Topic Modeling

TopicLeading institutions, researchers & key papers

This cluster of papers covers a wide range of advancements in natural language processing, including neural network architectures, word representation models, machine translation techniques, text classification algorithms, semantic similarity measures, named entity recognition methods, pretrained language models, sequence-to-sequence learning approaches, topic modeling strategies, and information retrieval systems.

251

Works

IDs:OpenAlex

How has Topic Modeling's publication output changed over time?

ScholarIQpublication output · 2009–2025

Output grew0% over the shown period — from 1 works in 2009 to 1 in 2025.

2009201620172018201920202021202220232025

What are the most-cited papers on Topic Modeling?

ScholarIQmost cited works

TinyBERT: Distilling BERT for Natural Language Understanding

Xiaoqi Jiao, Yichun Yin, Lifeng Shang, Xin Jiang, Xiao Dong Chen, Linlin Li, Fang Wang, Qun Liu

20201,674 CitationsOPEN ACCESS

Toward expert-level medical question answering with large language models

K. K. Singhal, Tao Tu, Juraj Gottweis, Rory Sayres, Ellery Wulczyn, Mohamed Amin, Le Hou, Kevin Clark, Stephen Pfohl, Heather Cole-Lewis, Darlene Neal, Qazi Mamunur Rashid, Mike Schaekermann, Amy Wang, Dev Dash, Jonathan H. Chen, Nigam H. Shah, Sami Lachgar, P. Mansfield, Sushant Prakash, Bradley Green, Ewa Dominowska, Blaise Agüera y Arcas, Nenad Tomašev, Yun Liu, Renee Wong, Christopher Semturs, S. Sara Mahdavi, Joëlle Barral, Dale R. Webster, Greg S. Corrado, Yossi Matias, Shekoofeh Azizi, Alan Karthikesalingam, Vivek Natarajan

Nature Medicine. 2025815 CitationsOPEN ACCESS

CTRL: A Conditional Transformer Language Model for Controllable Generation

Nitish Shirish Keskar, Bryan McCann, Lav R. Varshney, Caiming Xiong, Richard Socher

arXiv (Cornell University). 2019791 CitationsOPEN ACCESS

LUKE: Deep Contextualized Entity Representations with Entity-aware Self-attention

Ikuya Yamada, Akari Asai, Hiroyuki Shindo, Hideaki Takeda, Yūji Matsumoto

2020571 CitationsOPEN ACCESS

Incorporating domain knowledge into topic modeling via Dirichlet Forest priors

David Andrzejewski, Xiaojin Zhu, Mark Craven

2009431 CitationsOPEN ACCESS