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 201–210 of 881 papers

Title	Date	Tasks	Status	Hype
Variational Gaussian Topic Model with Invertible Neural Projections	May 21, 2021	DecoderTopic Models	—Unverified	0
Learning a Latent Simplex in Input-Sparsity Time	May 17, 2021	Topic Models	—Unverified	0
GraphTMT: Unsupervised Graph-based Topic Modeling from Video Transcripts	May 4, 2021	ClusteringTopic Models	CodeCode Available	0
Deep Probabilistic Graphical Modeling	Apr 25, 2021	Topic Models	—Unverified	0
OCTIS: Comparing and Optimizing Topic models is Simple!	Apr 19, 2021	Bayesian OptimisationBayesian Optimization	CodeCode Available	1
Few-shot Learning for Topic Modeling	Apr 19, 2021	Few-Shot LearningTopic Models	—Unverified	0
Hierarchical Topic Presence Models	Apr 16, 2021	Data AugmentationTopic Models	—Unverified	0
AI supported Topic Modeling using KNIME-Workflows	Apr 15, 2021	Text SummarizationTopic Models	—Unverified	0
Fine-tuning Encoders for Improved Monolingual and Zero-shot Polylingual Neural Topic Modeling	Apr 11, 2021	ClassificationCross-Lingual Transfer	CodeCode Available	0
A Bayesian approach to modeling topic-metadata relationships	Apr 6, 2021	regressionTopic 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