<article xmlns:ns0="http://www.w3.org/1999/xlink" xml:lang="en-US" article-type="book-chapter" dtd-version="1.4">
    <front>
        <journal-meta>
            <journal-id journal-id-type="publisher-id">HSAH</journal-id>
            <journal-title-group>
                <journal-title>Hertziana Studies in Art History</journal-title>
                <abbrev-journal-title>HSAH</abbrev-journal-title>
            </journal-title-group>
            <issn/>
            <publisher>
                <publisher-name>Bibliotheca Hertziana - Max Planck Institute for Art History</publisher-name>
                <publisher-loc>Rome, Italy</publisher-loc>
            </publisher>
        </journal-meta>
        <article-meta>
            <article-id pub-id-type="doi">https://doi.org/10.48431/hsah.0304</article-id>
            <article-categories>
                <subj-group subj-group-type="display-channel">
                    <subject>Book Chapter</subject>
                </subj-group>
            </article-categories>
            <title-group>
                <article-title>Stochastic Parrots in the Ancient City?</article-title>
                <subtitle>The Classical Greco-Roman World as a Comparative Lens to the AI Debate</subtitle>
                <alt-title>Stochastic Parrots</alt-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author" corresp="yes" equal-contrib="no" deceased="no" id="jfahcacjhe">
                    <contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-7682-794X</contrib-id>
                    <name>
                        <surname>N'Diaye</surname>
                        <given-names>Bokar Lamine</given-names>
                    </name>
                    <email>Bokar.Ndiaye@etu.unige.ch</email>
                    <xref ref-type="aff" rid="afffeiccgjgg"/>
                    <xref ref-type="corresp" rid="corr-jfahcacjhe">‐</xref>
                </contrib>
                <aff id="afffeiccgjgg">
                    <institution content-type="orgname">Université de Genève</institution>
                    <institution content-type="orgdiv1"> Faculty of Humanities, Digital humanities</institution>
                    <addr-line/>
                    <city>Geneva</city>
                    <country>Switzerland</country>
                </aff>
            </contrib-group>
            <author-notes>
                <corresp id="corr-jfahcacjhe">Corresponding author: <email>Bokar.Ndiaye@etu.unige.ch</email>
                </corresp>
            </author-notes>
            <pub-date pub-type="epub">
                <day>31</day>
                <month>03</month>
                <year>2024</year>
            </pub-date>
            <volume>3</volume>
            <issue-title>From Hype to Reality: Artificial Intelligence in the Study of Art and Culture</issue-title>
            <fpage>31</fpage><lpage>37</lpage>
            <history>
                <date date-type="received">
                    <day>23</day>
                    <month>08</month>
                    <year>2023</year>
                </date>
                <date date-type="accepted">
                    <day>11</day>
                    <month>01</month>
                    <year>2024</year>
                </date>
            </history>
            <permissions>
                <copyright-statement>This material is distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</copyright-statement>
                <copyright-year>2024</copyright-year>
                <copyright-holder>Bibliotheca Hertziana - Max Planck Institute for Art History</copyright-holder>
                <license license-type="open-access" ns0:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This work is licensed under Creative Commons Attribution 4.0 International (CC BY 4.0).</license-p>
                </license>
            </permissions>
            <abstract>
                <p id="_cf1-816d-4239-a8be-824535925904">Recent advances in generative AI have highlighted how crucial perspectives on the temporality of technological change are to their reception. While machine-learning models are known to be the result of decades of steady progress in engineering circles, both enthusiastic and reactionary critics seem to privilege the narrative of an unprecedented ontological rupture, either extolling an imminent revolution or warning against the dissolution of the supposedly fixed human institutions of authorship and creativity. A core concern for the humanities should then be the contextualization of perspectives on human agency and creativity as contingent and culture-specific, as evidenced by historical and anthropological comparative approaches. This grounding of a disruptive technology as the latest for long-existing cultural mechanisms might help inform debates about generative AI, and counter excessive optimism or pessimism surrounding it. The Classical Greco-Roman world provides an interesting backdrop against which to examine these questions, as its conception of reality is both temporally distant and different from ours, but often invoked as the source of much of our philosophical outlook.</p>
            </abstract>
            <kwd-group kwd-group-type="author">
                <kwd>Generative AI</kwd>
                <kwd>Authorship</kwd>
                <kwd>Creativity</kwd>
                <kwd>Critical AI</kwd>
            </kwd-group>
        <custom-meta-group>
  <custom-meta>
    <meta-name>iiif-manifest</meta-name>
    <meta-value>https://annotation.biblhertz.it/iiif_manifests/HSAH/03/hsah_0304.json</meta-value></custom-meta>
  <custom-meta><meta-name>article-pdf</meta-name><meta-value>hsah_0304.pdf</meta-value></custom-meta></custom-meta-group>
</article-meta>
    </front>
    <body>
        <sec id="_b5c07-0c5e-47ca-9881-4c2b74967ecc" sec-type="chapter">
            <title> 1. Introduction</title>
            <disp-quote>
                <p id="_e-4954-4114-aca0-74f64d821109">First off: I’m a historian. <italic>[…]</italic> It makes me think of the collapse of the Roman Empire. If you’re not familiar: A once vibrant world power lost their way. This is unstoppable and we may as well accept the US’s fate.</p>
            </disp-quote>
            <disp-quote>
