean-Baptiste-L&#x00E9;on Dubreuil, Diderot, Jacques-Andr&#x00E9; Naigeon and d&#x2019;Holbach as the authors of the HDI&#x2019;s philosophical sections. Camille Desmoulins mentioned &#x2018;Pechm&#x00E9;ja, Diderot, Dubreuil, Naigeon, d&#x2019;Holbach&#x2019;. Jacques-Pierre Brissot emphasised Pechman&#x2019;s contribution. The anonymous pamphlet <italic>Raynal d&#x00E9;masqu&#x00E9;</italic> claimed that Diderot&#x2019;s pen could be recognised &#x2018;en vingt endroits de l&#x2019;histoire philosophique&#x2019;. An anonymous article about Raynal&#x2019;s letter to the Assembly stated that Diderot had written almost all of the pages that made the HDI a success &#x2013; but not that large parts of this work were attributable back to him.<sup><xref ref-type="fn" rid="fn5">5</xref></sup></p>
<p>For these polemicists, Diderot, who had died in 1784, was just one author among others. In contrast, Diderot&#x2019;s daughter, Marie-Ang&#x00E9;lique de Vandeul, and her husband understandably sought to support Meister&#x2019;s thesis that Diderot had made an enormous contribution to the HDI. To make their point, they did not rely on Diderot&#x2019;s manuscripts but on printed copies of <xref ref-type="bibr" rid="B38">HDI80</xref>, from which they selected certain passages and attributed them to him. Although in the sources known to us (see below), they drew exclusively on passages from editions of <xref ref-type="bibr" rid="B38">HDI80</xref>, many of the fragments they chose originally came from <xref ref-type="bibr" rid="B36">HDI70</xref> (published 1772) or <xref ref-type="bibr" rid="B37">HDI74</xref>. If we accept these attributions, we must then conclude that Diderot played a significant role in all three versions of the text published during his lifetime.</p>
<p>Unfortunately, it is not possible to determine exactly when Diderot&#x2019;s daughter and son-in-law began attributing passages of the HDI to him. It is, however, very unlikely that this occurred before the Revolution. In fact, the immediate reason the Vandeuls selected passages from the HDI was to prepare a projected edition of Diderot&#x2019;s <italic>Œuvres compl&#x00E8;tes</italic>, in which extracts from <xref ref-type="bibr" rid="B38">HDI80</xref> (included in volume 38) would appear alongside bold, still-unreleased writings by Diderot in other volumes &#x2013; texts they could not have had printed before 1789 without considerable risk to themselves due to heavy censorship and effective policing (<xref ref-type="bibr" rid="B8">Dieckmann 1951</xref>, pp.92–95). The most likely scenario is that the Vandeuls drew on the HDI during or after the polemic against Raynal in order to portray Diderot as an intellectual father of the Revolution.</p>
<p>The Vandeuls produced at least three different, overlapping selections of passages from <xref ref-type="bibr" rid="B38">HDI80</xref>. Vandeul tore some pages from a printed edition of <xref ref-type="bibr" rid="B38">HDI80</xref> and first marked passages with a pencil, which he then copied under the title &#x2018;Pens&#x00E9;es d&#x00E9;tach&#x00E9;es&#x2019;. He later interrupted this work and made a second selection, which differed significantly from the first. He called this second set &#x2018;M&#x00E9;langes&#x2019; and integrated it into the manuscripts of Diderot&#x2019;s <italic>Œuvres compl&#x00E8;tes</italic>, which he clearly intended to have printed (<xref ref-type="bibr" rid="B10">Duchet 1978</xref>, pp.13–24). His wife Marie-Ang&#x00E9;lique took a similar approach, but probably with a different aim. She also picked up at least one printed copy of <xref ref-type="bibr" rid="B38">HDI80</xref> that belonged to a friend and marked passages she wished to attribute to her father &#x2013; though unlike her husband, she probably did not copy them. Her marking of passages was already known in early 19th-century bibliographic circles (<xref ref-type="bibr" rid="B18">Goggi 2018</xref>, p.247). However, it was only in the 21st century that a copy of the HDI was identified in which Diderot&#x2019;s daughter had apparently marked passages allegedly penned by her father: the so-called &#x2018;exemplaire Hornoy&#x2019;, to which we will return. The selection contained therein shows considerable overlap with Vandeul&#x2019;s two selections, but also notable deviations (<xref ref-type="bibr" rid="B18">Goggi 2018</xref>).</p>
<p>If the Vandeuls are to be believed, Diderot may have written nearly a third of the HDI &#x2013; over 200 000 words out of approximately 635 000, as Meister also claimed.<sup><xref ref-type="fn" rid="fn6">6</xref></sup> However, several men of letters who knew Diderot and Raynal well painted a very different picture of the HDI from that of either Meister or the Vandeuls. Diderot&#x2019;s close friend Jacques-Andr&#x00E9; Naigeon asserted that Diderot had taken no part in preparing the second edition (published in 1774), or at least not in the chapters on slavery and the slave trade &#x2013; chapters that the Vandeuls ascribed to him. Rather, claimed Naigeon, the chapters critical of slavery were the work of Jean de Pechm&#x00E9;ja (<xref ref-type="bibr" rid="B8">Dieckmann 1951</xref>, p.93). During the Restoration, Charles de Pougens, a close acquaintance of Raynal and Pechm&#x00E9;ja, named Jacques Antoine Hippolyte de Guibert, Pechm&#x00E9;ja, Antoine-L&#x00E9;onard Thomas, Jean-Baptiste Dubucq (or Du Buc) &#x2018;et bien d&#x2019;autres encore&#x2019; as having played &#x2018;la plus grande part&#x2019; in the HDI (<xref ref-type="bibr" rid="B35">Pougens 1826</xref>, p.146). He also claimed that Pechm&#x00E9;ja wrote the section discussing the slave trade (<xref ref-type="bibr" rid="B35">Pougens 1826</xref>, p.89). These witnesses did not suggest that Diderot stood out among the contributors to the HDI.</p>
<p>As a result of the polemics against Raynal and the desire to emphasise the contributions of different authors, there emerged a certain confusion surrounding the authorship of the HDI in the first half of the 19th century. The most prominent bibliographer of the period, Antoine-Alexandre Barbier, offered vague and contradictory information on the subject, shaped in part by his hostility towards Raynal and his work. Without citing his sources, he initially repeated rumours, without commenting on them, in a note on <xref ref-type="bibr" rid="B36">HDI70</xref>: &#x2018;On assure que, pour la partie philosophique, Raynal a &#x00E9;t&#x00E9; aid&#x00E9; par Diderot, Pechm&#x00E9;ja et d&#x2019;Holbach&#x2019; (<xref ref-type="bibr" rid="B1">Barbier 1852</xref>, p.45). He quoted Meister&#x2019;s claim that Diderot had written a third of the HDI, without comment. At the same time, he asserted &#x2013; again without naming his sources &#x2013; that the person who had written the most for the HDI was a certain abb&#x00E9; Martin. More specifically, he wrote that Pechm&#x00E9;ja privately claimed authorship of the &#x2018;pages &#x00E9;loquentes sur la traite des noirs&#x2019;; a remark Barbier had probably heard from Naigeon or Pougens. He was explicit only in attributing Book 19 (the <italic>Tableau de l&#x2019;Europe</italic>) of <xref ref-type="bibr" rid="B37">HDI74</xref> to Alexandre Deleyre. It remains unclear to what extent Barbier accepted Meister&#x2019;s claim with regard to Diderot. He was evidently unsure about the details. Still, Barbier consistently emphasised the role of authors other than Diderot. In his view, the HDI was not chiefly the product of collaboration between Raynal and Diderot, but rather an &#x2018;ouvrage fait par tant de mains&#x2019; &#x2013; a patchwork of fragments from numerous authors (<xref ref-type="bibr" rid="B1">Barbier 1852</xref>, p.45).</p>
<p>In the early 20th century, the literary historian Anatole Feug&#x00E8;re offered a significantly different assessment in the first academic study on this topic. Like Barbier before him, Feug&#x00E8;re emphasised the collective nature of the HDI. Without subjecting the sources to criticism or even quoting them precisely, he assembled all available information on authorship throughout the HDI and produced a list that reflected the sum of earlier claims: Thomas, Jean-François de Saint-Lambert, Guibert, the baron de Knyphausen, d&#x2019;Holbach, Nicolas de Lagrange, Naigeon, a certain La Roque, the abb&#x00E9; Martin, Dubreuil, Pechm&#x00E9;ja, Valadier (a poet from Raynal&#x2019;s hometown), the abb&#x00E9; Pestre, the abb&#x00E9; Bonnaterre, Deleyre and Diderot. According to Feug&#x00E8;re&#x2019;s account, the contributions of Pechm&#x00E9;ja, Deleyre and Diderot were particularly extensive (<xref ref-type="bibr" rid="B15">Feug&#x00E8;re 1913</xref>). Relying on a letter of December 1772 from the abb&#x00E9; Ferdinando Galiani, Feug&#x00E8;re showed that Pechm&#x00E9;ja worked intensively for Raynal. In this letter, Galiani referred to the young Pechm&#x00E9;ja as a &#x2018;coadjuteur&#x2019; to Raynal, who had received 100 louis (i.e. 1150 livres) for his work, and hinted at a conflict between the two, since Raynal had had an affair with Pechm&#x00E9;ja&#x2019;s wife (<xref ref-type="bibr" rid="B17">Galiani 1881</xref>, vol.1, p.403). Feug&#x00E8;re claimed that Pechm&#x00E9;ja was primarily responsible for language revision; Deleyre, by contrast, had a &#x2018;mission plus haute: il doit maintenir la puret&#x00E9; de la doctrine&#x2019; (<xref ref-type="bibr" rid="B15">Feug&#x00E8;re 1913</xref>, p.348). Feug&#x00E8;re offered no sources to support these assertions. His information on Diderot&#x2019;s contribution to the HDI was equally unsubstantiated. Somewhat contradictorily, he claimed that Diderot had intervened twice &#x2013; once for <xref ref-type="bibr" rid="B37">HDI74</xref> and once for <xref ref-type="bibr" rid="B38">HDI80</xref> &#x2013; and then suggested that Diderot had already contributed to the first edition (p.350). He quoted a letter written by Diderot in 1765, in which the latter admitted having kept the abb&#x00E9; Raynal waiting six months for an answer about an &#x2018;ouvrage politique&#x2019;, which Feug&#x00E8;re believed must refer to the HDI. Feug&#x00E8;re supposed that Raynal later instructed Diderot not only to correct the HDI, but also &#x2018;d&#x2019;augmenter consid&#x00E9;rablement l&#x2019;ouvrage, en y intercalant des r&#x00E9;flexions et des dissertations&#x2019; with new fragments (pp.350–51). He uncritically accepted Meister&#x2019;s claim that Diderot had written a third of the HDI, though he offered no new sources to support it.</p>
<p>Feug&#x00E8;re&#x2019;s greatest achievement remains the recognition that some of Diderot&#x2019;s 1772 contributions to the <italic>Correspondance litt&#x00E9;raire</italic> (known as &#x2018;Fragments politiques&#x2019;) were later incorporated, albeit in heavily revised form, into <xref ref-type="bibr" rid="B37">HDI74</xref>. This marks the first occasion &#x2013; and, as we shall see, the last &#x2013; on which Diderot&#x2019;s contribution to the HDI was actually documented (<xref ref-type="bibr" rid="B15">Feug&#x00E8;re 1913</xref>, pp.345–70). Nevertheless, it should be noted that alongside this important insight, Feug&#x00E8;re&#x2019;s essay also included a number of dubious and unsubstantiated claims.</p>
