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 51–75 of 881 papers

Title	Date	Tasks	Status	Hype	Score
ANTM: An Aligned Neural Topic Model for Exploring Evolving Topics	Feb 3, 2023	DiversityDynamic Topic Modeling	CodeCode Available	1	5
A network approach to topic models	Aug 4, 2017	Community DetectionModel Selection	CodeCode Available	1	5
Hierarchical Topic Mining via Joint Spherical Tree and Text Embedding	Jul 18, 2020	text-classificationText Classification	CodeCode Available	1	5
TopicModel4J: A Java Package for Topic Models	Oct 28, 2020	LemmatizationTopic Models	CodeCode Available	1	5
InfoCTM: A Mutual Information Maximization Perspective of Cross-Lingual Topic Modeling	Apr 7, 2023	Topic Models	CodeCode Available	1	5
Adapting Text Embeddings for Causal Inference	May 29, 2019	Causal IdentificationCausal Inference	CodeCode Available	1	5
Effective Neural Topic Modeling with Embedding Clustering Regularization	Jun 7, 2023	ClusteringTopic Models	CodeCode Available	1	5
End-to-end Learning of LDA by Mirror-Descent Back Propagation over a Deep Architecture	Aug 14, 2015	General Classificationparameter estimation	CodeCode Available	1	5
Autoencoding Variational Inference For Topic Models	Mar 4, 2017	Topic ModelsVariational Inference	CodeCode Available	1	5
Is Neural Topic Modelling Better than Clustering? An Empirical Study on Clustering with Contextual Embeddings for Topics	Apr 21, 2022	ClusteringSentence	CodeCode Available	1	5
Improving the TENOR of Labeling: Re-evaluating Topic Models for Content Analysis	Jan 29, 2024	Topic Models	CodeCode Available	1	5
Apples to Apples: A Systematic Evaluation of Topic Models	Sep 1, 2021	DiversityTopic Models	CodeCode Available	1	5
Neural Topic Model via Optimal Transport	Aug 12, 2020	modelTopic Models	CodeCode Available	1	5
Short Text Topic Modeling with Topic Distribution Quantization and Negative Sampling Decoder	Nov 1, 2020	DecoderQuantization	CodeCode Available	1	5
Are Neural Topic Models Broken?	Oct 28, 2022	Topic Models	CodeCode Available	1	5
Evaluating Topic Quality with Posterior Variability	Sep 8, 2019	Bayesian InferenceTopic Models	CodeCode Available	0	5
Evaluating Negative Sampling Approaches for Neural Topic Models	Mar 23, 2025	Document ClassificationTopic Models	CodeCode Available	0	5
Explainable and Discourse Topic-aware Neural Language Understanding	Jun 18, 2020	Document ClassificationLanguage Modeling	CodeCode Available	0	5
ETC-NLG: End-to-end Topic-Conditioned Natural Language Generation	Aug 25, 2020	AttributeComputational Efficiency	CodeCode Available	0	5
Adaptive Mixed Component LDA for Low Resource Topic Modeling	Apr 1, 2021	Topic Models	CodeCode Available	0	5
EvaLDA: Efficient Evasion Attacks Towards Latent Dirichlet Allocation	Dec 9, 2020	document understandingInformation Retrieval	CodeCode Available	0	5
Exploring conversation topics in conversational artificial intelligence–Based social mediated communities of practice	May 11, 2022	Topic Modelsvalid	CodeCode Available	0	5
Document Informed Neural Autoregressive Topic Models	Aug 11, 2018	Language ModelingLanguage Modelling	CodeCode Available	0	5
A new evaluation framework for topic modeling algorithms based on synthetic corpora	Jan 28, 2019	General ClassificationTopic Models	CodeCode Available	0	5
Do Neural Topic Models Really Need Dropout? Analysis of the Effect of Dropout in Topic Modeling	Mar 28, 2023	DecoderTopic Models	CodeCode Available	0	5

Show:10 25 50

← PrevPage 3 of 36Next →

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