                <p id="df42461a-bb3a-43be-bbd3-c40dad1f3f74">This is not assembly line work that’s being threatened, this is human creative jobs. This has no historical precedent because art is not an industrialized product that’s expected to be the same all the time. AI is not a power loom.<xref ref-type="fn" rid="_d5cd78-14bd-41ca-ae2f-1949c5adfd48">1</xref>
                </p>
            </disp-quote>
            <p id="d49837be-38e7-478f-a5f8-2a93706de8fd">A popular definition of hype as “a state of anticipation generated through the circulation of promotion, resulting in a crisis of value,”<xref ref-type="fn" rid="_d12-396e-4908-9b77-b2fe7b95b965">2</xref> fairly describes the tone of this tweet by concept artist and anti-AI activist RJ Palmer. Faced with the perceived risks that Machine Learning (ML) generative models incur to his profession, he emphasizes his perspective as grounded in history, with a central unresolved paradox: Right before presenting AI as a sudden and unprecedented phenomenon, he characterizes it as a symptom of an inevitable historical trend of his home country towards decline—with the Roman Empire as an archetypal example. This centrality of the discontinuity introduced by AI is not unique to Palmer: Some, like the French philosopher Éric Sadin, even openly bemoan an “injunctive turn”: the alleged reversal of the proper relationship between humans and machines, the latter establishing and providing commands to the former.</p>
            <fig id="image1jpg" fig-type="content-image">
                <object-id pub-id-type="iiif-canvas">1</object-id>
                <label>Figure 1.</label>
                <caption>
                    <title>Karla Ortiz, Musa Victoriosa, March 2023.</title>
                    <p>Source: <ext-link ext-link-type="uri" ns0:href="https://x.com/kortizart/status/1636136818914762752">https://x.com/kortizart/status/1636136818914762752</ext-link>
                    </p>
                </caption>
                <alternatives>
                    <graphic specific-use="online" ns0:href="https://hertz-foto-os1.biblhertz.it/iiif/3/dpub%2Fhsah0304%2Fhsah_0304_01.jp2/full/max/0/default.jpg"/>
                    <graphic specific-use="archival" ns0:href="hsah_0304_01.jpg"/>
                </alternatives>
            </fig>
            <p id="_b5fa4bf-e8b5-4142-8696-47c8c90576fc">
                <italic>Musa Victoriosa,</italic> an artwork of March 2023 by concept artist and anti-AI advocate Karla Ortiz, goes a step further from Palmer’s pessimistic yet passive witnessing of the AI timeline: Crafted as advertisement for the software Glaze, aiming to exclude digital artworks from machine learning training datasets through invisible blurring filters, this painting aims to extoll the newfound agency this move will supposedly bring traditional artists. One can note the reference to the classical Muse as a conventional symbol of artistic inspiration, the choice of depicting the titular figure as <italic>victoriosa</italic>, the purple, laurel crown and soaring eagles distantly recalling the Roman triumph, reframing the work as a clear martial retaliatory strike. Several pictures of Ortiz painting the canvas on an easel in her workshop (for what she is mostly known) consolidate the idea of material and traditional craft as the normative standard of artistic production.</p>
            <p id="f32acd6e-9239-4acc-b2a1-11f8a8415c05">Palmer and Ortiz’s construction of Classical Antiquity as an idealized antithesis to AI art obviously reflects current concerns regarding the impact of generative ML on their livelihood: Radical upheaval of the job market, clogging of the canals of communication under a flood of generated content, and devaluation or obsolescence of human creative faculties.<xref ref-type="fn" rid="_-206f-4dbe-9255-f8dbdbe8b8e8">3</xref> In their discourse, AI is portrayed as a jarring break in the very continuity of art. Beyond the awkward framing of art as an objective and preferably immutable cultural standard, the subordination of contemporary or digital artists to their painterly forbearers is starkly reminiscent of the long-established tendency of reactionary commentators to see Neo-Classical artworks as the sole worthy “approved art,” and later artworks as mere degenerate expedients. In the words of Florence Dupont,</p>
            <disp-quote>
                <p id="c015a203-a3ba-42ca-a352-cdc1a0390d7b">[T]oday, more than ever, antiquity plays the role of origin… At the same time, these are origins that have been neglected, increasingly ignored and therefore fantasized about. Escaping the critical scrutiny of history, Antiquity is, for some, the origin of the values of Western civilization, preserving its essence and quintessence. Antiquity becomes the stronghold to defend for those who believe in an essentialized European culture.<xref ref-type="fn" rid="ec28e068-8dce-44e5-9590-cce7401ff990">4</xref>
                </p>
            </disp-quote>
        </sec>
        <sec id="_de7e692-b3ec-4985-89e8-1175ccad4185" sec-type="chapter">
            <title> 2. A Comparative Anthropology of Generative AI?</title>
            <p id="f3cd5304-192f-480e-8edd-7e32c7da3baf">Some form of entanglement of a somewhat skewed perception of art in Greco-Roman Antiquity (and temporality at large)<xref ref-type="fn" rid="dec31407-e748-4820-8302-ce5f17d31e09">5</xref> and AI doom appears blatant in the aforementioned cases. In the same way as a growing number of scholars in the humanities explore “how to think from within the actual techniques, tools, and technologies of ML and how to leverage that practical knowledge in the development of new critical frameworks and methods, counter-mythologies, and epistemologies that might help enact a different way of living with AI,”<xref ref-type="fn" rid="_c898a-ff55-425e-accd-9d925c19279a">6</xref> the exploration of tangible and contextualized information from this time period might constitute a welcome way to lessen overenthusiastic or anxious discourse surrounding AI.</p>
            <p id="_a671-8932-4bab-8927-ce8213cf0f96">Naturally, even with the best interests of comparative research at heart, the risk of temporal bias does not spare the researchers themselves. Explicitly directing one’s focus to narratives that present robotic or android-like features runs the risk of tilting the conversation towards matters of AI sentience,<xref ref-type="fn" rid="a64c9269-58f5-4e78-895e-d894e33b4fef">7</xref> which fall outside the boundaries of this study, or overriding original categories with our own operative concepts, such as the resolutely non-Ancient neologism of “<italic>biotechne</italic>” constructed by Adrienne Mayor in <italic>Gods and Robots.</italic>