<p>In the 1950s, researchers undertook for the first time a source-critical examination of all the evidence concerning Diderot&#x2019;s involvement in the HDI and reached conclusions that differed significantly from those of Feug&#x00E8;re. Herbert Dieckmann presented the first scholarly description of the Fonds Vandeul, i.e. the papers left by Diderot&#x2019;s son-in-law, Caroillon de Vandeul, which contain an important part of Diderot&#x2019;s legacy. Dieckmann made two important discoveries: first, the manuscripts of Diderot&#x2019;s contributions to the <italic>Correspondance litt&#x00E9;raire</italic> (&#x2018;Fragments politiques&#x2019;), which appeared in a heavily revised version in <xref ref-type="bibr" rid="B37">HDI74</xref> (seven fragments, 14 folios, in an unknown handwriting); second, the selections of passages from the HDI that Vandeul had extracted from a printed edition of <xref ref-type="bibr" rid="B38">HDI80</xref>. Dieckmann proceeded with scholarly thoroughness and concluded that the selections made by Vandeul could not be equated with Diderot&#x2019;s contributions to the HDI. In fact, Vandeul altered the selection over the course of his work, suggesting either that he had no special knowledge of Diderot&#x2019;s authorship or that he deliberately spread falsehoods about it. Vandeul obviously had neither instructions nor manuscripts from Diderot when selecting parts of <xref ref-type="bibr" rid="B38">HDI80</xref> to attribute to him. There was therefore no compelling reason to trust him, Dieckmann concluded (<xref ref-type="bibr" rid="B8">Dieckmann 1951</xref>, pp.92–155).</p>
<p>Virgil Topazio&#x2019;s 1958 essay was another decisive contribution to the scholarly debate over Diderot&#x2019;s role in the HDI. Topazio subjected the claims about Diderot&#x2019;s involvement to critical scrutiny based on all available sources. He proved that the existing evidence strongly argues against Diderot&#x2019;s involvement in <xref ref-type="bibr" rid="B36">HDI70</xref>. Only Topazio&#x2019;s most compelling arguments will be mentioned here. The political work referred to by Feug&#x00E8;re, which Diderot mentioned in 1765, was very likely not the HDI but Raynal&#x2019;s <italic>Histoire des guerres</italic>, an unpublished work that the chevalier de Chastellux commented upon in a letter to Raynal on 3 September 1765 (<xref ref-type="bibr" rid="B52">Topazio 1958</xref>, p.104). Above all, Topazio analysed Diderot&#x2019;s correspondence, showing that, according to his letters to Grimm between August and October 1772, Diderot had obviously not read the HDI, expressed very little interest in it, had still not written any fragments for Raynal and was very reluctant to do it (<xref ref-type="bibr" rid="B6">Diderot 1965</xref>, pp.101–102, 146–47, 149). Diderot&#x2019;s correspondence thus speaks clearly against his collaboration before October 1772. This finding further reinforces the view that the selections made by Diderot&#x2019;s daughter and son-in-law &#x2013; many of which derive from the first edition of 1770 &#x2013; cannot be regarded as reliable.</p>
<p>Moreover, Topazio explained that not only is there no evidence of Diderot&#x2019;s extensive collaboration on <xref ref-type="bibr" rid="B37">HDI74</xref>, but also that his correspondence (including a letter from Diderot to Raynal) and Naigeon&#x2019;s testimony make such intensive involvement unlikely (<xref ref-type="bibr" rid="B52">Topazio 1958</xref>, pp.105–107). We therefore have no reason to assume that Diderot wrote more for the second edition than the seven fragments that first appeared in the <italic>Correspondance litt&#x00E9;raire</italic> (&#x2018;Fragments politiques&#x2019;) and then in heavily revised form in the HDI. Furthermore, Topazio considered it unlikely that Diderot penned a large portion of <xref ref-type="bibr" rid="B38">HDI80</xref>. Here, too, he demonstrated that the available evidence argues against Diderot being one of the principal authors of the work. Topazio pointed to Diderot&#x2019;s &#x2018;Lettre apolog&#x00E9;tique de l&#x2019;abb&#x00E9; Raynal,&#x2019; which suggests that the sum of Diderot&#x2019;s contributions probably amount to fewer than fifty pages in <xref ref-type="bibr" rid="B38">HDI80</xref>. He showed that all other assumptions rested on dubious sources and unsound methods. As Topazio noted, Diderot may have worked primarily as a stylistic copyeditor for <xref ref-type="bibr" rid="B37">HDI74</xref> and <xref ref-type="bibr" rid="B38">HDI80</xref>; while we have very little evidence of his authorship in the HDI, his correspondence shows that, under pressure from Raynal, he did perform such tasks &#x2013; just as he famously did for d&#x2019;Holbach (<xref ref-type="bibr" rid="B52">Topazio 1958</xref>, pp.103–16; <xref ref-type="bibr" rid="B46">Sciuto 2023</xref>).</p>
<p>Dieckmann and Topazio thus mounted a compelling challenge against the claims advanced by Meister and the Vandeuls. So how did scholars come to believe that Diderot wrote large parts of <xref ref-type="bibr" rid="B36">HDI70</xref>, <xref ref-type="bibr" rid="B37">HDI74</xref> and <xref ref-type="bibr" rid="B38">HDI80</xref>? Hans Wolpe had taken the first steps in this direction in his monograph <italic>Raynal et sa machine de guerre</italic> (1956). In it, Wolpe scrutinised two sets of documents from the Fonds Vandeul: the printed pages of <xref ref-type="bibr" rid="B38">HDI80</xref> marked in pencil and ink, and the collection of fragments titled &#x2018;Pens&#x00E9;es d&#x00E9;tach&#x00E9;es&#x2019;. He remained cautious about the former, emphasising that one could not be sure the compiler intended to document Diderot. Above all, Wolpe was alarmed that some of the selected passages originally came from <xref ref-type="bibr" rid="B36">HDI70</xref> &#x2013; an edition to which, in his view, Diderot had not contributed. In contrast, he mistook the &#x2018;Pens&#x00E9;es d&#x00E9;tach&#x00E9;es&#x2019; for a collection of fragments that Diderot had sent to Raynal, believing them to derive from Diderot&#x2019;s original manuscripts &#x2013; even though they too contained many <xref ref-type="bibr" rid="B36">HDI70</xref> passages. Wolpe did not realise that the &#x2018;Pens&#x00E9;es d&#x00E9;tach&#x00E9;es&#x2019; themselves were derivatives of selections from printed fragments. Finally, Wolpe argued that the vigour and philosophical depth of these fragments signalled they came from the pen of a great writer &#x2013; in his view, this meant that they must be by Diderot rather than Raynal (<xref ref-type="bibr" rid="B55">Wolpe 1956</xref>, pp.186–252).</p>
<p>While Topazio rightly dismissed Wolpe&#x2019;s methods as untenable, it was Mich&#x00E8;le Duchet who, from the 1960s onwards, equated the fragments of the Fonds Vandeul with Diderot&#x2019;s contributions to the HDI. This work resulted in a list of Diderot&#x2019;s alleged fragments, which Duchet eventually printed in her <italic>Diderot et l&#x2019;Histoire des deux Indes</italic> (1978). As this monograph is the original source of the misattributions discussed in this article, it is worth examining Duchet&#x2019;s argument closely. As we shall see, this study presents serious shortcomings, all the more astonishing given that it is based on an admirably detailed examination of the Fonds Vandeul, which has enabled better reconstruction of the stages of Vandeul&#x2019;s work. For example, Duchet corrects Wolpe by demonstrating how Vandeul selected passages from a printed edition of <xref ref-type="bibr" rid="B38">HDI80</xref> to integrate successively not only into the two collections of fragments described by Dieckmann (&#x2018;Pens&#x00E9;es d&#x00E9;tach&#x00E9;es&#x2019; and &#x2018;M&#x00E9;langes&#x2019;), but also into manuscripts by Diderot such as &#x2018;Observations sur le nakaz&#x2019;.<sup><xref ref-type="fn" rid="fn7">7</xref></sup> Logically, these meticulous observations should have led her to question Vandeul&#x2019;s reliability.</p>
<p>But, strangely enough, Duchet chose the exact opposite interpretation. She considered the documents produced by Vandeul to be &#x2018;documents de premi&#x00E8;re main&#x2019;, a phrase suggesting that they were Diderot&#x2019;s own, even though Duchet was well aware that she was dealing with collections compiled by Vandeul. In her view, the passages from the HDI in question thus represent &#x2018;fragments&#x2019; of Diderot that Raynal incorporated into his work. Without citing any supporting sources, she asserted that Vandeul probably followed instructions from the late Diderot that have since been lost (<xref ref-type="bibr" rid="B10">Duchet 1978</xref>, p.134; <xref ref-type="bibr" rid="B11">Dulac 2013</xref>, pp.118–19). In her account, the equation between Vandeul&#x2019;s selections and Diderot&#x2019;s <italic>œuvre</italic> takes on the status of an axiom to be defended at all costs. At no point does Duchet address the context in which Vandeul chose the passages from <xref ref-type="bibr" rid="B38">HDI80</xref>, or the interests that may have influenced him in this work. To attribute these fragments to Diderot, she relies partly on an argument from authority: if no one excludes the passages from the HDI added by Vandeul to &#x2018;Observations sur le nakaz&#x2019;, then we must also admit that Vandeul&#x2019;s texts are authoritative, and so &#x2018;Pens&#x00E9;es d&#x00E9;tach&#x00E9;es&#x2019; and &#x2018;M&#x00E9;langes&#x2019; (i.e. Vandeul&#x2019;s two selections) must be incorporated into Diderot&#x2019;s complete works (<xref ref-type="bibr" rid="B10">Duchet 1978</xref>, pp.45–48). This appeal to authority no longer holds today because, of course, researchers who have studied the informal notes we now call &#x2018;Observations sur le nakaz&#x2019; reject Vandeul&#x2019;s version (<xref ref-type="bibr" rid="B11">Dulac 2013</xref>, pp.107–51).</p>
