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

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Showing 431–440 of 881 papers

Title	Date	Tasks	Status
Discriminative Neural Topic Models	Jan 24, 2017	GPUTopic Models	—Unverified
LDA2Net: Digging under the surface of COVID-19 topics in scientific literature	Dec 2, 2021	Topic Models	—Unverified
LDAExplore: Visualizing Topic Models Generated Using Latent Dirichlet Allocation	Jul 23, 2015	Topic Models	—Unverified
LDAvis: A method for visualizing and interpreting topics	Jun 1, 2014	Topic Models	—Unverified
Learning a Concept Hierarchy from Multi-labeled Documents	Dec 1, 2014	Missing LabelsTopic Models	—Unverified
Learning a Latent Simplex in Input Sparsity Time	Jan 1, 2021	ClusteringTopic Models	—Unverified
Learning a Latent Simplex in Input-Sparsity Time	May 17, 2021	Topic Models	—Unverified
Learning Arbitrary Statistical Mixtures of Discrete Distributions	Apr 10, 2015	Collaborative FilteringTopic Models	—Unverified
Learning concept graphs from text with stick-breaking priors	Dec 1, 2010	Topic Models	—Unverified
Bilingual Topic Models for Comparable Corpora	Nov 30, 2021	Cross-Lingual Word EmbeddingsRetrieval	—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