                <xref ref-type="fn" rid="_-79e2-4bfd-80c1-03769ba32174">8</xref> Consequently, the sample myths discussed below have been selected in order to present as few of the usual trappings of technology as we currently understand it (mechanistic automata, human simulacra, etc.) as possible, instead focusing directly on fables and practices exploring the rhetoric themes that serve as the rationale for AI opponents.<xref ref-type="fn" rid="e9f2d74d-38da-4a5a-868a-a9e39e266f5d">9</xref>
            </p>
            <p id="_c11525-8c7f-4e08-b660-a01dd6d5c73a">The idiom “stochastic parrot”<xref ref-type="fn" rid="ac10c22f-5841-41a3-9bd4-d49e4ea39bca">10</xref> initially proposed as a concise and evocative way to underline the factual limitations of Large Language Models (LLMs), is increasingly used as a retort to overly enthusiastic reviews of AI capabilities on social media. This expression provides us with a tentative framework of thematic comparison, by establishing which features of AI the modern West tends to imagine as both integral to the pursuit of a functional artist and unreachable for now by a machine: Namely, randomness as opposed to agency (“stochastic”), and mindless regurgitation over inspired imitation (“parrot”). As this article will try to prove, both of these dichotomies are not necessarily as irreconcilable in the ancient mindset as they sometimes are portrayed today.</p>
        </sec>
        <sec id="dba77157-ad2e-4d16-a489-c666469f73df" sec-type="chapter">
            <title> 3. Mimesis and Divination in Classical Discourse</title>
            <sec id="s-42370951-3268-4749-9cdb-077e6986b858">
                <title> 3.1. Zeuxis’ Helen and Butades’ Soldier: Where is the inspiration?</title>
                <p id="_-9025-494c-96cc-159c1c4fc26e">Would the Ancient Greeks have favored the easel over the digital? Is Ortiz correct in mobilizing the figure of the inspiring Muse as the sole privilege of the manual, self-expressing artist, relegating users of generative AI to mere commissioners or directors by default? Ancient discourses surrounding two myths relative to the visual arts may shed light on the ancient associations between artistic depiction and some of the most criticized features. In one of them, Zeuxis, painter <italic>par excellence</italic> in several myths of 5<sup>th</sup>-century Greece<xref ref-type="fn" rid="_b5a9997-e471-4df2-a458-4b06d0afa6b7">11</xref> is faced with a conundrum: Replicating the beauty of Helen, the most beautiful being to ever have lived, yet dead long before his time. His process, which Cicero incites his disciples to apply to their own literary endeavors, consists in the creation of a “corpus” of five women, chosen <italic>in absentia</italic> based on the beauty of their male relatives, the physical features of which he later assembles into a perfect whole—a route to which his very name, a form of the verb <italic>zeugnumi</italic> (yoking, fastening together) is certainly not unrelated.</p>
                <disp-quote>
                    <p id="ec5d4f10-2789-43a0-9bd9-bf48eb40bba6">He selected five, whose names many poets recorded because they were approved by the judgement of him who must have been the supreme judge of beauty. He chose five because he did not think all the qualities which he sought to combine in a portrayal of beauty could be found in one person, because in no single case has Nature made anything perfect and finished in every part….<xref ref-type="fn" rid="d4856a27-410d-4ec6-aa42-acc81e501b55">12</xref>
                    </p>
                </disp-quote>
                <p id="_ee5c1a2-62f1-461f-9cce-0686416fb5dd">The peculiar status of the young women, which Cicero insists are remembered in name for their contribution, but not for the specific features they lent to the sculptures, strikes an odd resemblance to the training data of generative models, collected and annotated, yet diffused and unrecognizable in the outputted results.</p>
                <p id="cc10b7cd-26a5-48fb-9f5d-7d6343ab561d">A further source of information lies in the tale of Butades of Sicyone, a sculptor credited as the first depicter of a human likeness—the lover of his unnamed daughter, a departing soldier whose shadow she traced in coal for her father to fill in with clay. Frontisi-Ducroux demonstrates that Pliny’s account of the tale credibly hinges on wordplay—the Latin word <italic>pupilla</italic>, just like the Greek <italic>kore</italic>, designating both a young woman or the pupil of one’s eye—to establish a dual model of artistic <italic>poiesis</italic>: The daughter stands for the artist’s senses and subjectivity, sensitive to beauty yet unskilled yet also subordinated to the technical craft of the rational mind that presents them.<xref ref-type="fn" rid="a7695da3-8e2c-4fc8-a180-24fc747a5eb2">13</xref> Frontisi-Ducroux evokes in closing the possibility of the myth aptly describing the relationship between a photographer and a camera:<xref ref-type="fn" rid="_c03f2-e6ca-41a1-a584-cd278f8dff66">14</xref> Extending the parallel to the complementary abilities of the AI artist and the machine does not seem like a wild stretch.</p>
                <p id="_dd965dc-1295-4ff5-b253-d7a8577d7076">Neither of the quoted accounts center inspiration or emotional expression, instead underlying a starkly different set of skills: Zeuxis as the master combiner, assembling details from a corpus he indirectly selected, or Butades, skilled executor of the requests of the separate “apple of his eye.” Looking at this evidence, the dichotomous opposition between “classical” or “traditional” artistic methods and the novelty of AI, as a technological and data-sampling field, does not appear as self-evident.</p>
            </sec>
            <sec id="s-922d3062-8945-471d-bc10-b23fe5d42390">
                <title> 3.2. Agency in Praxis: The Divinatory Flight of Words and Birds as Ancient Techne</title>
