Workshop on Natural Language Processing for Digital Humanities (NLP4DH)

The Workshop on Natural Language Processing for Digital Humanities is co-located with ICON 2021 with proceedings published in the ACL anthology. The workshop will take place virtually on the 19th of December 2021.

The focus of the workshop is on applying natural language processing techniques to digital humanities research. The topics can be anything of digital humanities interest with a natural language processing or generation aspect. A list of suitable topics includes but is not limited to:

Paper submission

We solicit original and unpublished work related to digital humanities and natural language processing. Short papers can be up to 4 pages in length and long papers up to 8 pages. Both submission formats can have an unlimited number of pages for references. All submissions must follow the ACL stylesheet (Overleaf template). We don’t accept submissions that consist of an abstract only.

The submissions must be anonymous and they will be peer-reviewed by our program committee. The peer review is double blinded. Please see “Paper Submission Information” on the main conference website for more information.

Papers must be submitted using SoftConf by the workshop deadline. At least one of the authors of an accepted paper must register for the main conference and present the paper.

Accepted papers (short and long) will be published in the workshop proceedings that will appear in the ACL Anthology. Accepted papers will also be given an additional page to address the reviewers’ comments. The length of a camera ready submission can then be 5 pages for a short paper and 9 for a long paper with an unlimited number of pages for references.

New: The authors of the accepted papers will be invited to submit an extended version of their workshop paper to a special issue in the Journal of Data Mining & Digital Humanities.

Important dates

Workshop schedule

All these times are in Finnish time (GMT+2)

December 19, 2021

9:45 – 10:00


10:00 – 11:00

Session 1: Sentiment

10:00 – 10:20   

Sentiment Dynamics of Success: Fractal Scaling of Story Arcs Predicts Reader Preferences

Yuri Bizzoni, Telma Peura, Mads Thomsen and Kristoffer Nielbo

10:20 – 10:40   

The Validity of Lexicon-based Sentiment Analysis in Interdisciplinary Research

Emily Öhman

10:40 – 11:00   

How Does the Hate Speech Corpus Concern Sociolinguistic Discussions? A Case Study on Korean Online News Comments

Won Ik Cho and Jihyung Moon

11:00 – 11:15

Coffee break

11:15 – 12:15

Session 2: Historical data

11:15 – 11:35   

MacBERTh: Development and Evaluation of a Historically Pre-trained Language Model for English (1450-1950)

Enrique Manjavacas Arevalo and Lauren Fonteyn

11:35 – 11:55   

Named Entity Recognition for French medieval charters

Sergio Torres Aguilar and Dominique Stutzmann

11:55 – 12:15   

Processing M.A. Castrén’s Materials: Multilingual Historical and Handwritten Manuscripts

Niko Partanen, Jack Rueter, Khalid Alnajjar and Mika Hämäläinen

12:15 – 13:15


13:15 – 14:15

Session 3: Literature

13:15 – 13:35   

Lotte and Annette: A Framework for Finding and Exploring Key Passages in Literary Works

Frederik Arnold and Robert Jäschke

13:35 – 13:55   

Using Referring Expression Generation to Model Literary Style

Nick Montfort, Ardalan SadeghiKivi, Joanne Yuan and Alan Zhu

13:55 – 14:15   

The concept of nation in nineteenth-century Greek fiction through computational literary analysis

Fotini Koidaki, Despina Christou, Katerina Tiktopoulou and Grigorios Tsoumakas

14:15 – 14:30

Coffee break

14:30 – 16:00

Session 4: Posters

14:30 – 16:00   

Logical Layout Analysis Applied to Historical Newspapers

Nicolas Gutehrlé and Iana Atanassova

14:30 – 16:00   

“Don’t worry, it’s just noise'”: quantifying the impact of files treated as single textual units when they are really collections

Thibault Clérice

14:30 – 16:00   

NLP in the DH pipeline: Transfer-learning to a Chronolect

Aynat Rubinstein and Avi Shmidman

14:30 – 16:00   

Using Computational Grounded Theory to Understand Tutors’ Experiences in the Gig Economy

Lama Alqazlan, Rob Procter, Michael Castelle

14:30 – 16:00   

Can Domain Pre-training Help Interdisciplinary Researchers from Data Annotation Poverty? A Case Study of Legal Argument Mining with BERT-based Transformers

Gechuan Zhang, David Lillis, Paul Nulty

14:30 – 16:00   

Japanese Beauty Marketing on Social Media: Critical Discourse Analysis Meets NLP

Emily Öhman and Amy Metcalfe

14:30 – 16:00   

Text Zoning of Theater Reviews: How Different are Journalistic from Blogger Reviews?

Mylene Maignant, Thierry Poibeau, Gaëtan Brison

14:30 – 16:00   

Word Sense Induction with Attentive Context Clustering

‪Moshe Stekel‬‏, Amos Azaria and Shai Gordin

14:30 – 16:00   

Transferring Modern Named Entity Recognition to the Historical Domain: How to Take the Step?

Baptiste Blouin, Benoit Favre, Jeremy Auguste and Christian Henriot

14:30 – 16:00   

TFW2V: An Enhanced Document Similarity Method for the Morphologically Rich Finnish Language

Quan Duong, Mika Hämäläinen and Khalid Alnajjar

14:30 – 16:00   

Did You Enjoy the Last Supper? An Experimental Study on Cross-Domain NER Models for the Art Domain

Alejandro Sierra-Múnera and Ralf Krestel

14:30 – 16:00   

An Exploratory Study on Temporally Evolving Discussion around Covid-19 using Diachronic Word Embeddings

Avinash Tulasi, Asanobu Kitamoto, Ponnurangam Kumaraguru and Arun Balaji Buduru


Mika Hämäläinen, Rootroo Ltd and University of Helsinki

Khalid Alnajjar, Rootroo Ltd and University of Helsinki

Niko Partanen, University of Helsinki

Jack Rueter, University of Helsinki

You can contact us by email

Program committee

Iana Atanassova, Université de Bourgogne Franche-Comté
Yuri Bizzoni, Aarhus University
Miriam Butt, University of Konstanz
Jeremy Bradley, University of Vienna
Won Ik Cho, Seoul National University
Stefania Degaetano-Ortlieb, Saarland University
Quan Duong, University of Helsinki
Valts Ernštreits, University of Latvia Livonian Institute
Luke Gessler, Georgetown University
Hugo Gonçalo Oliveira, University of Coimbra
Kenichi Iwatsuki, ARIKTTA
Maciej Janicki, University of Helsinki
Heiki-Jaan Kaalep, University of Tartu
Maximilian Koppatz, Sanoma Media Finland
Mikko Kurimo, Aalto University
Leo Leppänen, University of Helsinki
Enrique Manjavacas Arevalo, University of Leiden
Matej Martinc, Jozef Stefan Institute
Flammie Pirinen, UiT The Arctic University of Norway
Lidia Pivovarova, University of Helsinki
Tyler Shoemaker, University of California, Davis
Liisa Lotta Tarvainen-Li, Acolad
Jörg Tiedemann, University of Helsinki
Jouni Tuominen, Aalto University
Linda Wiechetek, UiT The Arctic University of Norway
Joshua Wilbur, University of Tartu
Shuo Zhang, Bose Corporation
Emily Öhman, Waseda University