Simone Rebora holds a PhD in Foreign Literatures and Literary Studies (University of Verona) and a BSc in Electronic Engineering (Polytechnic University of Torino). Currently, he works as a research fellow at the Digital Humanities Lab of the University of Basel and he teaches comparative literature at the University of Verona. His main research interests are theory and history of literary historiography and reader response studies. In the field of digital humanities, he focused on tools and methods like OCR, stylometry, and sentiment analysis.
With DH2020 Ottawa converted into a Virtual Conference, the ADHO-Special Interest Group “Digital Literary Stylistics” (SIG-DLS) has decided to convert also its new Tool criticism workshop into an online, hybrid format.
These contributions will provide food for thought for an asynchronous discussion on Humanities Commons. The discussion thread will be open for the entire week before the official opening of the Conference.
Second phase (synchronous)
On Monday 20 July, at 3pm CEST, an online live event will take place on Zoom (at a link provided on the “DH2020” Humanities Commons Group), where invited respondents will discuss the contributions and open the discussion among participants. Here is a provisional schedule:
After the success of the second edition in Utrecht, the ADHO-Special Interest Group “Digital Literary Stylistics” (SIG-DLS) organizes a new version of its Tool criticism workshop for DH2020 Ottawa. This year, it will be open to contributions of all interested researchers and it will also set a focus on historical tool criticism. The main goal of the workshop is to provide more critical awareness on the use of tools in DLS.This type of tool criticism can only be stimulated in two ways: (a) by a direct confrontation with user feedback and reports,which usually remain “in the background” of research papers; (b) via reconstructions of the historical evolution of tools and methodologies (which are never a given, but are built on top of complex –and sometimes unpredictable– research paths). The workshop is a natural extension of the DLS Tool Inventory (DLS-TI), which gathers information on the practices of the various traditions present in DLS. The workshop is scheduled for a pre-conference slot (the date pending confirmation). It will be structured as a mini-conference, where participants will be asked to present short critical reports (20 minutes each) on their use of tools in DLS. We encourage submissions on the following topics:
user interface criticism;
criticism of implied/hidden epistemologies (anatomy of tools);
theoretical tool criticism (e.g. issues in modeling);
historical tool criticism;
biases in DLS studies;
Proposals should be sent by 15 April 2020 to email@example.com. They should contain a title and a brief abstract (max 300 words). Also feel free to enter contributions to the DLS Tool Inventory (DLS-TI), if relevant. Acceptances will be notified by 15 May, 2020.
Organizers: Simone Rebora (University of Verona & University of Basel), J. Berenike Herrmann (University of Basel), Francesca Frontini (UPVM & Praxiling), Geoffrey Rockwell (University of Alberta), and Thierry Poibeau (CNRS & LATTICE)
Scientific committee: Anne-Sophie Bories (University of Basel), Julia Flanders (Northeastern University), Francesca Frontini (UPVM & Praxiling), J. Berenike Herrmann (University of Basel), Thomas C. Messerli (University of Basel), Thierry Poibeau (CNRS & LATTICE) , Simone Rebora (University of Verona & University of Basel), Geoffrey Rockwell (University of Alberta), Jan Rybicki (Jagiellonian University), and Peter Verhaar (Leiden University).
Please note that all participants and attendees will need to be registered for DH 2020. Full-day workshop registration for participants costs $70CAD and includes lunch. Conference registration information can be found here: https://dh2020.adho.org/registration/
Most of us are back from the post-conference summer break: Time to revisit! Seven weeks have passed since the DH2019 conference in Utrecht: presented as the biggest DH conference so far (with about 1,100 participants and more than 400 presented papers), it also distinguished itself for the number and quality of contributions in digital literary stylistics. With this post, through highlights and summaries, we try to provide an overview of the most recent outcomes of stylistics research in DH. Well aware that (as our colleague José Calvo Tello already highlighted when reporting on DHd2018) these notes cannot be considered but a preliminary, incomplete, and subjective report on a much more complex and stratified event. As usual, more information can be found in the conference programme and book of abstracts, both available on the conference website. To extend the variety of documentation, then, the #dh2019 and #sig_dls hashtags were remarkably active on Twitter, while participants like Geoffrey Rockwell even shared their conference notes online.
But well, if you would like to know the specific point of view of the SIG-DLS (and, more specifically, of the member who’s writing this report), here are a few notes.
The first step, inevitably, is the pre-conference workshop organized by the SIG-DLS steering committee. Held on the morning of 9 July, DLS Tool Criticism. An Anatomy of Use Caseswas conceived as a moment of self-reflection (and of self-criticism) on the tools and methodologies most frequently used in digital literary stylistics. During the workshop, Clémence Jacquot presented her use of the TXM software in the study of Apollinaire’s poetry (stimulating a discussion on limits and potentials of pre-compiled, user-friendly tools for the study of style); Geoffrey Rockwell presented a case study and a theoretical reflection on the concept of replication (thus rekindling the still lively discussion sparked by Nan Da’s criticism, but going beyond, querying ‘replication’ as a more flexible concept); and Steffen Pielström resisted the temptation to advertise his efficient topic modeling tool, inciting on the contrary an acute disputation on the pros and cons (and on the aleas) of such a technique. One of the major achievements in the final discussion was the shared impression that the quantitative/qualitative dichotomy is simply misleading, and digital literary stylistics will have to move beyond it, looking for a more organic integration of approaches.