                <p id="af1ad5c8-bfbd-45d9-ad61-41a3640df976">One may object that both Zeuxis and Butades operate deliberate choices that a ML model would enact in their stead. To use Bender’s terminology, beyond the <italic>parroted</italic> nature of the content, the further crux of the issue would lie in the <italic>stochastic</italic> nature of the non-sentient machine that produces it indiscriminately, and the resulting alleged divestment of human agency. While the works of anthropologists of art, most notably Alfred Gell in <italic>Art and Agency</italic>
                    <xref ref-type="fn" rid="_d65e563-6f16-40e3-a4ff-2ee9ce689ee6">15</xref> already do a great deal in recasting the artwork as an entanglement of social factors whose directionality isn’t necessarily always so obvious, we can find a further wrinkle in the institution of divination, especially in cases where it involves random processes through which human subjects apparently delegate their agency. Indeed, divination figures in good place in Aeschylus’ <italic>Prometheus Bound</italic>, when the eponymous Titan of forethought and human savviness enumerates the different <italic>tekhnai</italic> (“crafts,” “know-hows”) he lent to primitive mankind to ensure its survival:</p>
                <disp-quote>
                    <p id="_ed453eb-4b67-4059-a7f8-fe05bd1bd6fc">First among all beings, I learned to sift dreams for things that will necessarily happen the next day; I familiarized them with the chance utterances (<italic>kledônes)</italic>, an art (<italic>tekhne</italic>) so tricky to interpret (<italic>duskritous</italic>), as well as with their own chance encounters (<italic>sumboloi</italic>) during their daily travels. The flight of the birds (<italic>ptesin oionon</italic>) with hooked talons I delineated with precision, between the one which by nature is auspicious and the one which is not to be named… In a brief sentence, learn the summary of all this: all the crafts (<italic>tekhnai)</italic> of mortals, it is from Prometheus that they get them.<xref ref-type="fn" rid="_f8b9d9-cd9e-4642-9119-aed0f3404207">16</xref>
                    </p>
                </disp-quote>
                <p id="_e02e07-1c08-481d-8b92-4768975c073a">Just as central to human agency as medicine or metallurgy, then, are the <italic>kledônes</italic> and <italic>sumboloi—</italic>chance utterances and random meetings—as well as the witnessed flight of birds. The onset of these events is enough to trigger a shift in a decision-making process or ground a consensus, usually in favor of the individual with the wherewithal to verbally accept the omen as such.<xref ref-type="fn" rid="_d648a2d-d8c6-44bf-92d4-ac25d2cc124c">17</xref> In Aristophanes’ comical play <italic>The Birds</italic>, from the same period, the humor primarily stems from the transfer of responsibility to a self-important and rebellious avian race. They argue that their essential role in the human society justifies their elevation to almost divine status. A key piece of evidence they present for their supreme nature is mankind’s tendency to consult the <italic>ptesin oionon</italic> before undertaking important projects. This practice has led to the colloquial use of the term “bird” (<italic>ornis</italic>) to refer to other kinds of divinatory signs that could similarly influence someone’s action:<xref ref-type="fn" rid="_f6fbe3b-53e4-4047-acb5-135a34568029">18</xref>
                </p>
                <disp-quote>
                    <p id="da9e556d-8b40-4778-a4f0-977e9aa1a1f4">THE BIRDS: We are to you Ammon, Delphi, Dodona, Phoebus Apollo. For you first turn to birds before undertaking any course, whether that be trade, and towards acquisition of livelihood, and towards marriage of a man. And you label as “birds” (<italic>órnin te nomízete</italic>) all the things you employ to discern matters of divination (<italic>diakrínei manteías</italic>): to you, an ominous rumor (<italic>phḗmē</italic>) is a “bird” (<italic>órnin</italic>) ; you call a sneeze (<italic>ptarmón</italic>) a “bird,” a chance encounter (<italic>súmbolon</italic>) a “bird,” a sound (<italic>phōnḕn</italic>) a “bird,” [encountering] a servant (<italic>therápont᾽</italic>) a “bird,” a dream (<italic>ónon</italic>) a “bird.” Are we not clearly the prophetic (<italic>manteĩos</italic>) Apollo to you? If then you recognize us (<italic>nomísēte</italic>) as gods, we shall be your divining Muses, through us you will know the winds and the seasons, summer, winter, and the temperate months. We shall not withdraw ourselves to the highest clouds like Zeus, but shall be among you.<xref ref-type="fn" rid="c1955529-7d7c-4f31-9ae4-6b9a46db946a">19</xref>
                    </p>
                </disp-quote>
                <p id="_e186eb1-1573-4763-9071-93b1faf100ad">The humor of this comedic passage lies at least partly in the Athenian audience’s perception of the tacit ambiguity at the heart of their practice of divination: while an essential piece of meaning- and decision-making, even closer to human senses than deities due to their tangible existence, divinatory vessels such as birds are ultimately only an extension of mankind’s agency, with the idea of their actual supremacy relegated to the satirical realm. One could even surmise that this scenario of the divinatory vessels exploiting this reliance of men to claim agency of their own, here played for laughs by Aristophanes, constitutes an early comparanda to the “rebellion of the machines” trope, common in both fictional depictions and current safety polemics surrounding artificial intelligence.</p>
                <p id="b445eaa2-3e99-43d8-b4ba-a5a379df6d17">As we can see from the examples above, the institution of divination alone challenges deeply set dichotomies of the modern epistemological model: proactivity versus passivity, randomness versus deliberate course of action, arbitrary noise versus meaningful signal. Such evidence comforts us in abandoning the idea of a sudden “injunctive turn” tied to modernity (as Sadin claims), or the association of these themes solely with the mechanical or biological sciences (as does Mayor).</p>
            </sec>
        </sec>
        <sec id="_b7d616-7321-4bed-b5d6-dacd4883b713" sec-type="chapter">
            <title> 4. Conclusion</title>
            <p id="c38f988e-4e10-41e8-a3a3-fa83ef922a5f">While insufficient to fully encompass the diversity and mutability of conceptions of agency and the creative process in the Greco-Roman ancient world, this short inventory of “counter-myths” proves the richness of contrast that such comparison can bring. Instead of an idealized apex of aesthetics and expressivity, forever marred by modernity, several indirect clues and testimonies from the Ancient themselves help us piece together a far more nuanced picture, and a number of epistemological constructs (the diffused body of Zeuxis’ Helen, or the agentic recasting of random divinatory outcomes) that may inform our own behavior regarding artificial intelligence.</p>
