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 731–740 of 881 papers

Title	Date	Tasks	Status
Stability of Topic Modeling via Matrix Factorization	Feb 23, 2017	ClusteringEnsemble Learning	CodeCode Available
TopicNet: Semantic Graph-Guided Topic Discovery	Oct 27, 2021	Inductive BiasTopic Models	CodeCode Available
Comparative Evaluation of Label-Agnostic Selection Bias in Multilingual Hate Speech Datasets	Nov 1, 2020	Hate Speech DetectionSelection bias	CodeCode Available
Explainable and Discourse Topic-aware Neural Language Understanding	Jun 18, 2020	Document ClassificationLanguage Modeling	CodeCode Available
Latent Tree Models for Hierarchical Topic Detection	May 21, 2016	ClusteringTopic Models	CodeCode Available
Reliability of Topic Modeling	Oct 30, 2024	Topic Models	CodeCode Available
Coherence-Aware Neural Topic Modeling	Sep 7, 2018	Topic ModelsVariational Inference	CodeCode Available
Neural Topic Models with Survival Supervision: Jointly Predicting Time-to-Event Outcomes and Learning How Clinical Features Relate	Jul 15, 2020	Survival AnalysisTime-to-Event Prediction	CodeCode Available
Exploring conversation topics in conversational artificial intelligence–Based social mediated communities of practice	May 11, 2022	Topic Modelsvalid	CodeCode Available
Statistical Model Aggregation via Parameter Matching	Nov 1, 2019	Gaussian Processesmodel	CodeCode Available

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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