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 321–330 of 881 papers

Title	Date	Tasks	Status	Hype
The Dynamic Embedded Topic Model	Jul 12, 2019	Articlesmodel	CodeCode Available	0
Topic Modeling in Embedding Spaces	Jul 8, 2019	Topic ModelsVariational Inference	CodeCode Available	1
La g\'en\'eration automatique de po\'esie en fran (Automatic Poetry Generation in French)	Jul 1, 2019	Topic Models	—Unverified	0
Leveraging Meta Information in Short Text Aggregation	Jul 1, 2019	ClusteringTopic Models	—Unverified	0
Interactive Topic Modeling with Anchor Words	Jun 18, 2019	Topic Models	—Unverified	0
Analyses of Multi-collection Corpora via Compound Topic Modeling	Jun 17, 2019	Topic ModelsVariational Inference	CodeCode Available	0
Sparse Parallel Training of Hierarchical Dirichlet Process Topic Models	Jun 6, 2019	Topic Models	CodeCode Available	0
Sign Clustering and Topic Extraction in Proto-Elamite	Jun 1, 2019	ClusteringDecipherment	CodeCode Available	0
Integration of Knowledge Graph Embedding Into Topic Modeling with Hierarchical Dirichlet Process	Jun 1, 2019	Document ClassificationGeneral Classification	—Unverified	0
Analyzing Bayesian Crosslingual Transfer in Topic Models	Jun 1, 2019	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