            <p id="_a412c54-4de1-492a-8b29-4395efa97e9e">This article in no way seeks to censor the likes of Ortiz or Palmer, nor to enshrine this particular angle on Antiquity as the enlightened standard in these matters. In a similar way as the Ancient scholars and playwrights wielded the narrative of folktales, the constructions of expressions, either idiomatic or narrative, is a crucial feature for scholars to monitor and engage with the full breadth of the “data arena” surrounding the applications of machine learning.<xref ref-type="fn" rid="_a6304-15a0-4371-9409-ea59e03fbf87">20</xref> As such, the most defining staple of critical AI as a growing discipline might well reside in its embrace of these semantic or polemic imprecisions as spurious entry points rather than unwelcome noise, starting with the deliberate academic use of the polythetic and ever vaguer term of “artificial intelligence” :</p>
            <disp-quote>
                <p id="_af69dae-b044-4393-932a-037fcd2a9cb4">Critical AI, while recognizing the reductive, even absurd aspects of the term “AI” and the magical thinking it perpetuates, nonetheless allows for a kind of linguistic pragmatism, treating the term metonymically and engaging AI as an assemblage of technological arrangements and sociotechnical practices, as concept, ideology, and <italic>dispositif</italic><xref ref-type="fn" rid="_b489c60-4cc4-4d10-ae00-ab44f6e16613">21</xref>
                </p>
            </disp-quote>
        </sec>
    </body>
    <back>
    <sec sec-type="cite-as">
        <title>Cite as</title>
        <p>N’Diaye 2024</p><p>Bokar N’Diaye, “Stochastic Parrots in the Ancient City?” in <italic>From Hype to Reality: Artificial Intelligence in the Study of Art and Culture</italic>, ed. Eva Cetinić, Darío Negueruela del Castillo, 2024, Hertziana Studies in Art History, vol. 03, 2024, pp. 31–37, DOI: <uri ns0:href="https://doi.org/10.48431/hsah.0304">https://doi.org/10.48431/hsah.0304</uri></p>
      </sec>
        <ref-list>
            <title>References</title>
            <ref id="aristophanes1938"><label>Aristophanes 1938</label>
                <element-citation publication-type="chapter">
                    <person-group person-group-type="author">
                        <name>
                            <surname>Aristophanes</surname>
                            <given-names/>
                        </name>
                    </person-group>                    
                    <year>1938</year>
                    <part-title>Birds</part-title>
                    <person-group person-group-type="editor">
                        <name>
                            <surname>Oates</surname>
                            <given-names>Whitney J.</given-names>
                        </name>
                        <name>
                            <surname>O’Neill</surname>
                            <given-names>Eugene Jr.</given-names>
                        </name>
                    </person-group>
                    <source>The complete Greek drama, all the extant tragedies of Aeschylus, Sophocles and Euripides, and the comedies of, Aristophanes and Menander, in a variety of translations, Vol II</source>
                    <fpage>733</fpage><lpage>801</lpage>
                    <uri ns0:href="https://www.perseus.tufts.edu/hopper/text?doc=urn:cts:greekLit:tlg0019.tlg006.perseus-eng1">https://www.perseus.tufts.edu/hopper/text?doc=urn:cts:greekLit:tlg0019.tlg006.perseus-eng1</uri>
                </element-citation>
            </ref>
            <ref id="bender2021"><label>Bender et al. 2021</label>
                <element-citation publication-type="paper-conference">
                    <person-group person-group-type="author">
                        <name>
                            <surname>Bender</surname>
                            <given-names>Emily M.</given-names>
                        </name>
                        <name>
                            <surname>Gebru</surname>
                            <given-names>Timnit</given-names>
                        </name>
                        <name>
                            <surname>McMillan-Major</surname>
                            <given-names>Angelina</given-names>
                        </name>
                        <name>
                            <surname>Shmitchell</surname>
                            <given-names>Shmargaret</given-names>
                        </name>
                    </person-group>
                    <year>2021</year>
                    <part-title>On the Dangers of Stochastic Parrots: Can Language Models Be Too Big? 🦜</part-title>
                    <source>Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency</source>
                    <fpage>610</fpage><lpage>623</lpage>
                    <pub-id pub-id-type="doi">10.1145/3442188.3445922</pub-id>
                </element-citation>
            </ref>
            <ref id="calame2017"><label>Calame 2017</label>
                <element-citation publication-type="chapter">
                    <person-group person-group-type="author">
                        <name>
                            <surname>Calame</surname>
                            <given-names>Claude</given-names>
                        </name>
                    </person-group>
                    <year>2017</year>
                    <part-title>À propos des pratiques divinatoires et de la « raison des signes » en Grèce classique</part-title>
                    <source>Dossier : Soigner par les lettres</source>
                    <fpage>393</fpage><lpage>410</lpage>
                    <pub-id pub-id-type="doi">10.4000/books.editionsehess.4777</pub-id>
                </element-citation>
            </ref>
            <ref id="cicero1949"><label>Cicero 1949</label>
                <element-citation publication-type="chapter">
                    <person-group person-group-type="author">
                        <name>
                            <surname>Cicero</surname>
