Computer-Assisted Reading and Discovery for Student Generated Text in Massive Open Online Courses. - Justin Reich; Dustin Tingley; Jetson Leder-Luis; Margaret E. Roberts; Brandon M. Stewart (J. Learn. Anal., 2014)

TopicCheck: Interactive Alignment for Assessing Topic Model Stability. - Jason Chuang; Margaret E. Roberts; Brandon M. Stewart; Rebecca Weiss; Dustin Tingley; Justin Grimmer; Jeffrey Heer (HLT-NAACL, 2015)

Navigating the Local Modes of Big Data: The Case of Topic Models. - Margaret E. Roberts; Brandon M. Stewart; Dustin Tingley (Computational Social Science, 2016)

On the Influence of Social Bots in Online Protests - Preliminary Findings of a Mexican Case Study. - Pablo Suárez-Serrato; Margaret E. Roberts; Clayton A. Davis; Filippo Menczer (SocInfo (2), 2016)

Toward Building a Legal Knowledge-Base of Chinese Judicial Documents for Large-Scale Analytics. - Amarnath Gupta; Alice Z. Wang; Kai Lin; Haoshen Hong; Haoran Sun; Benjamin L. Liebman; Rachel E. Stern; Subhasis Dasgupta; Margaret E. Roberts (JURIX, 2017)

How to Make Causal Inferences Using Texts. - Naoki Egami; Christian J. Fong; Justin Grimmer; Margaret E. Roberts; Brandon M. Stewart (CoRR, 2018)

On Constructing a Knowledge Base of Chinese Criminal Cases. - Xiaohan Wu; Benjamin L. Liebman; Rachel E. Stern; Margaret E. Roberts; Amarnath Gupta (JURIX, 2019)

Machine behaviour. - Iyad Rahwan; Manuel Cebrián; Nick Obradovich; Josh C. Bongard; Jean-François Bonnefon; Cynthia Breazeal; Jacob W. Crandall; Nicholas A. Christakis; Iain D. Couzin; Matthew O. Jackson; Nicholas R. Jennings; Ece Kamar; et al. (Nat., 2019)

Censorship of Online Encyclopedias: Implications for NLP Models. - Eddie Yang; Margaret E. Roberts (FAccT, 2021)

Causal Inference in Natural Language Processing: Estimation, Prediction, Interpretation and Beyond. - Amir Feder; Katherine A. Keith; Emaad Manzoor; Reid Pryzant; Dhanya Sridhar; Zach Wood-Doughty; Jacob Eisenstein; Justin Grimmer; Roi Reichart; Margaret E. Roberts; Brandon M. Stewart; Victor Veitch; et al. (Trans. Assoc. Comput. Linguistics, 2022)

Algorithmic Censoring in Dynamic Learning Systems. - Jennifer Chien; Margaret E. Roberts; Berk Ustun (EAAMO, 2023)

Destination Unreachable: Characterizing Internet Outages and Shutdowns. - Zachary S. Bischof; Kennedy Pitcher; Esteban Carisimo; Amanda Meng; Rafael Bezerra Nunes; Ramakrishna Padmanabhan; Margaret E. Roberts; Alex C. Snoeren; Alberto Dainotti (SIGCOMM, 2023)

Discovering influential text using convolutional neural networks. - Megan Ayers; Luke Sanford; Margaret E. Roberts; Eddie Yang (ACL (Findings), 2024)

Written for Lawyers or Users? Mapping the Complexity of Community Guidelines. - Mia Nahrgang; Nils B. Weidmann; Friederike Quint; Sebastian Nagel 006; Yannis Theocharis; Margaret E. Roberts (ICWSM, 2025)

Political Neutrality in AI is Impossible- But Here is How to Approximate it. - Jillian Fisher; Ruth E. Appel; Chan Young Park; Yujin Potter; Liwei Jiang; Taylor Sorensen; Shangbin Feng; Yulia Tsvetkov; Margaret E. Roberts; Jennifer Pan; Dawn Song; Yejin Choi 001 (CoRR, 2025)