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 51–60 of 881 papers

Title	Date	Tasks	Status	Hype
Neural Topic Modeling with Bidirectional Adversarial Training	Apr 26, 2020	ClusteringText Clustering	CodeCode Available	1
A Gamma-Poisson Mixture Topic Model for Short Text	Apr 23, 2020	text-classificationText Classification	CodeCode Available	1
Keyword Assisted Topic Models	Apr 13, 2020	Document ClassificationTopic Models	CodeCode Available	1
A Graph Convolutional Topic Model for Short and Noisy Text Streams	Mar 13, 2020	Topic ModelsWord Embeddings	CodeCode Available	1
Topic Modeling with Wasserstein Autoencoders	Jul 24, 2019	DiversityGenerative Adversarial Network	CodeCode Available	1
Topic Modeling in Embedding Spaces	Jul 8, 2019	Topic ModelsVariational Inference	CodeCode Available	1
Adapting Text Embeddings for Causal Inference	May 29, 2019	Causal IdentificationCausal Inference	CodeCode Available	1
HPI-DHC at TREC 2018 Precision Medicine Track	Nov 14, 2018	ArticlesDocument Classification	CodeCode Available	1
Topic Modeling based on Keywords and Context	Oct 7, 2017	General ClassificationTopic Models	CodeCode Available	1
A network approach to topic models	Aug 4, 2017	Community DetectionModel Selection	CodeCode Available	1

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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