                            <given-names>Marcus Tullius</given-names>
                        </name>
                    </person-group>
                    <person-group person-group-type="translator">
                        <name>
                            <surname>Hubbell</surname>
                            <given-names>Harry Mortimer</given-names>
                        </name>
                    </person-group>
                    <year>1949</year>
                    <part-title>De Inventione</part-title>
                    <source>De Inventione. De optimo genere oratorum, Topica with an English translation by H.M. Hubbell</source>
                    <fpage>1</fpage><lpage>345</lpage>
                    <uri ns0:href="http://archive.org/details/in.ernet.dli.2015.189092">http://archive.org/details/in.ernet.dli.2015.189092</uri>
                </element-citation>
            </ref>
            <ref id="dupont2013"><label>Dupont / Colonna d’Istria / Taussig 2013</label>
                <element-citation publication-type="book">
                    <person-group person-group-type="author">
                        <name>
                            <surname>Dupont</surname>
                            <given-names>Florence</given-names>
                        </name>
                        <name>
                            <surname>Colonna d’Istria</surname>
                            <given-names>Pauline</given-names>
                        </name>
                        <name>
                            <surname>Taussig</surname>
                            <given-names>Sylvie</given-names>
                        </name>
                    </person-group>
                    <year>2013</year>
                    <source>L’Antiquité territoire des écarts : Entretiens avec Pauline Colonna d’Istria et Sylvie Taussig</source>
                </element-citation>
            </ref>
            <ref id="frontisi-ducroux2007"><label>Frontisi-Ducroux 2007</label>
                <element-citation publication-type="article-journal">
                    <person-group person-group-type="author">
                        <name>
                            <surname>Frontisi-Ducroux</surname>
                            <given-names>Françoise</given-names>
                        </name>
                    </person-group>
                    <year>2007</year>
                    <article-title>‘La fille de Dibutade’, ou l’inventrice inventée</article-title>
                    <source>Cahiers du Genre</source>
                    <volume>43</volume>
                    <fpage>133</fpage><lpage>151</lpage>
                    <pub-id pub-id-type="doi">10.3917/cdge.043.0133</pub-id>
                </element-citation>
            </ref>
            <ref id="gell1998"><label>Gell 1998</label>
                <element-citation publication-type="book">
                    <person-group person-group-type="author">
                        <name>
                            <surname>Gell</surname>
                            <given-names>Alfred</given-names>
                        </name>
                    </person-group>
                    <year>1998</year>
                    <source>Art and Agency: An Anthropological Theory</source>
                    <pub-id pub-id-type="doi">10.1093/oso/9780198280132.001.0001</pub-id>
                </element-citation>
            </ref>
            <ref id="lateiner2005"><label>Lateiner 2005</label>
                <element-citation publication-type="article-journal">
                    <person-group person-group-type="author">
                        <name>
                            <surname>Lateiner</surname>
                            <given-names>Donald</given-names>
                        </name>
                    </person-group>
                    <year>2005</year>
                    <article-title>Signifying Names and Other Ominous Accidental Utterances in Classical Historiography</article-title>
                    <source>Greek, Roman, and Byzantine Studies</source>
                    <volume>45</volume>
                    <fpage>35</fpage><lpage>57</lpage>
                </element-citation>
            </ref>
            <ref id="mansfield2007"><label>Mansfield 2007</label>
                <element-citation publication-type="book">
                    <person-group person-group-type="author">
                        <name>
                            <surname>Mansfield</surname>
                            <given-names>Elizabeth C.</given-names>
                        </name>
                    </person-group>
                    <year>2007</year>
                    <source>Too Beautiful to Picture: Zeuxis, Myth, and Mimesis</source>
                    <uri ns0:href="https://www.jstor.org/stable/10.5749/j.ctttspvd">https://www.jstor.org/stable/10.5749/j.ctttspvd</uri>
                </element-citation>
            </ref>
            <ref id="mayor2018"><label>Mayor 2018</label>
                <element-citation publication-type="book">
                    <person-group person-group-type="author">
                        <name>
                            <surname>Mayor</surname>
                            <given-names>Adrienne</given-names>
                        </name>
                    </person-group>
                    <year>2018</year>
                    <source>Gods and Robots: Myths, Machines, and Ancient Dreams of Technology | Department of Classics</source>
                    <pub-id pub-id-type="doi">10.1515/9780691185446</pub-id>
                </element-citation>
            </ref>
            <ref id="mynott2018"><label>Mynott 2018</label>
                <element-citation publication-type="book">
                    <person-group person-group-type="author">
                        <name>
                            <surname>Mynott</surname>
                            <given-names>Jeremy</given-names>
                        </name>
                    </person-group>
                    <year>2018</year>
                    <source>Birds in the ancient world: Winged words</source>
                </element-citation>
            </ref>
            <ref id="powers2012"><label>Powers 2012</label>
                <element-citation publication-type="article-journal">
