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 71–80 of 881 papers

Title	Date	Tasks	Status	Score
Exploring Topic Coherence over Many Models and Many Topics	Jul 1, 2012	Document ClassificationInformation Retrieval	CodeCode Available	5
Evaluating Negative Sampling Approaches for Neural Topic Models	Mar 23, 2025	Document ClassificationTopic Models	CodeCode Available	5
EvaLDA: Efficient Evasion Attacks Towards Latent Dirichlet Allocation	Dec 9, 2020	document understandingInformation Retrieval	CodeCode Available	5
Evaluating Topic Quality with Posterior Variability	Sep 8, 2019	Bayesian InferenceTopic Models	CodeCode Available	5
ESTEEM: A Novel Framework for Qualitatively Evaluating and Visualizing Spatiotemporal Embeddings in Social Media	Jul 1, 2017	Named Entity Recognition (NER)Part-Of-Speech Tagging	CodeCode Available	5
A new evaluation framework for topic modeling algorithms based on synthetic corpora	Jan 28, 2019	General ClassificationTopic Models	CodeCode Available	5
ETC-NLG: End-to-end Topic-Conditioned Natural Language Generation	Aug 25, 2020	AttributeComputational Efficiency	CodeCode Available	5
Explainable and Discourse Topic-aware Neural Language Understanding	Jun 18, 2020	Document ClassificationLanguage Modeling	CodeCode Available	5
Federated Neural Topic Models	Dec 5, 2022	DiversityTopic Models	CodeCode Available	5
A Neural Generative Model for Joint Learning Topics and Topic-Specific Word Embeddings	Aug 11, 2020	Sentiment AnalysisSentiment Classification	CodeCode Available	5

Show:10 25 50

← PrevPage 8 of 89Next →

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