<p>Duchet&#x2019;s claim that the Fonds Vandeul presents &#x2018;documents de premi&#x00E8;re main&#x2019; raises several problems. First, Vandeul had made not one but two separate selections &#x2013; thus contradicting himself. Even if his work were trustworthy, which of the two selections should one follow? It is striking that Duchet never asked this question and simply aggregated both of Vandeul&#x2019;s sets. Second, Vandeul included passages that contemporaries attributed to authors other than Diderot. Pougens (<xref ref-type="bibr" rid="B35">1826</xref>) and Barbier (<xref ref-type="bibr" rid="B1">1852</xref>) suggest that Pechm&#x00E9;ja wrote the chapters on slavery and the slave trade in <xref ref-type="bibr" rid="B36">HDI70</xref> and <xref ref-type="bibr" rid="B37">HDI74</xref>. Yet Vandeul&#x2019;s selections include five fragments from those <xref ref-type="bibr" rid="B36">HDI70</xref> chapters and one from <xref ref-type="bibr" rid="B37">HDI74</xref>. Of these, three were not altered for <xref ref-type="bibr" rid="B37">HDI74</xref> or <xref ref-type="bibr" rid="B38">HDI80</xref> (see <xref ref-type="bibr" rid="B10">Duchet 1978</xref>, pp.85–86). Vandeul&#x2019;s choices therefore contradict Naigeon&#x2019;s claim that Diderot wrote nothing on these subjects in the first two editions of the HDI. Likewise, Vandeul&#x2019;s two selections include twenty-one fragments from Book 19 in <xref ref-type="bibr" rid="B37">HDI74</xref> &#x2013; fourteen of which survived intact in <xref ref-type="bibr" rid="B38">HDI80</xref> (see <xref ref-type="bibr" rid="B10">Duchet 1978</xref>, pp.97–103). Since Barbier suggests that Deleyre wrote the 1774 version of that book, this decision further undermines Vandeul&#x2019;s credibility.</p>
<p>Even more importantly, there is a third major problem with Duchet&#x2019;s claim: Diderot&#x2019;s letters show, as Topazio revealed, that he did not take part in drafting <xref ref-type="bibr" rid="B36">HDI70</xref>. Duchet addresses this only briefly &#x2013; even though she suggests that the unaltered <xref ref-type="bibr" rid="B36">HDI70</xref> fragments make up about half of Vandeul&#x2019;s selections (<xref ref-type="bibr" rid="B10">Duchet 1978</xref>, p.51). But Duchet&#x2019;s rebuttal of Topazio&#x2019;s argument is surprisingly perfunctory. She argues that the proximity of certain <xref ref-type="bibr" rid="B36">HDI70</xref> passages to the &#x2018;Observations sur le nakaz&#x2019; proves Diderot&#x2019;s authorship, even though the &#x2018;Observations&#x2019; were written <italic>after</italic> Diderot had read <xref ref-type="bibr" rid="B36">HDI70</xref> and even though the version she cites is the one into which Vandeul had already incorporated <xref ref-type="bibr" rid="B38">HDI80</xref> passages, a fact she herself uncovered. Duchet also ignores the evidence in Diderot&#x2019;s correspondence, which rules out any contribution to <xref ref-type="bibr" rid="B36">HDI70</xref>. Topazio had identified the 1765 political work for which Raynal asked Diderot&#x2019;s help as his <italic>Histoire des guerres</italic>. Curiously enough, Duchet contends that a history of armed conflicts between states could not be described as a political work, so that this term must refer to <xref ref-type="bibr" rid="B36">HDI70</xref>. In a circular, apodictic move, she reverts to her fundamental premise &#x2013; that the Fonds Vandeul as a whole is a first-hand document: arguing that, as fragments penned by Diderot would appear in <xref ref-type="bibr" rid="B36">HDI70</xref>, then this must be the political work of 1765.<sup><xref ref-type="fn" rid="fn8">8</xref></sup> Finally, Duchet dismisses the value of the correspondence by contrasting &#x2018;le t&#x00E9;moignage des textes&#x2019; (Vandeul&#x2019;s selections) with the &#x2018;silence&#x2019; of the correspondence &#x2013; a silence which, in her view, proves nothing. Yet the correspondence is <italic>not</italic> silent: it clearly shows that Diderot did not contribute to the HDI before October 1772, as Diderot himself states. Moreover, since no source supports a contribution by Diderot to <xref ref-type="bibr" rid="B36">HDI70</xref>, the burden of proof lies with Duchet, not Topazio.</p>
<p>Adding up the fragments from <xref ref-type="bibr" rid="B36">HDI70</xref>, Book 11 and Book 19 that, according to Naigeon, Pougens and Barbier, are not by Diderot, we arrive at 107 out of 271 whose attribution by Vandeul is problematic. Even setting aside Vandeul&#x2019;s contradictions and his cavalier treatment of Diderot&#x2019;s manuscripts &#x2013; and even ignoring his personal interest in inflating his father-in-law&#x2019;s political legacy &#x2013; this should have sufficed to confirm Dieckmann and Topazio&#x2019;s judgement: Vandeul&#x2019;s selections cannot be regarded as a faithful record of Diderot&#x2019;s contributions.</p>
<p>Regarding <xref ref-type="bibr" rid="B37">HDI74</xref>, Duchet&#x2019;s observations are less problematic. She closely examines the seven fragments that Diderot sent to Grimm for the <italic>Correspondance litt&#x00E9;raire</italic> (&#x2018;Fragments politiques&#x2019;) and demonstrates how liberally Raynal adapted them. The passages published in <xref ref-type="bibr" rid="B37">HDI74</xref> were substantially rewritten. However, this erudite analysis is followed by puzzling conclusions. For example, Duchet asserts that: &#x2018;Dans l&#x2019;&#x00E9;tat actuel des choses, il faut admettre que les &#x201C;Pens&#x00E9;es d&#x00E9;tach&#x00E9;es&#x201D; et les &#x201C;M&#x00E9;langes&#x201D;, pr&#x00E9;par&#x00E9;s pour l&#x2019;impression par M. de Vandeul &#x00E0; partir de pages d&#x00E9;tach&#x00E9;es de l&#x2019;<italic>Histoir</italic>e, sont une base solide pour l&#x2019;&#x00E9;tude des contributions de Diderot &#x00E0; l&#x2019;ouvrage de Raynal&#x2019; (<xref ref-type="bibr" rid="B10">Duchet 1978</xref>, p.44). Yet nothing from her examination of the seven 1772 fragments incorporated by Raynal into <xref ref-type="bibr" rid="B37">HDI74</xref> supports this claim. Equally problematic is her suggestion that Diderot was genuinely enthusiastic about contributing to the HDI in 1772 (<xref ref-type="bibr" rid="B10">Duchet 1978</xref>, pp.17–18). His correspondence proves the contrary, and Duchet provides no sources to support her interpretation.</p>
<p><italic>Diderot et l&#x2019;Histoire des deux Indes</italic> contains further examples of Duchet drawing conclusions that do not follow from the data she presents. For example, in showing that Vandeul collaborated with Raynal on the 1820 edition, she suggests that this discovery makes it difficult to doubt that &#x2018;Pens&#x00E9;es d&#x00E9;tach&#x00E9;es&#x2019; and &#x2018;M&#x00E9;langes&#x2019; belong to Diderot&#x2019;s <italic>œuvre</italic>, comparable, as she puts it, to the articles in the <italic>Encyclop&#x00E9;die</italic> (<xref ref-type="bibr" rid="B10">Duchet 1978</xref>, p.45). The logic of this claim is hard to discern. Moreover, from the general coherence of the HDI text and the difficulty of distinguishing Diderot&#x2019;s passages within it, Duchet concludes that all these passages should, in their entirety, be considered works by Diderot (<xref ref-type="bibr" rid="B10">Duchet 1978</xref>, pp.55–56). A far more logical conclusion, of course, would have been that Raynal and his team skilfully merged contributions from multiple authors into a single text. But for Duchet, the fact that Raynal and his team rewrote Diderot&#x2019;s supposed passages does not alter her view that these fragments are wholly by Diderot: she maintains that the distinction between first- and second-hand passages should not be overemphasised, since all ultimately amount to contributions by Diderot (<xref ref-type="bibr" rid="B10">Duchet 1978</xref>, p.63).</p>
<p>Of course, a great historian like Duchet was well aware that her method was problematic, yet she refused to draw the necessary conclusions. She admitted that, unlike the case with the articles in the <italic>Encyclop&#x00E9;die</italic>, there is no proof that Diderot is the author of the <italic>text</italic> of the HDI, but chose to disregard this fact because, in her opinion, &#x2018;il est impossible de ne pas reconnaître les th&#x00E8;mes majeurs de son œuvre entre 1770 et 1780&#x2019; (<xref ref-type="bibr" rid="B10">Duchet 1978</xref>, pp.45–47). She maintained that the selections made by Vandeul from a printed version of <xref ref-type="bibr" rid="B38">HDI80</xref> should be published as isolated fragments &#x2018;pour voir surgir un Diderot in&#x00E9;dit&#x2019; (<xref ref-type="bibr" rid="B10">Duchet 1978</xref>, pp.62–63). This was the goal relentlessly pursued throughout &#x2013; the driving force behind the entire study. To reach it, as she herself admitted, it was necessary not to give undue weight to the &#x2018;les r&#x00E9;serves qui s&#x2019;imposent&#x2019; &#x2013; that is, to scholarly caution &#x2013; but instead to deploy &#x2018;toute l&#x2019;audace n&#x00E9;cessaire […], puisqu&#x2019;il s&#x2019;agit de rendre &#x00E0; Diderot quelque 270 morceaux&#x2019; (<xref ref-type="bibr" rid="B10">Duchet 1978</xref>, p.48). This wording is telling: it reveals how, in this case, the cult of the great man and the desire to find unknown texts by Diderot overrode caution and scientific rigour.</p>
<p>Duchet&#x2019;s work is therefore a surprising mixture of admirably erudite analyses and illogical conclusions. Astonishingly, this remains the most recent discussion of the selections made by Vandeul. Whether out of deference to Duchet, whose monumental <italic>Anthropologie et histoire au si&#x00E8;cle des Lumi&#x00E8;res</italic> (<xref ref-type="bibr" rid="B9">1971</xref>) is, justifiably, widely admired &#x2013; or out of fascination with the brilliant Diderot, the circle of HDI specialists emerging in the 1970s uncritically adopted Duchet&#x2019;s axioms. Thus, when Anthony Strugnell published a now classic work on Diderot&#x2019;s late political thought, he relied on Duchet&#x2019;s attributions without expressing the slightest doubt (<xref ref-type="bibr" rid="B50">Strugnell 1973</xref>, p.vii). In France, Yves Benot also fully accepted the new attributions (<xref ref-type="bibr" rid="B2">Benot 1970</xref>). Strugnell and Benot believed that Diderot was the true precursor of the French Revolution, and this thesis increasingly captivated subsequent scholarship. From one study to the next, the attribution of Vandeul&#x2019;s selected passages to Diderot was repeated so often that it eventually came to seem self-evident. Diderot came to be viewed as a proto-revolutionary hero &#x2013; staunchly democratic, anti-colonialist and abolitionist.</p>
<p>It was against this intellectual backdrop that a copy of <xref ref-type="bibr" rid="B38">HDI80</xref>, known as the Hornoy copy (&#x2018;exemplaire Hornoy&#x2019;), was discovered in the 2010s, bearing marks claimed in a manuscript note to be by Madame de Vandeul. Without any real discussion, it was immediately regarded as another faithful documentation of Diderot&#x2019;s contributions to the HDI. Gianluigi Goggi, who had already developed great erudition in analysing Diderot&#x2019;s works in the 1970s, undertook a study of these passages, which enriched the list of fragments attributed to Diderot (<xref ref-type="bibr" rid="B18">Goggi 2018</xref>). Just as Duchet had incorporated two divergent sets of passages selected by Vandeul, Goggi now added those selected by Madame de Vandeul, without questioning whether any one of these three sets should carry greater authority. Here again, the context in which Diderot&#x2019;s daughter undertook this work &#x2013; and her probable motivations &#x2013; was not taken into account. Finally, on the basis of thematic similarities between passages in the HDI and works by Diderot, Goggi identified other fragments that he thought were probably by Diderot. The result of this effort &#x2013; based on questionable premises and yet showing great erudition &#x2013; is the list of Diderot&#x2019;s contributions at the end of each volume of the critical edition of <xref ref-type="bibr" rid="B38">HDI80</xref> (<xref ref-type="bibr" rid="B40">Raynal 2010–2023</xref>).</p>