                    <person-group person-group-type="author">
                        <name>
                            <surname>Powers</surname>
                            <given-names>Devon</given-names>
                        </name>
                    </person-group>
                    <year>2012</year>
                    <article-title>Notes on Hype</article-title>
                    <source>International Journal of Communication</source>
                    <volume>6</volume>
                    <fpage>857</fpage><lpage>873</lpage>
                </element-citation>
            </ref>
            <ref id="raley2023"><label>Raley / Rhee 2023</label>
                <element-citation publication-type="article-journal">
                    <person-group person-group-type="author">
                        <name>
                            <surname>Raley</surname>
                            <given-names>Rita</given-names>
                        </name>
                        <name>
                            <surname>Rhee</surname>
                            <given-names>Jennifer</given-names>
                        </name>
                    </person-group>
                    <year>2023</year>
                    <article-title>Critical AI: A Field in Formation</article-title>
                    <source>American Literature</source>
                    <volume>95</volume>
                    <fpage>185</fpage><lpage>204</lpage>
                    <pub-id pub-id-type="doi">10.1215/00029831-10575021</pub-id>
                </element-citation>
            </ref>
            <ref id="roberts2018"><label>Roberts 2018</label>
                <element-citation publication-type="web">
                    <person-group person-group-type="author">
                        <name>
                            <surname>Roberts</surname>
                            <given-names>Stuart</given-names>
                        </name>
                    </person-group>
                    <year>2018</year>
                    <part-title>From Homer to HAL: 3000 years of AI narratives</part-title>
                    <source>University of Cambridge</source>
                    <uri ns0:href="https://www.cam.ac.uk/stories/ai-narratives">https://www.cam.ac.uk/stories/ai-narratives</uri>
                </element-citation>
            </ref>
            <ref id="slosarski2023"><label>Ślosarski 2023</label>
                <element-citation publication-type="article-journal">
                    <person-group person-group-type="author">
                        <name>
                            <surname>Ślosarski</surname>
                            <given-names>Bartosz</given-names>
                        </name>
                    </person-group>
                    <year>2023</year>
                    <article-title>Data arenas: The relational dynamics of data activism</article-title>
                    <source>Big Data &amp; Society</source>
                    <volume>10</volume>
                    <pub-id pub-id-type="doi">10.1177/20539517231177617</pub-id>
                </element-citation>
            </ref>
            <ref id="vesa2022"><label>Vesa / Tienari (2020) 2022</label>
                <element-citation publication-type="article-journal">
                    <person-group person-group-type="author">
                        <name>
                            <surname>Vesa</surname>
                            <given-names>Mikko</given-names>
                        </name>
                        <name>
                            <surname>Tienari</surname>
                            <given-names>Janne</given-names>
                        </name>
                    </person-group>
                    <year>2022</year>
                    <article-title>Artificial intelligence and rationalized unaccountability: Ideology of the elites?</article-title>
                    <source>Organization</source>
                    <volume>29</volume>
                    <date-in-citation content-type="original-date" iso-8601-date="20201022">First published online October 22, 2020</date-in-citation>
                    <fpage>1133</fpage><lpage>1145</lpage>
                    <pub-id pub-id-type="doi">10.1177/1350508420963872</pub-id>
                </element-citation>
            </ref>
            <ref id="veyne1983"><label>Veyne 1983</label>
                <element-citation publication-type="book">
                    <person-group person-group-type="author">
                        <name>
                            <surname>Veyne</surname>
                            <given-names>Paul</given-names>
                        </name>
                    </person-group>
                    <year>1983</year>
                    <source>Les Grecs ont-ils cru à leurs mythes ?</source>
                </element-citation>
            </ref>
            <ref id="zeitlyn2015"><label>Zeitlyn 2015</label>
                <element-citation publication-type="article-journal">
                    <person-group person-group-type="author">
                        <name>
                            <surname>Zeitlyn</surname>
                            <given-names>David</given-names>
                        </name>
                    </person-group>
                    <year>2015</year>
                    <article-title>Looking Forward, Looking Back</article-title>
                    <source>History and Anthropology</source>
                    <volume>26</volume>
                    <fpage>381</fpage><lpage>407</lpage>
                    <pub-id pub-id-type="doi">10.1080/02757206.2015.1076813</pub-id>
                </element-citation>
            </ref>
        </ref-list>
        <fn-group content-type="footnotes">
            <title>Footnotes</title>
            <fn id="_d5cd78-14bd-41ca-ae2f-1949c5adfd48">
                <label>1</label>
                <p> RJ Palmer (<ext-link ext-link-type="uri" ns0:href="https://x.com/arvalis">@arvalis</ext-link>), X (formerly Twitter), September 19, 2022, <ext-link ext-link-type="uri" ns0:href="https://x.com/arvalis/status/1571821476243984389">https://x.com/arvalis/status/1571821476243984389</ext-link> and <ext-link ext-link-type="uri" ns0:href="https://x.com/arvalis/status/1571823987252170755">https://x.com/arvalis/status/1571823987252170755</ext-link> [deleted by author].
