Topic Models

A topic model is a type of statistical model for discovering the abstract "topics" that occur in a collection of documents. Topic modeling is a frequently used text-mining tool for the discovery of hidden semantic structures in a text body.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 61–70 of 881 papers

Title	Date	Tasks	Status	Hype
Structural Regularities in Text-based Entity Vector Spaces	Jul 25, 2017	ClusteringEntity Retrieval	CodeCode Available	1
Autoencoding Variational Inference For Topic Models	Mar 4, 2017	Topic ModelsVariational Inference	CodeCode Available	1
End-to-end Learning of LDA by Mirror-Descent Back Propagation over a Deep Architecture	Aug 14, 2015	General Classificationparameter estimation	CodeCode Available	1
How Many Topics? Stability Analysis for Topic Models	Apr 16, 2014	ClusteringDiversity	CodeCode Available	1
Latent Dirichlet Allocation	Jan 1, 2003	Collaborative Filteringparameter estimation	CodeCode Available	1
Narrative Shift Detection: A Hybrid Approach of Dynamic Topic Models and Large Language Models	Jun 25, 2025	ArticlesChange Point Detection	CodeCode Available	0
Constrained Non-negative Matrix Factorization for Guided Topic Modeling of Minority Topics	May 22, 2025	Topic Models	CodeCode Available	0
topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation	May 19, 2025	modelTopic Models	—Unverified	0
HAMLET: Healthcare-focused Adaptive Multilingual Learning Embedding-based Topic Modeling	May 12, 2025	Topic Models	—Unverified	0
Fully Bayesian Approaches to Topics over Time	Apr 21, 2025	Topic Models	—Unverified	0

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All datasets 20NewsGroups AG News 20 Newsgroups Arxiv HEP-TH citation graph AgNews NYT

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	vONTSS	C_v	0.69	—	Unverified
2	GSM	C_v	0.55	—	Unverified
3	vNVDM	C_v	0.52	—	Unverified
4	ETM	C_v	0.51	—	Unverified
5	NSTM	C_v	0.38	—	Unverified
6	ProdLDA	C_v	0.35	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	vONTSS	C_v	0.49	—	Unverified
2	vNVDM	C_v	0.44	—	Unverified
3	GSM	C_v	0.41	—	Unverified
4	ETM	C_v	0.41	—	Unverified
5	NSTM	C_v	0.37	—	Unverified
6	ProdLDA	C_v	0.32	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	NVDM	Test perplexity	836	—	Unverified
2	Bayesian SMM	Test perplexity	515	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	JoSH	MACC	83.24	—	Unverified
2	TopicEq	Topic Coherence@50	0.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	vONTSS	C_v	0.49	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	JoSH	MACC	90.91	—	Unverified