<p>What conclusions can we draw from this detailed overview of the attribution history and the evidence on Diderot&#x2019;s contributions to <xref ref-type="bibr" rid="B36">HDI70</xref>, <xref ref-type="bibr" rid="B37">HDI74</xref> and <xref ref-type="bibr" rid="B38">HDI80</xref>? There are no fewer than seven reasons why we should not trust the selection of fragments by the Vandeuls as evidence of Diderot&#x2019;s contributions to the HDI and thus reject the lists given in the recent critical edition of the HDI.</p>
<list list-type="number">
<list-item><p>As the Vandeuls proposed three different selections, this suggests that they either had no precise knowledge of Diderot&#x2019;s contributions, or that they deliberately misrepresented them.</p></list-item>
<list-item><p>It is likely that they were strongly motivated to expand Diderot&#x2019;s philosophical contributions so as to portray him as an intellectual father of the Revolution.</p></list-item>
<list-item><p>Merging all three selections into a single list of Diderot&#x2019;s contributions is logically unsound.</p></list-item>
<list-item><p>Neither the polemicists who wrote against Raynal in 1791, nor early 19th-century witnesses, claimed that Diderot had written a large share of the HDI.</p></list-item>
<list-item><p>Relying on the Vandeul selections contradicts the credible testimonies we have regarding the authorship of Pechm&#x00E9;ja and Deleyre of passages within certain books of the HDI. From the 1970s at the latest, scholars seem to have largely neglected other leads, concentrating solely on the Diderot–Raynal duo. Yet contemporaries cited a wide array of contributing authors and viewed the HDI as a fundamentally collective work, rather than the product of a collaboration between Raynal and Diderot in particular.</p></list-item>
<list-item><p>To regard the Vandeul selections as a faithful reflection of Diderot&#x2019;s work contradicts what Diderot himself wrote in his correspondence. His letters indicate that he did not begin contributing to the HDI until October 1772. Among other evidence, Diderot explicitly told his friend Grimm that he had no role in <xref ref-type="bibr" rid="B36">HDI70</xref>, and he had clearly not yet read the work by August 1772. Moreover, the correspondence makes clear that he had little interest in colonial issues, and in 1772, he showed no inclination to contribute to a new edition of the HDI.</p></list-item>
<list-item><p>Although Diderot did assert in 1781 in his &#x2018;Lettre apolog&#x00E9;tique&#x2019; that he had authored parts of the HDI, his own account suggests that his total contributions amounted to no more than about fifty pages. If we assume that in this &#x2018;Lettre&#x2019; he was not singling out only his own texts for praise, his actual contribution to <xref ref-type="bibr" rid="B38">HDI80</xref> was probably even less than that.</p></list-item>
</list>
<p>While it is certain that Diderot contributed to <xref ref-type="bibr" rid="B37">HDI74</xref> by submitting a few fragments to Raynal &#x2013; fragments that were significantly rewritten by Raynal or one of his team to fit the HDI &#x2013; one conclusion becomes inescapable: unless one places blind faith in Meister&#x2019;s account and Diderot&#x2019;s children, there is no reason to believe that the editor of the <italic>Encyclop&#x00E9;die</italic> was a major contributor to the HDI. His principal function may have been similar to the role he played for d&#x2019;Holbach: that of a language copyeditor. It seems far more reasonable to trust Diderot&#x2019;s own account rather than the versions circulated after his death by those who had been close to him and who had every incentive to aggrandise him. Even without invoking computational quantitative methods, we must side with Dieckmann and Topazio and assume that &#x2013; barring the unlikely discovery of new manuscripts &#x2013; Diderot wrote nothing for <xref ref-type="bibr" rid="B36">HDI70</xref> and probably only a handful of fragments for <xref ref-type="bibr" rid="B37">HDI74</xref> and perhaps for <xref ref-type="bibr" rid="B38">HDI80</xref>.</p>
</sec>
<sec>
<title>3. Stylometric study of Diderot&#x2019;s alleged contributions to the HDI</title>
<p>In addition to qualitative source criticism, a second method may be applied to test the reliability of the attributions to Diderot: stylometry. In modern computational humanities, stylometry refers to a study field that uses statistical methods applied to analyse writing styles, particularly employing quantitative data on linguistic features (e.g. word frequencies) to identify unique stylistic &#x2018;fingerprints&#x2019; of authors. Studies in this field have demonstrated that authorial individuality is often found not in meaningful words (such as nouns and verbs) and concepts, but in function and frequently used terms &#x2013; words used universally within a language and often unconsciously, unlike content words (<xref ref-type="bibr" rid="B33">Pennebaker 2011</xref>; <xref ref-type="bibr" rid="B23">Kestemont 2014</xref>). Over the past two decades, computational authorship attribution methods have shown that combining function and frequent words with appropriate statistical analysis can accurately determine the authorship of human-written texts (<xref ref-type="bibr" rid="B19">Grieve 2007</xref>; <xref ref-type="bibr" rid="B25">Koppel et al. 2009</xref>; <xref ref-type="bibr" rid="B48">Stamatatos 2009</xref>; <xref ref-type="bibr" rid="B44">Sch&#x00F6;ch et al. 2023</xref>). In literary history, computational stylometry helped to attribute works by major historical authors such as Ovid (<xref ref-type="bibr" rid="B30">Nagy 2023</xref>), Shakespeare (<xref ref-type="bibr" rid="B5">Craig and Kinney 2009</xref>; <xref ref-type="bibr" rid="B34">Plech&#x00E1;&#x010D; 2021</xref>) and Moli&#x00E8;re (<xref ref-type="bibr" rid="B4">Cafiero and Camps 2019</xref>), while also resolving modern authorship cases like those of Elena Ferrante (<xref ref-type="bibr" rid="B54">Tuzzi and Cortelazzo 2018</xref>) and Robert Galbraith (<xref ref-type="bibr" rid="B22">Juola 2015</xref>).</p>
<p>In the following, we will analyse the fragments attributed to Diderot on the basis of Vandeul&#x2019;s selections of passages from <xref ref-type="bibr" rid="B38">HDI80</xref>, thereby testing the soundness of common attributions to Diderot. Where Diderot is not identified as a probable author, we will present preliminary results that suggest authors who are closer to the <xref ref-type="bibr" rid="B38">HDI80</xref> than Diderot, though actual attribution to these authors will require further examination not conducted in this paper.</p>
<p>This study aims to contribute to computational authorship attribution methods for 18th-century non-fictional texts in French. This is an ambitious goal for two reasons. First, French political writings have not been extensively studied in computational stylometry, unlike 18th-century French fiction and drama (see <xref ref-type="bibr" rid="B45">Sch&#x00F6;ch and Riddell 2014</xref>; <xref ref-type="bibr" rid="B43">Sch&#x00F6;ch 2017</xref>; <xref ref-type="bibr" rid="B4">Cafiero and Camps 2019</xref>; <xref ref-type="bibr" rid="B16">Gabay 2021</xref>; <xref ref-type="bibr" rid="B41">R&#x00F6;ttgermann 2024</xref>). Non-fictional, &#x2018;impersonal&#x2019; texts are likely to employ linguistic features that differ from those found in literary genres that rely, for example, on first-person narration and dialogue; these differences can significantly affect verb forms, pronoun use and overall textual style. Second, there is no well-established methodology for analysing non-fiction historical texts that feature text reuse, intertextuality and multiple authorship. The object of the study, fragments from the HDI, require solutions to these challenges, and this study provides preliminary results on how standard stylometric methods perform with such data. We expect our results to be refined in future research.</p>
<sec>
<title>3.1 Study design</title>
<p>The main goal of this study&#x2019;s experimental part is to determine whether the HDI fragments attributed to Diderot exhibit the authorial linguistic patterns identified in his other texts. In other words, this is an authorship verification problem where we need to confirm that two documents &#x2013; a set of HDI fragments and known texts by Diderot &#x2013; were written by the same author, Diderot.</p>
<p>To verify the authorship, we will employ multiple well-established stylometric methods.<sup><xref ref-type="fn" rid="fn9">9</xref></sup> All the methods described below analyse frequencies of the most frequent words (MFW) in each text.<sup><xref ref-type="fn" rid="fn10">10</xref></sup> Based on the frequencies, it is possible to measure how closely the texts in question are to a particular author&#x2019;s writing style.</p>
<p>We first explored the corpus of fifteen late 18th-century authors (see below <xref ref-type="sec" rid="sec4">section 3.2</xref>) with standard clustering methods to understand the corpus composition. We calculated the distances between text pairs based on word frequencies, placing the closest texts on the same branches of a consensus tree visualisation (see <xref ref-type="fig" rid="F1">Figure 1A</xref>). For this exploration, we used random samples of 2000 words from each author, with distances visualised on a consensus tree as it is implemented in the &#x2018;stylo&#x2019; package (<xref ref-type="bibr" rid="B13">Eder et al. 2016</xref>).</p>
<p>For authorship verification, we used a widely known method called General Impostors (GI) (<xref ref-type="bibr" rid="B26">Koppel and Winter 2014</xref>; <xref ref-type="bibr" rid="B24">Kestemont et al. 2016</xref>). This method iteratively checks if, in the context of other authors, two texts are &#x2018;close&#x2019; &#x2013; meaning their most frequent words are used similarly &#x2013; while examining only a portion of features in each iteration. The approach involves two key variations across iterations. First, random samples are taken from the texts in each iteration, so word frequencies are calculated based on different text fragments. Second, the feature sets vary between iterations. For example, the algorithm analyses the frequencies of 50 most frequent words out of 100 in the first iteration, then another random 50 in the second iteration, and so on. Taking only a portion of words allows us to minimise the influence of over-powered features, as each random set of words will be slightly different. For example, in one iteration two authors may seem very similar only because of a high frequency of the word &#x2018;et&#x2019;. In the second iteration, this word may not be included: the distance between the authors will be based on the usage of other words besides &#x2018;et&#x2019;. If &#x2018;et&#x2019; is the only major similarity, random feature sampling prevents us from reaching wrong conclusions and produces results based on other word frequencies as well.</p>
