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Provocations from the Humanities for Generative AI Research
Lauren Klein, Meredith Martin, André Brock, Maria Antoniak, Melanie Walsh, Jessica Marie Johnson, Lauren Tilton, David Mimno
Characterizing Narrative Content in Web-scale LLM Pretraining Data
Teagan Johnson, Elliott Ash, Andrew Piper, Maria Antoniak
EMNLP Findings (2026)
LLM-Generated or Human-Written? Comparing Review and Non-Review Papers on ArXiv
Yanai Elazar and Maria Antoniak
EMNLP Findings (2026)
Epistemic diversity and knowledge collapse in large language models
Dustin Wright, Sarah Masud, Jared Moore, Srishti Yadav, Maria Antoniak, Peter Ebert Christensen, Chan Young Park, Isabelle Augenstein
EMNLP (2026)
The Garden of Forking Prompts: How Users Explore Narrative Space in Story Generation
Advait Deshmukh, Nora Benedict, Melanie Walsh, Maria Antoniak
COLM (2026)
AI Fiction in the Wild
Neel Gupta, Maria Antoniak, Melanie Walsh
Modern Fiction Studies (2026)
Social story frames: Contextual reasoning about narrative intent and reception
Joel Mire, Maria Antoniak, Steven R Wilson, Zexin Ma, Achyutarama R Ganti, Andrew Piper, Maarten Sap
ACL (2026)
Defining the Problem, Setting the Standard? Platform Narratives and Interventions for Digital Well-Being
Yu Yamashita, Lin Kyi, Changyang He, Ankolika De, Maria Antoniak, Yixin Zou, Asia Biega
FAccT (2026)
A reporting checklist for large language models in behavioural science.
Stefan Feuerriegel et al.
Nature Human Behaviour (2026)
Computational Hermeneutics: Evaluating Generative AI as a Cultural Technology
Cody Kommers, Ruth Ahnert, Maria Antoniak, Emmanouil Benetos, Steve Benford, Mercedes Bunz, Baptiste Caramiaux, Shauna Concannon, Martin Disley, James Dobson, Yali Du, Edgar Duéñez-Guzmån, Kerry Francksen, Evelyn Gius, Jonathan Gray, Ryan Heuser, Sarah Immel, Richard So, Sang Leigh, Dalaki Livingston, Hoyt Long, Meredith Martin, Georgia Meyer, Daniela Mihai, Ashley Noel-Hirst, Kirsten Ostherr, Deven Parker, Yipeng Qin, Jessica Ratcliff, Emily Robinson, Karina Rodriguez, Adam Sobey, Ted Underwood, Aditya Vashistha, Matthew Wilkens, Youyou Wu, Zheng Yuan, Drew Hemment
Frontiers in AI (2026)
so much depends / upon / a whitespace: Why Whitespace Matters for Poets and LLMs
Sriharsh Bhyravajjula, Melanie Walsh, Anna Preus, Maria Antoniak
EMNLP (2025)
Multi-Modal Framing Analysis of News
Arnav Arora, Srishti Yadav, Maria Antoniak, Serge Belongie, Isabelle Augenstein
EMNLP (2025)
LLMs as Research Tools: A Large Scale Survey of Researchersâ Usage and Perceptions
Zhehui Liao, Maria Antoniak, Inyoung Cheong, Evie Yu-Yen Cheng, Ai-Heng Lee, Kyle Lo, Joseph Chee Chang, Amy X. Zhang
COLM (2025)
Research Borderlands: Analysing Writing Across Research Cultures
Shaily Bhatt, Tal August, Maria Antoniak
ACL (2025)
Information-Guided Identification of Training Data Imprint in (Proprietary) Large Language Models
Abhilasha Ravichander, Jillian Fisher, Taylor Sorensen, Ximing Lu, Yuchen Lin, Maria Antoniak, Niloofar Mireshghallah, Chandra Bhagavatula, Yejin Choi
NAACL (2025)
Clinician as editor: notes in the era of AI scribes
Sari Altschuler, Ian Huntington, Maria Antoniak, Lauren F Klein
The Lancet (2024)
Sonnet or Not, Bot? Poetry Evaluation for Large Models and Datasets
Melanie Walsh, Anna Preus, Maria Antoniak
EMNLP Findings (2024)
The Empirical Variability of Narrative Perceptions of Social Media Texts
Joel Mire, Maria Antoniak, Elliott Ash, Andrew Piper, Maarten Sap
EMNLP (2024)
Trust No Bot: Personal Disclosures in Human-LLM Conversations
