Leaderboards/Computational and Text Analysis Methods

Computational and Text Analysis Methods

Last updated July 7, 2026

Rising Stars

New and hot

Rising Stars Researchers

1
Lisa P. Argyle
Brigham Young University
2
Caleb Ziems
Laboratoire d'Informatique de Paris-Nord
3
Li Lucy
University of California, Berkeley
4
Aly Abdelrazek
Nile University
5
Yan Tao
Cornell University
6
Allison J. B. Chaney
Duke University
7
Amir Feder
Google (United States)
8
Xiaobao Wu
Shanghai Jiao Tong University
9
Jianmo Ni
University of California San Diego
10
Su Lin Blodgett
Microsoft Research (United Kingdom)

Rising Stars Papers

1
Cultural bias and cultural alignment of large language models
PNAS Nexus|2024
253 cit.
2
A survey on neural topic models: methods, applications, and challenges
Artificial Intelligence Review|2024
95 cit.
3
Cu-Catalyzed Enantioselective S-Arylation of Sulfenamides Enabled by Confined Ligands
Organic Letters|2025
27 cit.
4
Testing theories of political persuasion using AI
Proceedings of the National Academy of Sciences|2025
19 cit.
5
On the Affinity, Rationality, and Diversity of Hierarchical Topic Modeling
Proceedings of the AAAI Conference on Artificial Intelligence|2024
9 cit.
6
Towards the TopMost: A Topic Modeling System Toolkit
Unknown Journal|2024
8 cit.
7
Modeling Dynamic Topics in Chain-Free Fashion by Evolution-Tracking Contrastive Learning and Unassociated Word Exclusion
Unknown Journal|2024
8 cit.
8
The Role of Self-Threat and Self-Affirmation in Initiation of Political Conversations
American Politics Research|2024
3 cit.
9
“One-Size-Fits-All”? Examining Expectations around What Constitute “Fair” or “Good” NLG System Behaviors
Unknown Journal|2024
3 cit.
10
Political persuasion by artificial intelligence
Science|2025
3 cit.

Emerging Leaders

Gaining momentum

Emerging Leaders Researchers

1
Colin Raffel
Vector Institute
2
Joanne Yu
City University of Macau
3
Mark Boukes
University of Amsterdam
4
Pedro Aceves
Johns Hopkins University
5
Andreu Casas
New York University
6
Wai‐Kit Ming
City University of Hong Kong
7
Yotam Ophir
University at Buffalo, State University of New York
8
Dominik Vajn
University of Lancashire
9
Yiwan Ye
University of Michigan–Dearborn
10
Emily Quan
Cornell University

Emerging Leaders Papers

1
A Topic Modeling Comparison Between LDA, NMF, Top2Vec, and BERTopic to Demystify Twitter Posts
Frontiers in Sociology|2022
886 cit.
2
Crosslingual Generalization through Multitask Finetuning
Unknown Journal|2023
338 cit.
3
Knowledge Discovery: Methods from data mining and machine learning
Social Science Research|2022
246 cit.
4
ByT5: Towards a Token-Free Future with Pre-trained Byte-to-Byte Models
Transactions of the Association for Computational Linguistics|2022
238 cit.
5
Artificial intelligence-generated virtual influencer: Examining the effects of emotional display on user engagement
Journal of Retailing and Consumer Services|2023
216 cit.
6
Evaluating the Factual Consistency of Large Language Models Through News Summarization
Unknown Journal|2023
52 cit.
7
Mobilizing Conceptual Spaces: How Word Embedding Models Can Inform Measurement and Theory Within Organization Science
Organization Science|2023
48 cit.
8
Partisanship on Social Media: In-Party Love Among American Politicians, Greater Engagement with Out-Party Hate Among Ordinary Users
Political Behavior|2023
39 cit.
9
Weaponizing reproductive rights: a mixed-method analysis of White nationalists’ discussion of abortions online
Information Communication & Society|2022
35 cit.
10
Petals: Collaborative Inference and Fine-tuning of Large Models
Unknown Journal|2023
35 cit.

Current Senior Leaders

Established & currently active

Current Senior Leaders Researchers

1
Kristina Toutanova
Stanford University
2
H. Russell Bernard
Arizona State University
3
Klaus Krippendorff
University of Pennsylvania
4
Brandon Stewart
Princeton University
5
Cheryl Campanella Bracken
Cleveland State University
6
David M. Blei
Princeton University
7
Dustin Tingley
Harvard University Press
8
David G. Rand
Cornell University
9
Mirella Lapata
University of Edinburgh
10
Mary C. Waters
Harvard University

Current Senior Leaders Papers

1
Publication (2019) [32525 citations, W2963341956]
Unknown Journal|2019
32.5k cit.
2
Latent dirichlet allocation
Journal of Machine Learning Research|2003
27k cit.
3
Content Analysis: An Introduction to its Methodology.
Journal of the American Statistical Association|1984
24.6k cit.
4
Probabilistic topic models
Communications of the ACM|2012
5.5k cit.
5
Techniques to Identify Themes
Field Methods|2003
5.4k cit.
6
Answering the Call for a Standard Reliability Measure for Coding Data
Communication Methods and Measures|2007
4.1k cit.
7
<b>mediation</b>:<i>R</i>Package for Causal Mediation Analysis
Journal of Statistical Software|2014
3.9k cit.
8
A general approach to causal mediation analysis.
Psychological Methods|2010
3.9k cit.
9
Hierarchical Dirichlet Processes
Journal of the American Statistical Association|2006
3.6k cit.
10
Text as Data: The Promise and Pitfalls of Automatic Content Analysis Methods for Political Texts
Political Analysis|2013
3.2k cit.

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