<p>In our case, the GI method is an important means of verifying whether two texts were written by the same author as well as determining whether the author of the text in question is not present in the given corpus. We used two implementations of GI, enabling better sampling and more interpretable results.</p>
<list list-type="number">
<list-item><p><bold>Iterative random sampling GI</bold>. The first method follows the pipeline proposed by Artjoms &#x0160;e&#x013C;a (2023): it iteratively takes random word samples from a text, then performs the GI calculation for each given sample. In each iteration, we created two independent samples from each of fifteen authors in the corpus, with HDI taken as a single author; then 100 iterations of the GI were performed for each sample, using &#x2018;stylo&#x2019; (50% of the features taken,<sup><xref ref-type="fn" rid="fn11">11</xref></sup> cosine delta; see <xref ref-type="bibr" rid="B14">Evert et al. 2017</xref>; <xref ref-type="bibr" rid="B12">Eder 2018</xref>). The distances between texts were based on the frequencies of 200 MFW in each sample. With multiple iterations, we could test different text fragments and examine the distribution of results (see <xref ref-type="fig" rid="F1">Figure 1B</xref>). Each iteration produces a result between 0 and 1, with 1 indicating the closest author to the text in question. Box plots were used to summarise the results (the box contains 50% of the distribution, the horizontal line demonstrates the mean and the whiskers show lower and upper 25% of the distribution).</p></list-item>
<list-item><p><bold>Bootstrap Distance Impostors (BDI)</bold>. Second, this improved, more conservative variant of the GI method was applied (<xref ref-type="bibr" rid="B3">Beullens et al. 2024</xref>; <xref ref-type="bibr" rid="B31">Nagy 2024</xref>). The BDI method takes consecutive fragments of texts; we also used only 33% of the features in each iteration. As in the previous case, frequencies of 200 MFW were used. The method allows us to see the distance between the best-matching candidate author&#x2019;s fragment and any best-matching impostor author&#x2019;s fragment. Multiple iterations of the experiment are presented as a density plot. The distribution curve displays the shape of the resulting values &#x2013; the mass above 0 demonstrates attribution strength, with the distributions strongly on the right side supporting a positive attribution.</p></list-item>
</list>
<table-wrap id="T1">
<label>Table 1.</label>
<caption><p>Methods used in the experiments.</p></caption>
<table>
<thead>
<tr>
<th align="left" valign="top">&#160;</th>
<th align="left" valign="top"><bold>Step</bold></th>
<th align="left" valign="top"><bold>Main method</bold></th>
<th align="left" valign="top"><bold>Parameters</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">1</td>
<td align="left" valign="top">Exploratory clustering</td>
<td align="left" valign="top">Distance-based clustering</td>
<td align="left" valign="top">50–250 MFW; cosine delta; Ward&#x2019;s method; consensus tree; two random independent word samples from each author (all works combined)</td>
</tr>
<tr>
<td align="left" valign="top">2</td>
<td align="left" valign="top">Iterative random sampling GI</td>
<td align="left" valign="top">General Impostors</td>
<td align="left" valign="top">200 MFW (50% used in each iteration); cosine delta; 2 random independent word samples taken iteratively from an author (all works combined)</td>
</tr>
<tr>
<td align="left" valign="top">3</td>
<td align="left" valign="top">Bootstrap Distance Impostors</td>
<td align="left" valign="top">General Impostors</td>
<td align="left" valign="top">200 MFW (33% used in each iteration); minmax; consecutive chunks of 2000 words; all works by each author taken separately</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec4">
<title>3.2 Corpus</title>
<p>As qualitative scholarship has uncritically added more fragments to Diderot&#x2019;s corpus over recent decades, we aim to systematically approach the attribution of the HDI fragments with the aforementioned pipelines &#x2013; applying computational methods to a corpus of texts, chronologically and thematically close to the HDI.</p>
<sec>
<title>Reference set</title>
<p>The corpus compiled for experiments includes works by authors who probably participated in the HDI project (candidates) as well as those most probably not involved in it (impostors). The corpus includes 162 books by 15 late 18th-century writers.<sup><xref ref-type="fn" rid="fn12">12</xref></sup> Rather than using modern editions, we gathered texts from printed books published between 1734 and 1877, with most dated to the late Ancien R&#x00E9;gime.<sup><xref ref-type="fn" rid="fn13">13</xref></sup></p>
<p>Historical editions were collected from various sources (mainly Gallica and Wikisource) and have different OCR quality rates.<sup><xref ref-type="fn" rid="fn14">14</xref></sup> During preprocessing, we corrected the most common OCR and spelling errors as well as variations coming from archaic spelling for the most frequent 1500 words (e.g. the issues with long-s, verb-ending orthographic variations as &#x2018;-oit&#x2019;; the full pipeline is available in &#x2018;<xref ref-type="sec" rid="sec3">Supplementary materials</xref>&#x2019;). After that, texts were prepared for the experiments.</p>
<p>For the steps I (clustering with &#x2018;stylo&#x2019;) and II (first GI pipeline), books by each author were combined into one set, with long books sampled down to 60 000 random tokens (words) (without replacement &#x2013; each token drawn once). We then took two independent random samples from each author set. The sample size varied based on the text whose authorship was being analysed &#x2013; for example, if a text in question was only 8000 words (see <xref ref-type="table" rid="T2">Table 2</xref>), we took two independent 4000-word samples from each author. By taking random samples from all writings by each author, we aimed to show general relationships between the &#x2018;averaged&#x2019; style of each author compared to the HDI fragments.</p>
<p>For the third step (BDI), we prepared the corpus in a more conservative way. Each work by each author was separated into consecutive fragments of 2000 tokens. In this case, we used all available data for all authors without downsizing long texts. While it is very probable that particular consecutive fragments chosen for comparison will include genre- and topic-related biases, the algorithm takes random fragments many times and repeats the calculations for each fragment. In this fashion, we aim to reduce biases and suggest that consecutive fragments allow for a more straightforward and robust comparison, showing not a general closeness of one&#x2019;s bag of words, but a more direct closeness of two written passages.</p>
</sec>
<sec>
<title>Problem sets</title>
<p>The fragments from the HDI were collected from the ARTFL project&#x2019;s third edition of the HDI (1780). Only fragments from the Fonds Vandeul were selected for this study. Each fragment was supplied with the metadata about its appearance in different editions and its inclusion in the two selections by Vandeul, &#x2018;Pens&#x00E9;es d&#x00E9;tach&#x00E9;es&#x2019; and/or &#x2018;M&#x00E9;langes&#x2019;.<sup><xref ref-type="fn" rid="fn15">15</xref></sup> Based on this metadata, we concatenated fragments into seven sets according to editorial history (group I) and two sets based on the ink and pencil marks on the sheets of paper that Vandeul took from a printed edition of the HDI (group II, see <xref ref-type="table" rid="T2">Table 2</xref>). Additionally, we examined the fragment &#x2018;Les avantages de la vie sauvage&#x2019; (<xref ref-type="bibr" rid="B38">HDI80</xref>, book 19) due to its thematic similarity to Diderot&#x2019;s writings. Since we were testing the hypothesis of Diderot&#x2019;s sole authorship of these fragments, we treated each group of fragments as a single text, either taking random samples of words or dividing them into consecutive chunks. Determining the actual authorship of individual HDI fragments would likely require a different methodological approach.</p>
<table-wrap id="T2">
<label>Table 2.</label>
<caption><p>Tested selections of HDI fragments.</p></caption>
<table>
<thead>
<tr>
<th align="left" valign="top">Group</th>
<th align="left" valign="top"><bold>Abbreviation</bold></th>
<th align="left" valign="top"><bold>Description of the fragments</bold></th>
<th align="left" valign="top"><bold>N words (tokens)</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">0</td>
<td align="left" valign="top"><italic>FP</italic></td>
<td align="left" valign="top">&#x2018;Fragments politiques&#x2019;</td>
<td align="left" valign="top">7881</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="7">I</td>
<td align="left" valign="top">ed1770_nch1774_nch1780</td>
<td align="left" valign="top">Appeared in ed. 1770 &#x2013; not changed in 1774 &#x2013; not changed in 1780</td>
<td align="left" valign="top">11 813</td>
</tr>
<tr>
<td align="left" valign="top">ed1770_ch1774_nch1780</td>
<td align="left" valign="top">Appeared in ed. 1770 &#x2013; <bold>changed</bold> in 1774 &#x2013; not changed in 1780</td>
<td align="left" valign="top">5686</td>
</tr>
<tr>
<td align="left" valign="top">ed1770_nch1774_ch1780</td>
<td align="left" valign="top">Appeared in ed. 1770 &#x2013; not changed in 1774 &#x2013; <bold>changed</bold> in 1780</td>
<td align="left" valign="top">18 180</td>
</tr>
<tr>
<td align="left" valign="top">ed1770_ch1774_ch1780</td>
<td align="left" valign="top">Appeared in ed. 1770 &#x2013; <bold>changed</bold> in 1774 &#x2013; <bold>changed</bold> in 1780</td>
<td align="left" valign="top">16 875</td>
</tr>
<tr>
<td align="left" valign="top">ed1774_nch1780</td>
<td align="left" valign="top">Appeared in ed. 1774 &#x2013; not changed in 1780</td>
<td align="left" valign="top">4798</td>
</tr>
<tr>
<td align="left" valign="top">ed1774_ch1780</td>
<td align="left" valign="top">Appeared in ed. 1774 &#x2013; <bold>changed</bold> in 1780</td>
<td align="left" valign="top">18 358</td>
</tr>
<tr>
<td align="left" valign="top">ed1780</td>
<td align="left" valign="top">Appeared in 1780</td>
<td align="left" valign="top">86 320</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">II</td>
<td align="left" valign="top">pencil</td>
<td align="left" valign="top">&#x2018;Pens&#x00E9;es d&#x00E9;tach&#x00E9;es&#x2019;: fragments marked in pencil</td>