Maria Antoniak*, Niloofar Mireshghallah*, Yash More*, Yejin Choi, Golnoosh Farnadi (*equal contribution)
COLM (2024)
Where Do People Tell Stories Online? Story Detection Across Online Communities
Maria Antoniak, Joel Mire, Maarten Sap, Elliott Ash, Andrew Piper
ACL (2024)
NLP for Maternal Healthcare: Perspectives and Guiding Principles in the Age of LLMs
Maria Antoniak, Aakanksha Naik, Carla S. Alvarado, Lucy Lu Wang, Irene Y. Chen
FAccT (2024)
Personalized Jargon Identification for Enhanced Interdisciplinary Communication
Yue Guo, Joseph Chee Chang, Maria Antoniak, Erin Bransom, Trevor Cohen, Lucy Lu Wang, and Tal August
NAACL (2024)
Sensemaking About Contraceptive Methods Across Online Platforms
LeAnn McDowall, Maria Antoniak, David Mimno
ICWSM (2024)
The Afterlives of Shakespeare and Company in Online Social Readership
Maria Antoniak, David Mimno, Rosamond Thalken, Melanie Walsh, Matthew Wilkens, and Gregory Yauney (all equal contributions)
Journal of Cultural Analytics and Modernism/modernity (2024)
#BLM Insurgent Discourse, White Structures of Feeling, and the Fate of the 2020 âRacial Awakeningâ
Long Le-Khac, Maria Antoniak, and Richard Jean So
New Literary History (2023)
Riveter: Measuring Power and Social Dynamics Between Entities
Maria Antoniak, Anjalie Field, Jimin Mun, Melanie Walsh, Lauren F. Klein, Maarten Sap
ACL (2023)
Narrative Datasets through the Lenses of NLP and HCI
Sharifa Sultana, Renwen Zhang, Hajin Lim, Maria Antoniak
NLP+HCI Workshop at NAACL (2022)
Heroes, Villains, and Victims, and GPT-3: Automated Extraction of Character Roles Without Training Data
Dominik Stammbach, Maria Antoniak, Elliott Ash
Narrative Understanding Workshop at NAACL (2022)
âTecnologica cosaâ: Modeling Storyteller Personalities in Boccaccioâs Decameron
A. Feder Cooper, Maria Antoniak, Christopher De Sa, David Mimno, Marilyn Migiel
LaTeCH-CLfL Workshop at EMNLP (2021)
Bad Seeds: Evaluating Lexical Methods for Bias Measurement
Maria Antoniak and David Mimno
ACL (2021)
Tags, Borders, and Catalogs: Social Re-Working of Genre on LibraryThing
Maria Antoniak, Melanie Walsh, and David Mimno
CSCW (2021)
The Goodreads âClassicsâ: A Computational Study of Readers, Amazon, and Crowdsourced Amateur Criticism
Melanie Walsh and Maria Antoniak
Post45 x Cultural Analytics (2021)
Imagined examples of painful experiences provided by chronic low back pain patients and attributed a pain numerical rating score
Robert Stewart Griffin, Maria Antoniak, Phuong Dinh Mac, Vladimir Kramskiy, Seth Waldman, David Mimno
Frontiers in Neuroscience (2020)
Narrative Paths and Negotiation of Power in Birth Stories
Maria Antoniak, David Mimno, and Karen Levy
CSCW (2019)
Evaluating the Stability of Embedding-based Word Similarities
Maria Antoniak and David Mimno
TACL (2018)
Natural Language Processing Techniques on Oil and Gas Drilling Data
Maria Antoniak, Jeff Dagliesh, and Justin Lo
SPE Intelligent Energy Conference and Exhibition (2016)
Leveraging Paraphrase Labels to Extract Synonyms from Twitter
Maria Antoniak, Eric Bell, and Fei Xia
Florida Artificial Intelligence Research Society Conference (2015)
Meaning Is Not A Metric: Using LLMs to make cultural context legible at scale
Cody Kommers, Drew Hemment, Maria Antoniak, Joel Z. Leibo, Hoyt Long, Emily Robinson, Adam Sobey
Cultural Evaluations of Vision-Language Models Have a Lot to Learn from Cultural Theory
Srishti Yadav, Lauren Tilton, Maria Antoniak, Taylor Arnold, Jiaang Li, Siddhesh Milind Pawar, Antonia Karamolegkou, Stella Frank, Zhaochong An, Negar Rostamzadeh, Daniel Hershcovich, Serge Belongie, Ekaterina Shutova