When reaching the bulk of the conference, the impressions we can record here become inevitably more random and scattered. A general trend was evident, however, with digital stylistics contributions divided roughly in two main categories: methodological analyses, providing very advanced and stimulating discussions of (more or less) shared approaches; and applications on complex and engaging case studies. This can be considered as a reflection of the state of things in stylometry, where methodological research is needed to ground more and more steadily the scientific rigor of the approaches (with the risk of an excessive technicism), and new applications even more so, if our research field is to gain recognition beyond the boundaries of DH.
Among the methodological papers, some titles call for a specific mention. In “Comparing Assonance and Consonance for Authorship Attribution”, Lubomir Ivanov proposed prosodic elements as possible new features in stylometric classification, considering the extremely relevant role of prosody in 18th century prose (and beyond). His experiments showed how the combination of assonance/consonance with traditional stylometric methods generates significant improvements in the classification. Further research on the subject is definitely advised! In “Feature Selection in Authorship Attribution: Ordering the Wordlist”, Maciej Eder and Joanna Byszuk worked on the effects of re-ordering the (traditional) list of features. Main discovery: a combination of term frequency (the widely-used MFW) and a coefficient of variation slightly improves the results. Finally, in “Identifying Similarities in Text Analysis: Hierarchical Clustering (Linkage) versus Network Clustering (Community Detection)”, a team of four researchers led by Jeremi Ochab tried to provide an answer to a still under-studied–but ever-present–question in stylometric classification: how do I cluster the texts to visualize similarity/dissimilarity? Results showed that network clustering tends to underestimate the actual number of clusters, while hierarchical clustering overestimates it (and of course, which one is better will depend on the research question!). Traditional algorithms (Ward, Louvain) were confirmed as the most efficient.
Placing itself between method and application, David L. Hoover proposed his “Invisible Translator Revisited”. Given the (supposed) invisibility of the translator in stylometry, Hoover proposed a method for making her visible again, by filtering out the words preferred by the author. The approach showed surprisingly effective, but will it work for all pairs of authors-translators? As it happens, the idea found an indirect confirmation in “Attributions Of Early German Shakespeare Translations”, where a team of three researchers led by David Lassner was equally successful in revealing the translator (here, by combining advanced classification methods based on sub-word-level features). Shifting the focus towards themes and genres, Fotis Jannidis and his colleagues (in “Thematic complexity”) used two approaches, LDA and Zeta, to model genre distribution and to measure thematic complexity (via the “Gini index”) for dime novels and high-brow genres. Their results support their hypothesis of high literature comprising a broader spectrum of subject areas than pulp fiction genres. On a similar line of enquiry, a team of seven researchers led by J.D. Porter used stylometric approaches to identify passages in novels that adopt stylistic traits from other genres (in the paper “Microgenres”).
Moving then to the applications, it is worth mentioning “Challenging Stylometry: The Authorship of the Baroque Play La Segunda Celestina”, by Laura Hernández Lorenzo and Joanna Byszuk (who wins our award of the most prolific stylometrician, with three co-authored papers, and who on top of that also has contributed a SIG-DLS blog post!). That of La Segunda Celestina is a real “challenge” for authorship attribution: in fact, the results of the analysis did not limit themselves to “solving” the problem, but suggested possible new lines of enquiry. In “Stylometric Analyses of Character Speeches in French Plays”, then, Ioana Galleron provided an effective example of “scalable reading”, combining multiple approaches to distinguish the style of male and female characters. Finally, Massimo Salgaro and Simone Rebora (i.e. myself, in the panel “Digital Humanities for the Study of Social Reading”) showed how stylometric approaches can also be used to distinguish professional and non-professional book reviews.
A conclusive note should be dedicated to “Stylometry for Noisy Medieval Data: Evaluating Paul Meyer’s Hagiographic Hypothesis” by Ariane Pinche, Jean-Baptiste Camps, and Thibault Clérice. The work stands out as a perfect realization of a processing pipeline (from handwritten text recognition to stylometric classification, with advanced techniques to reduce noise and manage spelling variants) that instantiates a fruitful dialogue with traditional literary research, by confirming (and in part disputing) Paul Meyer’s hypotheses about the composition of the French saint’s Lives. The paper was awarded the Paul Fortier Prize for the best young scholar paper of the conference. A further success that confirms the increasingly central position of digital literary stylistics in DH research.
The SIG-DLS steering committee reiterates their congratulations to Ariane, Jean-Baptiste, and Thibault, but also to the Programme Committee chairs Elena and Fabio, and to the local organizers Joris and Franciska, for making such a spectacular conference possible. Looking forward to meeting you all again in Ottawa (hopefully, with even more stylometry to discuss)!