<td align="left" valign="top">90 055</td>
</tr>
<tr>
<td align="left" valign="top">ink</td>
<td align="left" valign="top">&#x2018;M&#x00E9;langes&#x2019;: fragments marked in ink</td>
<td align="left" valign="top">70 920</td>
</tr>
<tr>
<td align="left" valign="top">III</td>
<td align="left" valign="top">sauvage</td>
<td align="left" valign="top">Single fragment: &#x2018;Les avantages de la vie sauvage&#x2019; (<xref ref-type="bibr" rid="B38">HDI80</xref>, book 19)</td>
<td align="left" valign="top">9004</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec>
<title>3.3 Results</title>
<p>Our data and methods demonstrated good results in determining the authorship of &#x2018;Fragments politiques&#x2019; (FP, 7881 tokens), a set of seven fragments by Diderot included in the HDI in 1774 and previously published in Grimm&#x2019;s manuscript journal <italic>Correspondance litt&#x00E9;raire</italic> in 1772. Though these fragments may have been edited by Grimm or one of his team (as shown by the manuscripts kept by the Biblioth&#x00E8;que nationale de France), stylometric methods still clearly recognise Diderot&#x2019;s stylistic fingerprint. <xref ref-type="fig" rid="F1">Figure 1</xref> shows that all algorithms confirmed the text&#x2019;s closeness to Diderot based on the usage of most frequent words both in random (A, B) and consecutive samples (C).</p>
<fig id="F1" orientation="portrait" position="anchor">
<label>Figure 1.</label>
<caption><p>Stylometric analysis of &#x2018;Fragments politiques&#x2019; (FP): A) consensus tree; B) GI with sampling; C) BDI; in B and C results for Diderot are shown in yellow.</p></caption>
<graphic orientation="portrait" position="float" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fig_1-2.png"/>
</fig>
<p>The clustering approach yielded mixed results. While some iterations successfully grouped the &#x2018;Fragments politiques&#x2019; with Diderot&#x2019;s writings (<xref ref-type="fig" rid="F1">Figure 1A</xref>), the clustering method showed inconsistent results across iterations when using random samples. More importantly, this approach proved problematic since the actual author(s) of the HDI might not be present in the current corpus, yet the clustering would still generate groupings (false positives). Therefore, we focused primarily on the GI methods.</p>
<p>Both GI and BDI demonstrated greater consistency, producing the same conclusions across iterations and feature sets (e.g. MFW and character n-grams, see n.<xref ref-type="fn" rid="fn10">10</xref> and <xref ref-type="fn" rid="fn11">11</xref>). In the visualisations, stronger similarity to the text in question is indicated when distributions (boxplots or density curves) appear towards the right side of the plot. Candidates are arranged on the y-axis from top to bottom in order of decreasing similarity to the examined text.</p>
<p><xref ref-type="fig" rid="F1">Figure 1B</xref> shows that across 100 iterations, Diderot was by far the closest author to the &#x2018;Fragments politiques&#x2019;, with a mean GI result of approximately 0.8 &#x2013; no other author achieved a mean result above 0.2. The BDI results (<xref ref-type="fig" rid="F1">Figure 1C</xref>) present a similar pattern: Diderot&#x2019;s distribution curves appear well above zero and strongly towards the right side of the plot, while other authors&#x2019; distributions appear more towards the left and sometimes around zero, meaning less similarity and attribution strength.</p>
<p>Moving to the sets of fragments from different HDI editions, we hypothesised that the earlier fragments (<xref ref-type="bibr" rid="B36">HDI70</xref>) were not written by Diderot, as there is no evidence that he joined the project before October 1772, and thus we cannot expect to find any HDI passages by him before the second edition, <xref ref-type="bibr" rid="B37">HDI74</xref>. When tested, none of the selections showed convincing closeness to Diderot compared to other authors (see <xref ref-type="table" rid="T3">Table 3</xref>). General stylistic comparison using random sampling GI suggests that the earliest HDI fragments from 1770 may display closeness to d&#x2019;Holbach&#x2019;s writing style (<xref ref-type="fig" rid="F2">Figure 2A</xref>). According to this method, d&#x2019;Holbach may be the main candidate for the authorship of the <xref ref-type="bibr" rid="B36">HDI70</xref> passages attributed to Diderot. This hypothesis needs more evidence, however, as it was not strongly supported by the analysis of consecutive chunks (<xref ref-type="fig" rid="F2">Figure 2B</xref>; cf. <xref ref-type="table" rid="T3">Table 3</xref>).</p>
<p>For the groups of fragments from the 1774 and 1780 editions, while our methods confirm that Diderot is unlikely to have been the main author, they demonstrate greater uncertainty when it comes to formulating further hypotheses about the involvement of other candidates (see <xref ref-type="table" rid="T3">Table 3</xref>). Multiple authors might be close to the HDI fragments, though the attribution strength is not sufficient to name any of them as a possible candidate. For BDI results, multiple distributions were placed towards the right side, mixing high scores among candidates (Diderot, d&#x2019;Holbach, etc.) and impostors (Condorcet). We have not obtained a level of attribution strength comparable to that achieved in the case of &#x2018;Fragments politiques&#x2019; (<xref ref-type="fig" rid="F1">Figure 1C</xref>) in any of the BDI runs (for any author).</p>
<fig id="F2" orientation="portrait" position="anchor">
<label>Figure 2.</label>
<caption><p>Stylometric analysis of the Fonds Vandeul (FV) fragments which appeared in the HDI in 1770 and remained unchanged in later editions: A) iterative sampling GI, dashed lines show the confidence interval (OptI, see <xref ref-type="table" rid="T3">Table 3</xref> and n.<xref ref-type="fn" rid="fn17">17</xref>), with results between the lines being uncertain; B) BDI.</p></caption>
<graphic orientation="portrait" position="float" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fig_2-2.png"/>
</fig>

<table-wrap id="T3">
<label>Table 3.</label>
<caption><p>Mean results for each examined group of HDI fragments.</p></caption>
<table>
<thead>
<tr>
<th align="left" valign="top" rowspan="2">&#160;</th>
<th align="left" valign="top" rowspan="2"><bold>Abbreviation</bold></th>
<th align="left" valign="top" colspan="2"><bold>Three closest authors in the corpus</bold></th>
</tr>
<tr>
<th align="left" valign="top">
<bold>Iterative random sampling GI (mean result from 0 to 1)</bold>
</th>
<th align="left" valign="top">
<bold>BDI (mean percentage<sup><xref ref-type="fn" rid="fn16">16</xref></sup> of mass above zero, values from 0 to 1)</bold>
</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">0</td>
<td align="left" valign="top">
<italic>Fragment politiques</italic>
</td>
<td align="left" valign="top">
Diderot (0.80)<break/>
Condorcet (0.18)<break/>
d&#x2019;Holbach (0.15)<break/>
<break/>
OptI:<sup><xref ref-type="fn" rid="fn17">17</xref></sup> 0.005–0.90
</td>
<td align="left" valign="top">
Diderot (1.0)<break/>
Condorcet (0.97)<break/>
Marmontel (0.95)
</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="7">I</td>
<td align="left" valign="top">ed1770_nch1774_nch1780</td>
<td align="left" valign="top">
<bold>d&#x2019;Holbach (0.92)</bold><break/>
La Rivi&#x00E8;re (0.11)<break/>
Saint-Lambert (0.09)<break/>
<break/>
OptI: 0.019–0.847
</td>
<td align="left" valign="top">
d&#x2019;Holbach (0.992)<break/>
Condorcet (0.98)<break/>
Deleyre (0.96)
</td>
</tr>
<tr>
<td align="left" valign="top">ed1770_ch1774_nch1780</td>
<td align="left" valign="top">
<bold>d&#x2019;Holbach (0.73)</bold><break/>
Deleyre (0.22)<break/>
Condorcet (0.18)<break/>
<break/>
OptI: 0.137–0.626
</td>
<td align="left" valign="top">
d&#x2019;Holbach (0.993)<break/>
Deleyre (0.988)<break/>
Condorcet (0.985)
</td>
</tr>
<tr>
<td align="left" valign="top">ed1770_nch1774_ch1780</td>
<td align="left" valign="top">
d&#x2019;Holbach (0.69)<break/>
Saint-Lambert (0.15)<break/>
Condorcet (0.10)<break/>
<break/>
OptI: 0–0.967
</td>
<td align="left" valign="top">
Condorcet (0.976)<break/>
d&#x2019;Holbach (0.959)<break/>
Deleyre (0.957)
</td>
</tr>
<tr>
<td align="left" valign="top">ed1770_ch1774_ch1780</td>
<td align="left" valign="top">
d&#x2019;Holbach (0.77)<break/>
Saint-Lambert (0.17)<break/>
Condorcet (0.11)<break/>
<break/>
OptI: 0–0.965
</td>
<td align="left" valign="top">
Condorcet (0.981)<break/>
d&#x2019;Holbach (0.974)<break/>
Deleyre (0.947)
</td>
</tr>
<tr>
<td align="left" valign="top">ed1774_nch1780</td>
<td align="left" valign="top">
<bold>d&#x2019;Holbach (0.69)</bold><break/>
Saint-Lambert (0.14)<break/>
Baudeau (0.14)<break/>
<break/>
OptI: 0.236–0.43
</td>
<td align="left" valign="top">
Condorcet (0.995)<break/>
d&#x2019;Holbach (0.989)<break/>
Deleyre (0.959)
</td>
</tr>
<tr>
<td align="left" valign="top">ed1774_ch1780</td>
<td align="left" valign="top">
d&#x2019;Holbach (0.59)<break/>
Saint-Lambert (0.20)<break/>
Condorcet (0.17)<break/>
<break/>
OptI: 0.009–0.94
</td>
<td align="left" valign="top">
Condorcet (0.970)<break/>
d&#x2019;Holbach (0.962)<break/>
Deleyre (0.937)
</td>
</tr>
<tr>
<td align="left" valign="top">ed1780</td>
<td align="left" valign="top">
d&#x2019;Holbach (0.58)<break/>
Diderot (0.16)<break/>
Saint-Lambert (0.15)<break/>
<break/>
OptI: 0–0.979
</td>
<td align="left" valign="top">
Condorcet (0.970)<break/>
Diderot (0.969)<break/>
d&#x2019;Holbach (0.926)
</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">II</td>
<td align="left" valign="top">pencil</td>
<td align="left" valign="top">
d&#x2019;Holbach (0.76)<break/>
Saint-Lambert (0.14)<break/>
Condorcet (0.10)<break/>
<break/>
OptI: 0–0.946
</td>
<td align="left" valign="top">
Condorcet (0.979)<break/>
d&#x2019;Holbach (0.972)<break/>
Diderot (0.949)
</td>
</tr>
<tr>
<td align="left" valign="top">ink</td>
<td align="left" valign="top">
d&#x2019;Holbach (0.51)<break/>
Saint-Lambert (0.13)<break/>
La Rivi&#x00E8;re (0.12)<break/>
<break/>
OptI: 0–0.966
</td>
<td align="left" valign="top">
Condorcet (0.976)<break/>
Diderot (0.954)<break/>
d&#x2019;Holbach (0.936)
</td>
</tr>
<tr>
<td align="left" valign="top">III</td>
<td align="left" valign="top">sauvage</td>
<td align="left" valign="top">
Diderot (0.40)<break/>
Pechm&#x00E9;ja (0.15)<break/>
La Rivi&#x00E8;re (0.148)<break/>
<break/>
OptI: 0–0.961
</td>
<td align="left" valign="top">
Diderot (0.968)<break/>
Condorcet (0.963)<break/>
Deleyre (0.928)
</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Similar results emerged for the groups of fragments in &#x2018;Pens&#x00E9;es d&#x00E9;tach&#x00E9;es&#x2019; (pencil selection on Vandeul&#x2019;s printed sheets) and &#x2018;M&#x00E9;langes&#x2019; (ink selection). In both random word sampling and consecutive chunks analysis, we could not attribute the selections to a single author. Multiple authors showed similar word usage patterns to those in &#x2018;Pens&#x00E9;es d&#x00E9;tach&#x00E9;es&#x2019; and &#x2018;M&#x00E9;langes&#x2019;, however, neither can be named a probable candidate for authorship according to our methods. At the same time, neither fragment selection demonstrated stylistic closeness to Diderot that was anywhere near as strong as what we found in the case of &#x2018;Fragments politiques&#x2019;.</p>
