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 631–640 of 881 papers

Title	Date	Tasks	Status
Viewpoint and Topic Modeling of Current Events	Aug 14, 2016	FormTopic Models	—Unverified
Visual Exploration of Stopword Probabilities in Topic Models	Jan 17, 2025	Topic Models	—Unverified
Visualization of the Topic Space of Argument Search Results in args.me	Nov 1, 2018	Topic Models	—Unverified
vONTSS: vMF based semi-supervised neural topic modeling with optimal transport	Jul 3, 2023	ClassificationDiversity	—Unverified
VSEC-LDA: Boosting Topic Modeling with Embedded Vocabulary Selection	Jan 15, 2020	Topic Models	—Unverified
VSEM: An open library for visual semantics representation	Aug 1, 2013	Image ClassificationImage Retrieval	—Unverified
WEAKLY SEMI-SUPERVISED NEURAL TOPIC MODELS	Mar 13, 2019	Topic Models	—Unverified
Web-Scale Language-Independent Cataloging of Noisy Product Listings for E-Commerce	Apr 1, 2017	Product CategorizationTopic Models	—Unverified
What we write about when we write about causality: Features of causal statements across large-scale social discourse	Apr 20, 2016	Sentiment AnalysisTopic Models	—Unverified
When are Overcomplete Topic Models Identifiable? Uniqueness of Tensor Tucker Decompositions with Structured Sparsity	Aug 13, 2013	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