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 491–500 of 881 papers

Title	Date	Tasks	Status
Sentence Level Recurrent Topic Model: Letting Topics Speak for Themselves	Apr 7, 2016	SentenceShort-Text Conversation	—Unverified
Shared Components Topic Models	Jun 1, 2012	Topic Models	—Unverified
Short-Form Videos and Mental Health: A Knowledge-Guided Neural Topic Model	Jan 11, 2024	FormTopic Models	—Unverified
Short Text Topic Modeling: Application to tweets about Bitcoin	Mar 17, 2022	Topic Models	—Unverified
Short Text Understanding by Leveraging Knowledge into Topic Model	May 1, 2015	Topic Models	—Unverified
Siamese Network-Based Supervised Topic Modeling	Oct 1, 2018	General ClassificationSentiment Analysis	—Unverified
SocialVisTUM: An Interactive Visualization Toolkit for Correlated Neural Topic Models on Social Media Opinion Mining	Oct 20, 2021	Opinion MiningTopic Models	—Unverified
Sometimes Average is Best: The Importance of Averaging for Prediction using MCMC Inference in Topic Modeling	Oct 1, 2014	Topic Models	—Unverified
Sparse Allreduce: Efficient Scalable Communication for Power-Law Data	Dec 11, 2013	ClusteringTopic Models	—Unverified
SpectralLeader: Online Spectral Learning for Single Topic Models	Sep 21, 2017	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