                </p>
            </fn>
            <fn id="_d12-396e-4908-9b77-b2fe7b95b965">
                <label>2</label>
                <p>
                    <xref ref-type="bibr" rid="powers2012">Powers 2012, p. 863</xref>.
                </p>
            </fn>
            <fn id="_-206f-4dbe-9255-f8dbdbe8b8e8">
                <label>3</label>
                <p>
                    <xref ref-type="bibr" rid="vesa2022">Vesa / Tienari (2020) 2022, p. 1134</xref>.
                </p>
            </fn>
            <fn id="ec28e068-8dce-44e5-9590-cce7401ff990">
                <label>4</label>
                <p>
                    <xref ref-type="bibr" rid="dupont2013">Dupont / Colonna d’Istria / Taussig 2013, p. 14</xref>.
                </p>
            </fn>
            <fn id="dec31407-e748-4820-8302-ce5f17d31e09">
                <label>5</label>
                <p>
                    <xref ref-type="bibr" rid="zeitlyn2015">Zeitlyn 2015</xref>.
                </p>
            </fn>
            <fn id="_c898a-ff55-425e-accd-9d925c19279a">
                <label>6</label>
                <p>
                    <xref ref-type="bibr" rid="raley2023">Raley / Rhee 2023</xref>.
                </p>
            </fn>
            <fn id="a64c9269-58f5-4e78-895e-d894e33b4fef">
                <label>7</label>
                <p> A typical example would be <xref ref-type="bibr" rid="roberts2018">Roberts 2018</xref>.
                </p>
            </fn>
            <fn id="_-79e2-4bfd-80c1-03769ba32174">
                <label>8</label>
                <p>
                    <xref ref-type="bibr" rid="mayor2018">Mayor 2018</xref>.
                </p>
            </fn>
            <fn id="e9f2d74d-38da-4a5a-868a-a9e39e266f5d">
                <label>9</label>
                <p> The very nature of the myth itself, as a non-committal call to a body knowledge assumed as commonly shared and always answering to the specific rhetorical goal of the utterer, is a further conceit we sadly won’t expand upon here, but features prominently in <xref ref-type="bibr" rid="veyne1983">Veyne 1983</xref>.
                </p>
            </fn>
            <fn id="ac10c22f-5841-41a3-9bd4-d49e4ea39bca">
                <label>10</label>
                <p>
                    <xref ref-type="bibr" rid="bender2021">Bender et al. 2021</xref>.
                </p>
            </fn>
            <fn id="_b5a9997-e471-4df2-a458-4b06d0afa6b7">
                <label>11</label>
                <p>
                    <xref ref-type="bibr" rid="mansfield2007">Mansfield 2007, pp. 19–39</xref>.
                </p>
            </fn>
            <fn id="d4856a27-410d-4ec6-aa42-acc81e501b55">
                <label>12</label>
                <p> Cicero, <italic>De Inventione</italic>, II, 1, 3, in <xref ref-type="bibr" rid="cicero1949">Cicero 1949, p. 169</xref>.
                </p>
            </fn>
            <fn id="a7695da3-8e2c-4fc8-a180-24fc747a5eb2">
                <label>13</label>
                <p>
                    <xref ref-type="bibr" rid="frontisi-ducroux2007">Frontisi-Ducroux 2007, pp. 39–44</xref>.
                </p>
            </fn>
            <fn id="_c03f2-e6ca-41a1-a584-cd278f8dff66">
                <label>14</label>
                <p>
                    <xref ref-type="bibr" rid="frontisi-ducroux2007">Frontisi-Ducroux 2007, p. 55</xref>.
                </p>
            </fn>
            <fn id="_d65e563-6f16-40e3-a4ff-2ee9ce689ee6">
                <label>15</label>
                <p>
                    <xref ref-type="bibr" rid="gell1998">Gell 1998</xref>.
                </p>
            </fn>
            <fn id="_f8b9d9-cd9e-4642-9119-aed0f3404207">
                <label>16</label>
                <p> Aeschylus, <italic>Prometheus Bound</italic>, v. 484-499. Translation adapted from <xref ref-type="bibr" rid="calame2017">Calame 2017</xref>.
                </p>
            </fn>
            <fn id="_d648a2d-d8c6-44bf-92d4-ac25d2cc124c">
                <label>17</label>
                <p>
                    <xref ref-type="bibr" rid="lateiner2005">Lateiner 2005</xref>.
                </p>
            </fn>
            <fn id="_f6fbe3b-53e4-4047-acb5-135a34568029">
                <label>18</label>
                <p> For more on this double meaning of <italic>ornis</italic>, and the divinatory role of birds in general, see <xref ref-type="bibr" rid="mynott2018">Mynott 2018</xref>.
                </p>
            </fn>
            <fn id="c1955529-7d7c-4f31-9ae4-6b9a46db946a">
                <label>19</label>
                <p> Aristoph. Birds 717-731. Translation adapted from <xref ref-type="bibr" rid="aristophanes1938">Aristophanes 1938, vv. 717–731</xref>.
                    <italic>.</italic>
                </p>
            </fn>
            <fn id="_a6304-15a0-4371-9409-ea59e03fbf87">
                <label>20</label>
                <p>
                    <xref ref-type="bibr" rid="slosarski2023">Ślosarski 2023</xref>.
                </p>
            </fn>
            <fn id="_b489c60-4cc4-4d10-ae00-ab44f6e16613">
                <label>21</label>
                <p>
                    <xref ref-type="bibr" rid="raley2023">Raley / Rhee 2023, p. 188</xref>.
                </p>
            </fn>
        </fn-group>
    </back>
</article>