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 91–100 of 881 papers

Title	Date	Tasks	Status
Asymptotic Bayesian Generalization Error in Latent Dirichlet Allocation and Stochastic Matrix Factorization	Sep 13, 2017	Bayesian InferenceTopic Models	—Unverified
A Computationally Efficient Algorithm for Learning Topical Collocation Models	Jul 1, 2015	Document ClassificationInformation Retrieval	—Unverified
AutoTM 2.0: Automatic Topic Modeling Framework for Documents Analysis	Oct 1, 2024	Topic Models	—Unverified
BART-TL: Weakly-Supervised Topic Label Generation	Apr 1, 2021	Topic Models	—Unverified
Benchmarking Neural Topic Models: An Empirical Study	Aug 1, 2021	BenchmarkingTopic Models	—Unverified
A Supervised Neural Autoregressive Topic Model for Simultaneous Image Classification and Annotation	May 23, 2013	General Classificationimage-classification	—Unverified
Asynchronous Distributed Learning of Topic Models	Dec 1, 2008	Topic Models	—Unverified
An Automatic Approach for Document-level Topic Model Evaluation	Jun 16, 2017	Topic Models	—Unverified
ATM:Adversarial-neural Topic Model	Nov 1, 2018	ArticlesEvent Extraction	—Unverified
Assessing Violence Risk in Threatening Communications	Jun 1, 2014	Topic 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