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 171–180 of 881 papers

Title	Date	Tasks	Status	Hype
Contrastive Learning for Neural Topic Model	Oct 25, 2021	Contrastive Learningmodel	CodeCode Available	1
Recommender Systems meet Mechanism Design	Oct 25, 2021	Recommendation SystemsTopic Models	—Unverified	0
SocialVisTUM: An Interactive Visualization Toolkit for Correlated Neural Topic Models on Social Media Opinion Mining	Oct 20, 2021	Opinion MiningTopic Models	—Unverified	0
n-stage Latent Dirichlet Allocation: A Novel Approach for LDA	Oct 16, 2021	Sentiment AnalysisText Classification	CodeCode Available	0
Neural Attention-Aware Hierarchical Topic Model	Oct 14, 2021	modelSentence	—Unverified	0
Topic Model Supervised by Understanding Map	Oct 12, 2021	modelTopic Models	—Unverified	0
Learning Topic Models: Identifiability and Finite-Sample Analysis	Oct 8, 2021	Topic Models	—Unverified	0
Beyond Topics: Discovering Latent Healthcare Objectives from Event Sequences	Oct 4, 2021	ManagementTopic Models	—Unverified	0
One Objective for All Models --- Self-supervised Learning for Topic Models	Sep 29, 2021	AllSelf-Supervised Learning	—Unverified	0
Generating Scenes with Latent Object Models	Sep 29, 2021	ObjectRe-Ranking	—Unverified	0

Show:10 25 50

← PrevPage 18 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