<fig id="F3" orientation="portrait" position="anchor">
<label>Figure 3.</label>
<caption><p>Stylometric analysis of fragments from &#x2018;M&#x00E9;langes&#x2019; (ink): A) iterative sampling GI (dashed lines show the confidence interval, with results between the lines being uncertain); B) BDI.</p></caption>
<graphic orientation="portrait" position="float" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fig_3-2.png"/>
</fig>
<p>The fragment &#x2018;Vie sauvage&#x2019; yielded our only slightly positive result. Our methods displayed some similarity between this fragment&#x2019;s word frequency-based style and Diderot&#x2019;s writings, though with significantly weaker attribution strength than in the case of &#x2018;Fragments politiques&#x2019; (<xref ref-type="fig" rid="F4">Figure 4</xref>).</p>
<fig id="F4" orientation="portrait" position="anchor">
<label>Figure 4.</label>
<caption><p>Stylometric analysis of the HDI fragment &#x2018;Les avantages de la vie sauvage&#x2019;: A) iterative sampling GI (dashed lines show the confidence interval, with results between the lines being uncertain); B) BDI.</p></caption>
<graphic orientation="portrait" position="float" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fig_4-2.png"/>
</fig>
</sec>
<sec>
<title>3.4 Discussion</title>
<p>The stylometric methods used here bring further evidence that attributions by the Vandeuls are not to be trusted. Diderot did not appear as a likely candidate for any of the sets of fragments we explored, besides 'Fragments politiques', which are known to be by Diderot.</p>
<p>For the passages from <xref ref-type="bibr" rid="B36">HDI70</xref> that were unchanged in later editions, the iterative random sampling GI suggested that Diderot is an unlikely candidate; in the BDI results, Diderot fares better but does not stand out among a range of competitors, some of whom (like Condorcet) are &#x2018;impostors&#x2019;. Concerning the groups of fragments that first appeared in <xref ref-type="bibr" rid="B37">HDI74</xref> and <xref ref-type="bibr" rid="B38">HDI80</xref>, Diderot does not seem a probable author either &#x2013; the results we obtained suggest that it is very imprudent to consider that these fragments are from his pen. This does not mean that he did not contribute <italic>anything</italic> to these groups of fragments, but it does show that it is highly improbable that he wrote most of them, and that it can be assumed with some confidence that he did not write all of the passages under examination.</p>
<p>To be sure, these results must be treated with care, as the HDI fragments posed challenges for computational attribution methods. We obtained inconclusive results when testing the authorship of fragments attributed to Diderot, at least in their current groupings based on editorial history and textual scholarship. The blurriness of the authorial signals might have two different explanations.</p>
<p>On the one hand, these issues might stem partly from inconsistencies in the reference corpus. Our methods did recognise the closeness between single texts penned by one specific author (for example between Diderot&#x2019;s or d&#x2019;Holbach&#x2019;s different works),<sup><xref ref-type="fn" rid="fn18">18</xref></sup> as well as the similarity of the &#x2018;Fragments politiques&#x2019; to other texts by Diderot. However, historical texts taken from different sources with different character recognition quality could have affected the word frequencies used in our experiments. A better corpus design would likely improve future results &#x2013; specifically through re-digitisation with a consistent OCR model and stricter text usage (e.g. testing only consecutive fragments, and/or only separate works belonging to similar genres). Furthermore, we need additional testing to understand how sample size and number of authors and features influence attribution methods when applied to this type of textual data.</p>
<p>On the other hand, our inability to identify a single author for the studied text fragments may be explained by the collaborative nature of the HDI. The analysis of the groups of fragments from the HDI that we created following the editorial history seems to confirm the testimonies of contemporaries, including Diderot himself: a whole range of authors may have collaborated to Raynal&#x2019;s big historiographical work, and there is no reason to assume that Diderot stands out. As demonstrated by our analysis of the single &#x2018;Vie sauvage&#x2019; fragment, examining individual parts of the HDI may provide better insights into its authorship.</p>
<p>Analysis of different HDI fragment sets also revealed clear variations across the three editions. Although some of our tests pointed to d&#x2019;Holbach as a possible main author of the fragments from <xref ref-type="bibr" rid="B36">HDI70</xref>, d&#x2019;Holbach&#x2019;s authorial signal seems weaker in texts written for later editions. The differences between HDI editions and their contributors need further investigation.</p>
<p>The inconclusive attribution results for both pencil- and ink-highlighted fragments, together with our other analyses, confirm that there is no quantitative evidence for Diderot&#x2019;s authorship of the HDI selections traditionally attributed to him. As our computational methods could not verify Diderot&#x2019;s authorship, the current selections of fragments in the Fonds Vandeul demand careful re-examination.</p>
</sec>
</sec>
<sec>
<title>4. Conclusions and hypotheses for further research</title>
<p>Through both qualitative source criticism and stylometric analysis, this article has demonstrated that the prevailing method of attributing passages in the HDI to Diderot is fundamentally flawed. This leads to several conclusions and proposals.</p>
<list list-type="number">
<list-item><p>Unless an unknown manuscript or source comes to light, intellectual and literary historians must stop treating these passages as part of Diderot&#x2019;s <italic>œuvre</italic>, omitting them from future editions of his works or at the very least treating them as uncertain attributions.</p></list-item>
<list-item><p>This result has major implications for our understanding of Diderot and the Radical Enlightenment. Although studies of Diderot&#x2019;s thought and life &#x2013; especially since Strugnell&#x2019;s and Benot&#x2019;s monographs &#x2013; have emphasised his abolitionism and anti-colonialism, a careful re-examination of the evidence (including his correspondence and various other texts) may lead to the conclusion that he was not especially interested in these topics after all. As with Jean-Jacques Rousseau&#x2019;s <italic>œuvre</italic>, the number of Diderot texts addressing colonial issues may be small. This would be typical of that generation of <italic>philosophes,</italic> who &#x2013; unlike the younger Brissot and Condorcet &#x2013; did not participate in a social movement to abolish slavery and the slave trade. As Tricoire has shown elsewhere, a thorough examination of the HDI also raises the question of the origins of French abolitionism: the HDI chapters on slavery, probably written by Pechm&#x00E9;ja, were based on the abb&#x00E9; Pierre-Joseph-Andr&#x00E9; Roubaud&#x2019;s <italic>Histoire g&#x00E9;n&#x00E9;rale de l&#x2019;Asie, de l&#x2019;Afrique et de l&#x2019;Am&#x00E9;rique</italic> (<xref ref-type="bibr" rid="B42">1770–1775</xref>), and Roubaud in turn drew inspiration from Catholic missionary writings in his own criticisms of slavery. The materialist Radical Enlightenment &#x2013; of which Diderot is a representative &#x2013; may not, in fact, have laid the foundations of French abolitionism (<xref ref-type="bibr" rid="B53">Tricoire 2025</xref>).</p></list-item>
<list-item><p>The question of the HDI&#x2019;s authorship must be re-examined without prejudice. We must analyse each chapter from the various versions &#x2013; or other definable segments &#x2013; while disregarding the attributions made by the Vandeuls.</p></list-item>
<list-item><p>Concerning the philosophical passages selected by the Vandeuls, we may hypothesise that d&#x2019;Holbach was their most significant author, at least among those first printed in <xref ref-type="bibr" rid="B36">HDI70</xref>. This hypothesis should be tested by analysing these passages individually using appropriate stylometric methods. For intellectual history, it may also be fruitful to compare them with d&#x2019;Holbach&#x2019;s other writings. If confirmed, this hypothesis would warrant a re-evaluation of d&#x2019;Holbach&#x2019;s role as a political author.</p></list-item>
<list-item><p>At the same time, both 18th-century sources and our computational data suggest that we should pay more attention to collaborative writing within d&#x2019;Holbach&#x2019;s coterie, a point made recently by Ruggero Sciuto (<xref ref-type="bibr" rid="B46">2023</xref>). Raynal, Saint-Lambert, Naigeon and Diderot &#x2013; whom contemporaries named as authors of parts of the HDI, were all members of this circle, which was headed by the wealthy German nobleman. In Enlightenment history, d&#x2019;Holbach may matter both as an author and as a patron of these heterodox Enlightenment philosophers. Archival evidence shows that this society was not free of hierarchies. Diderot worked for d&#x2019;Holbach in a subordinate position, as a language copyeditor (<xref ref-type="bibr" rid="B51">Topazio 1954</xref>). Available sources suggest that he may have played a similar role for Raynal. Clearly, Diderot felt a kind of dependence on both d&#x2019;Holbach and Raynal. He felt forced to do the dull, subordinate work they expected of him &#x2013; a job he spoke of with contempt in his correspondence. To understand this, we need to remember that while Diderot is now regarded as one of the most prestigious writers of the French Enlightenment, this was not the case in the 18th century. He was known only as the editor of a dictionary, as a playwright of modest reputation and as the Parisian agent of a foreign despot, Catherine II of Russia. His position in d&#x2019;Holbach&#x2019;s society does not seem to have been superior to Naigeon&#x2019;s, and his social status was clearly inferior to Raynal&#x2019;s or Grimm&#x2019;s.</p></list-item>
</list>
<p>An exploration of the HDI&#x2019;s authorship shows that intellectual history has often placed too much emphasis on individual geniuses. It is hard to resist the temptation to find more texts by a star author, or to interpret them as expressions of exceptional convictions and unique visions. Yet, as the sociology of knowledge demonstrated already a century ago, thinking is better understood as an incremental and collective enterprise shaped by organisations and asymmetrical interdependencies (<xref ref-type="bibr" rid="B28">Mannheim 1936</xref>). Searching for originality may introduce important biases in our narratives of Enlightenment history.</p>
