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 861–870 of 881 papers

Title	Date	Tasks	Status
Exploring Thematic Coherence in Fake News	Dec 16, 2020	Topic Models	—Unverified
Exploring the Technology Landscape through Topic Modeling, Expert Involvement, and Reinforcement Learning	Jan 22, 2025	reinforcement-learningReinforcement Learning	—Unverified
Exploring Topic Discriminating Power of Words in Latent Dirichlet Allocation	Dec 1, 2016	Topic Models	—Unverified
A Bayesian approach to modeling topic-metadata relationships	Apr 6, 2021	regressionTopic Models	—Unverified
Exploring Topic-Metadata Relationships with the STM: A Bayesian Approach	Nov 16, 2021	regressionTopic Models	—Unverified
Extended Topic Model for Word Dependency	Jul 1, 2015	modelTopic Models	—Unverified
Extracting Topics with Simultaneous Word Co-occurrence and Semantic Correlation Graphs: Neural Topic Modeling for Short Texts	Nov 1, 2021	Topic ModelsVariational Inference	—Unverified
Factorized Topic Models	Jan 15, 2013	General ClassificationTopic Models	—Unverified
Fast Inference for Interactive Models of Text	Dec 1, 2016	ClusteringTopic Models	—Unverified
Fast Learning of Clusters and Topics via Sparse Posteriors	Sep 23, 2016	ArticlesTopic Models	—Unverified

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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