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 81–90 of 881 papers

Title	Date	Tasks	Status	Hype
Towards the TopMost: A Topic Modeling System Toolkit	Sep 13, 2023	Topic ModelsVariational Inference	CodeCode Available	0
Evaluating Dynamic Topic Models	Sep 12, 2023	Topic Models	—Unverified	0
Towards Generalising Neural Topical Representations	Jul 24, 2023	Data AugmentationTopic Models	CodeCode Available	0
Large-Scale Evaluation of Topic Models and Dimensionality Reduction Methods for 2D Text Spatialization	Jul 17, 2023	Dimensionality ReductionSemantic Similarity	CodeCode Available	0
vONTSS: vMF based semi-supervised neural topic modeling with optimal transport	Jul 3, 2023	ClassificationDiversity	—Unverified	0
Effective Neural Topic Modeling with Embedding Clustering Regularization	Jun 7, 2023	ClusteringTopic Models	CodeCode Available	1
Painsight: An Extendable Opinion Mining Framework for Detecting Pain Points Based on Online Customer Reviews	Jun 3, 2023	Opinion MiningSentiment Analysis	—Unverified	0
Diversity-Aware Coherence Loss for Improving Neural Topic Models	May 25, 2023	DiversityTopic Models	CodeCode Available	0
Contextualized Topic Coherence Metrics	May 23, 2023	Topic Models	CodeCode Available	0
Revisiting Automated Topic Model Evaluation with Large Language Models	May 20, 2023	Topic Models	CodeCode Available	1

Show:10 25 50

← PrevPage 9 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