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 551–560 of 881 papers

Title	Date	Tasks	Status
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
Learning Contextualized Music Semantics from Tags via a Siamese Network	Apr 29, 2015	Information RetrievalMusic Information Retrieval	—Unverified
Learning Contextualized Semantics from Co-occurring Terms via a Siamese Architecture	Jun 17, 2015	DescriptiveInformation Retrieval	—Unverified
Learning Lexicon Models from Search Logs for Query Expansion	Jul 1, 2012	Topic Models	—Unverified
Learning Mixed Membership Mallows Models from Pairwise Comparisons	Apr 3, 2015	Topic Models	—Unverified
Learning Mixtures of Arbitrary Distributions over Large Discrete Domains	Dec 7, 2012	2kDimensionality Reduction	—Unverified
Learning Multilingual Topics from Incomparable Corpus	Jun 11, 2018	Topic ModelsTransfer Learning	—Unverified

Show:10 25 50

← PrevPage 56 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