</sec>
<sec id="sec3">
<title>Supplementary materials</title>
<p>Martynenko A., Csap&#x00F3; J., Dostert C. and Tricoire D. 2025. &#x2018;Supplementary code and data for the paper &#x2018;Ghostwriting and collective authorship in the Enlightenment: Denis Diderot, d&#x2019;Holbach&#x2019;s coterie, and the problem of authorship in Raynal&#x2019;s Histoire des deux Indes&#x2019; <ext-link ext-link-type="uri" xlink:href="https://zenodo.org/records/17227546">https://zenodo.org/records/17227546</ext-link>. Referred to throughout as &#x2018;<xref ref-type="sec" rid="sec3">Supplementary materials</xref>&#x2019;.</p>
</sec>
</body>
<back>
<fn-group>
<fn id="fn1"><label>1</label><p>This study has its origins in a suggestion from Damien Tricoire to Julian Csap&#x00F3;, a student at the University of Trier, who was looking for a topic for his MA thesis. Julian Csap&#x00F3; created the corpus and familiarised himself with stylometric methods. When the first results questioned the attributions to Diderot, Antonina Martynenko helped check the corpus and methods. She then worked closely with Damien Tricoire and took on the stylometric side of the study. Cassandra Dostert, student research assistant at Trier University, has helped to define fragments and gather metadata. We would like to thank Cassandra Dostert and especially Julian Csap&#x00F3; for the enormously helpful groundwork they have done. Without them, this study would never have been possible. We also would like to thank both the Trier Centre for Digital Humanities (TCDH) and the European Research Council (ERC) for having funded this research (Consolidator Grant PAPA, grant agreement no. 101001197).</p></fn>
<fn id="fn2"><label>2</label><p>Diderot to Grimm, 15–16 August 1772: &#x2018;Voil&#x00E0;, mon cher ami, tout ce que ma pauvre tête peut faire dans ce moment pour le cher abb&#x00E9;. [...] Je me propose de lire l&#x2019;ouvrage de l&#x2019;abb&#x00E9;, lorsque je jouirai plus de moi&#x2019; (<xref ref-type="bibr" rid="B6">Diderot 1965</xref>, pp.101–102); Diderot to Grimm, 7 October 1772: &#x2018;Je n&#x2019;ai pas encore jet&#x00E9; l&#x2019;&#x0153;il sur le papier de l&#x2019;abb&#x00E9;. Je m&#x2019;y mettrai tout &#x00E0; l&#x2019;heure ou ce soir. D&#x2019;avance, je ne pr&#x00E9;vois pas y faire grand-chose, car la mati&#x00E8;re m&#x2019;est &#x00E9;trang&#x00E8;re. R&#x00E9;crire ou repenser, c&#x2019;est tout un. Je vous remettrai cela, retouch&#x00E9; ou non, avec les petites guenilles que vous redemandez et dont vous pouvez être tr&#x00E8;s assur&#x00E9; que je ne ferai certainement aucun usage, car donner et retenir ne vaut&#x2019; (pp.144–48, here pp.146–47); Diderot to Grimm, 14 October 1772: &#x2018;Voil&#x00E0; le papier de l&#x2019;abb&#x00E9;&#x2019; (p.149).</p></fn>
<fn id="fn3"><label>3</label><p>&#x2018;Voici mon apologie que je vous permets de montrer &#x00E0; l&#x2019;abb&#x00E9;, si vous le revoyez jamais. J&#x2019;ai dit &#x00E0; l&#x2019;abb&#x00E9; Raynal: Mais, mon ami, qui est-ce qui sera assez os&#x00E9; pour publier et pour avouer cela? Il m´a répondu avec fierté: Moi, moi. &#x2013; Vous vous perdrez. &#x2013; Je me perdrai. Ah! je vois que vous me croyez bien moins de courage que je n&#x2019;en ai. Las de travailler, et cherchant un pr&#x00E9;texte qui abr&#x00E9;geât la longueur et la fatigue de ma tâche, j&#x2019;ai &#x00E9;crit &#x00E0; l&#x2019;abb&#x00E9;: Mais, cher abb&#x00E9;, ne craignez-vous pas que tous ces &#x00E9;carts, quelque &#x00E9;loquents que vous les supposiez, ne gâtent un peu votre ouvrage? &#x2013; Non, non, me r&#x00E9;pondit-il; faites toujours ce que je vous demande. &#x2013; Ils diront que c&#x2019;est de la rh&#x00E9;torique. &#x2013; Ils diront? qui? &#x2013; Les valets des grands. &#x2013; Je m&#x2019;y attends. Tenez, mon philosophe, je connais un peu mieux que vous le goût du public; ce sont vos lignes qui sauveront l&#x2019;ennui de mes calculs &#x00E9;ternels. Savez-vous par qui l&#x2019;on est lu? Par la canaille qui nous d&#x00E9;chire. Malheur &#x00E0; l&#x2019;auteur dont on ne dit point du mal; on n&#x2019;en dira pas longtemps du bien.&#x2019;</p></fn>
<fn id="fn4"><label>4</label><p>Meister also claimed to be a witness of Diderot&#x2019;s work on these texts: &#x2018;C&#x2019;est ce qui soutenait son courage et sa patience pendant les deux ann&#x00E9;es enti&#x00E8;res qu&#x2019;il s&#x2019;est occup&#x00E9; presque uniquement de l&#x2019;<italic>Histoire philosophique et politique des Deux Indes</italic>. Qui ne sait aujourd&#x2019;hui que pr&#x00E8;s d&#x2019;un tiers de ce grand ouvrage lui appartient? Nous lui en avons vu composer une bonne partie sous nos yeux. […] Quel est l&#x2019;homme de lettres qui ne reconnaissent facilement, et dans le livre de l&#x2019;<italic>Esprit</italic>, et dans le <italic>Syst&#x00E8;me de la nature</italic>, toutes les belles pages qui sont, qui ne peuvent être que de M. Diderot? (<xref ref-type="bibr" rid="B20">Grimm et al. 1812–1813</xref>, vol.4, pp.85–86, November 1786).</p></fn>
<fn id="fn5"><label>5</label><p>See the edition of newspaper articles and pamphlets against Raynal (<xref ref-type="bibr" rid="B27">Lüsebrink 2018</xref>, pp.96, 106–107, 110, 131, 209, 215).</p></fn>
<fn id="fn6"><label>6</label><p>See the metadata of the passages selected by Vandeul, available at: <ext-link ext-link-type="doi" xlink:href="https://doi.org/10.5281/zenodo.17227546">https://doi.org/10.5281/zenodo.17227546</ext-link> (hereafter referred to as &#x2018;<xref ref-type="sec" rid="sec3">Supplementary materials</xref>&#x2019;).</p></fn>
<fn id="fn7"><label>7</label><p>For a more detailed study of Vandeul&#x2019;s rewriting of &#x2018;Observations sur le nakaz&#x2019;, see Dulac (<xref ref-type="bibr" rid="B11">2013</xref>).</p></fn>
<fn id="fn8"><label>8</label><p>&#x2018;Surtout, si l&#x2019;on tient compte du fait que des morceaux r&#x00E9;dig&#x00E9;s par Diderot paraîtront dans la premi&#x00E8;re &#x00E9;dition de l&#x2019;<italic>Histoire</italic> en 1770&#x2019; (<xref ref-type="bibr" rid="B10">Duchet 1978</xref>, pp.31–32).</p></fn>
<fn id="fn9"><label>9</label><p>The data and code used in the study are in the &#x2018;<xref ref-type="sec" rid="sec3">Supplementary materials</xref>&#x2019;.</p></fn>
<fn id="fn10"><label>10</label><p>All experiments were also repeated using character 4-grams as features (sequences of four adjacent characters, including spaces, as they appear in the text, e.g. &#x2018;la vie&#x2019; would be split into &#x2018;la v&#x2019;, &#x2018;a vi&#x2019; and &#x2018; vie&#x2019;; for more details see &#x2018;<xref ref-type="sec" rid="sec3">Supplementary materials</xref>&#x2019;). The obtained results did not deviate from or contradict the findings from the MFW analysis.</p></fn>
<fn id="fn11"><label>11</label><p>We tested both 33% and 50% feature selection in this experiment, considering 33% as a more conservative measure. The results indicated that this parameter does not significantly influence the outcomes, with both settings leading to the same conclusions. We report the GI results obtained with 50% of features as a less conservative measure for comparison with Bootstrap Distance Impostors; the GI results obtained with 33% are available in the &#x2018;<xref ref-type="sec" rid="sec3">Supplementary materials</xref>&#x2019;.</p></fn>
<fn id="fn12"><label>12</label><p>Candidates: François-Jean de Chastellux (5 works; 378k tokens), d&#x2019;Holbach (23; 1309k), Deleyre (10; 565k), Diderot (32; 1003k), Guibert (7; 453k), Antoine-Laurent de Jussieu (8; 252k), Nicolas de La Grange (2; 172k), Jean-François Marmontel (8; 874k), Pechm&#x00E9;ja (2; 88k), Raynal (13; 563k), Saint-Lambert (6; 387k). Impostors: Nicolas Baudeau (10 works; 322k tokens), Marie Jean Antoine Nicolas Caritat, marquis de Condorcet (20; 1,536k), Louis de Jaucourt (8; 379k), Andr&#x00E9; Morellet (12; 245k), Pierre-Paul Lemercier de la Rivi&#x00E8;re (3; 260k). The corpus was compiled by Csap&#x00F3;, under Tricoire&#x2019;s supervision.</p></fn>
<fn id="fn13"><label>13</label><p>For this study, books are treated as single texts, without extracting different sections (such as chapters or individual works). While many books in our corpus contain single works, some multi-volume editions (e.g. Condorcet&#x2019;s <italic>&#x0152;uvres compl&#x00E8;tes</italic>) combine various works of different genres under one cover.</p></fn>
<fn id="fn14"><label>14</label><p>The metadata on each book is available in the &#x2018;<xref ref-type="sec" rid="sec3">Supplementary materials</xref>&#x2019;.</p></fn>
<fn id="fn15"><label>15</label><p>The metadata was prepared by Csap&#x00F3; and Dostert.</p></fn>
<fn id="fn16"><label>16</label><p>For this method, density distributions are much more informative than averaged single numbers given as a reference. All BDI results as figures are available in &#x2018;<xref ref-type="sec" rid="sec3">Supplementary materials</xref>&#x2019;.</p></fn>
<fn id="fn17"><label>17</label><p>The interval obtained with the <italic>imposters.optimise()</italic> function showing the values at which a classifier is more accurate (twenty iterations, averages given). Results lying below the lower bound can be interpreted as a stronger rejection of a candidate; results above the upper bound have a high degree of confidence, i.e. suggest a positive attribution (marked in bold in this table). In some cases we obtained very wide intervals (e.g. 0 to 0.979), meaning that classifier average accuracy is low for this corpus selection &#x2013; these results are inconclusive and should be treated with caution.</p></fn>
<fn id="fn18"><label>18</label><p>GI pipelines applied to the problem sets were used to find known authors of works in the current corpus. In particular, the iterative GI method was tested on randomly selected works by Diderot, d&#x2019;Holbach, Baudeau, Condorcet and Raynal; in each run one work was set as a problem &#x2013; the method was able to predict known authorship, except for a few works with disputed authorship or edited ones (e.g. Naigeon editing Diderot). BDI was tested in a similar way (five works for five authors taken randomly, then one work set as being by an &#x2018;unknown author&#x2019;); in addition more works were also tested against their known authors (as in <xref ref-type="bibr" rid="B3">Beullens et al. 2024</xref>). In the overwhelming majority of cases, the methods were able to predict the true authors. For more details on testing see the &#x2018;Ground truth&#x2019; files in the &#x2018;<xref ref-type="sec" rid="sec3">Supplementary materials</xref>&#x2019;.</p></fn>
</fn-group>
<ref-list>
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