Leaderboards/Topic Modeling

Topic Modeling

Last updated June 1, 2026

Rising Stars

New and hot

Rising Stars Researchers

1
Ji-Rong Wen
Renmin University of China
99
2
Anja Thieme
Microsoft Research (United Kingdom)
62
3
Khaled Shaalan
British University in Dubai
39

Rising Stars Papers

1
A Survey of Large Language Models
Frontiers of Computer Science|2026
1.4k cit.
2
A survey on large language model based autonomous agents
Frontiers of Computer Science|2024
1.1k cit.
3
Multimodal Healthcare AI: Identifying and Designing Clinically Relevant Vision-Language Applications for Radiology
Unknown Journal|2024
69 cit.
4
Advancing Predictive Healthcare: A Systematic Review of Transformer Models in Electronic Health Records
Computers|2025
13 cit.
5
Artificial Intelligence and Immersive Technologies: Virtual Assistants in AR/VR for Special Needs Learners
Computers|2025
7 cit.

Emerging Leaders

Gaining momentum

Emerging Leaders Researchers

1
Wayne Xin Zhao
Renmin University of China
99
2
Wannes Janssens
University College Ghent
73
3
Lina Yang
Liupanshui Normal University
72
4
Takamitsu Watanabe
The University of Tokyo
71
5
Simon A. Lee
University of California, Los Angeles
69
6
Rayees Ahamad
Birla Institute of Technology, Mesra
66
7
Mayank Agarwal
All India Institute of Medical Sciences
64
8
Andrada Elena Urdă-Cîmpean
Iuliu Hațieganu University of Medicine and Pharmacy
62
9
Farah Shahid
Taipei Medical University
62
10
Jacob Munson
Montana State University
61

Emerging Leaders Papers

1
A Survey of Large Language Models
Frontiers of Computer Science|2026
1.4k cit.
2
Evaluating ChatGPT-3.5 and Claude-2 in Answering and Explaining Conceptual Medical Physiology Multiple-Choice Questions
Cureus|2023
34 cit.
3
Exploring sentiment analysis in handwritten and E-text documents using advanced machine learning techniques: a novel approach
Journal Of Big Data|2025
18 cit.
4
Evaluating the Accuracy and Reliability of Large Language Models (ChatGPT, Claude, DeepSeek, Gemini, Grok, and Le Chat) in Answering Item-Analyzed Multiple-Choice Questions on Blood Physiology
Cureus|2025
17 cit.
5
Using Generative AI to Extract Structured Information from Free Text Pathology Reports
Journal of Medical Systems|2025
14 cit.
6
Assessing the Accuracy of Diagnostic Capabilities of Large Language Models
Diagnostics|2025
9 cit.
7
A Comparative Analysis of Topic Reduction Techniques for BERTopic
IEEE Access|2025
6 cit.
8
Difficulty aware programming knowledge tracing via large language models
Scientific Reports|2025
5 cit.
9
Clinical decision support using pseudo-notes from multiple streams of EHR data
npj Digital Medicine|2025
4 cit.
10
A review of large language models and the recommendation task
Discover Artificial Intelligence|2025
3 cit.

All-Time Leaders

The canon

All-Time Leaders Researchers

1
Kai-Wei Chang
University of Virginia
63
2
Wei Peng
Florida International University
58
3
Evelina Fedorenko
Massachusetts Institute of Technology
56
4
Batya Friedman
University of Washington
50
5
Shaoping Ma
Tsinghua University
40
6
Zhiyong Lu
National Center for Biotechnology Information
35
7
Samuel R. Bowman
New York University
21
8
Γεώργιος Παλιούρας
National Centre of Scientific Research "Demokritos"
19
9
Tao Zhou
Hangzhou Normal University
16
10
Zhi Zhong
National University of Singapore
8

All-Time Leaders Papers

1
Broad domain generality in focal regions of frontal and parietal cortex
Proceedings of the National Academy of Sciences|2013
1.1k cit.
2
Recommender systems
Physics Reports|2012
976 cit.
3
BioCreative V CDR task corpus: a resource for chemical disease relation extraction
Database|2016
873 cit.
4
Data Statements for Natural Language Processing: Toward Mitigating System Bias and Enabling Better Science
Transactions of the Association for Computational Linguistics|2018
794 cit.
5
Men Also Like Shopping: Reducing Gender Bias Amplification using Corpus-level Constraints
Unknown Journal|2017
770 cit.
6
Neural Attentional Rating Regression with Review-level Explanations
Unknown Journal|2018
623 cit.
7
An overview of the BIOASQ large-scale biomedical semantic indexing and question answering competition
BMC Bioinformatics|2015
571 cit.
8
A Transformer-based Approach for Source Code Summarization
Unknown Journal|2020
364 cit.
9
Towards Robust Linguistic Analysis using OntoNotes
Institutional Research Information System (Università degli Studi di Trento)|2013
363 cit.
10
A Broad-Coverage Challenge Corpus for Sentence Understanding through Inference
Unknown Journal|2018
325 cit.

Indexing Topic Modeling Reagents

Citation data for reagents in this field is currently compiling.