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 181–190 of 881 papers

Title	Date	Tasks	Status	Score
MetaLDA: a Topic Model that Efficiently Incorporates Meta information	Sep 19, 2017	Topic ModelsWord Embeddings	CodeCode Available	5
Microblog Hashtag Generation via Encoding Conversation Contexts	May 18, 2019	Topic Models	CodeCode Available	5
AOBTM: Adaptive Online Biterm Topic Modeling Method for Version Sensitive Short-texts Analysis	Sep 28, 2020	Topic Models	CodeCode Available	5
Aspect Sentiment Model for Micro Reviews	Jun 14, 2018	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	5
Narrative Shift Detection: A Hybrid Approach of Dynamic Topic Models and Large Language Models	Jun 25, 2025	ArticlesChange Point Detection	CodeCode Available	5
Deep Dirichlet Multinomial Regression	Jun 1, 2018	Articlesregression	CodeCode Available	5
Do Neural Topic Models Really Need Dropout? Analysis of the Effect of Dropout in Topic Modeling	Mar 28, 2023	DecoderTopic Models	CodeCode Available	5
Neural Dynamic Focused Topic Model	Jan 26, 2023	modelTopic Models	CodeCode Available	5
Neural Models for Documents with Metadata	May 25, 2017	ArticlesTopic Models	CodeCode Available	5
Explainable and Discourse Topic-aware Neural Language Understanding	Jun 18, 2020	Document ClassificationLanguage Modeling	CodeCode Available	5

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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