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 561–570 of 881 papers

Title	Date	Tasks	Status
Topic Modeling of Multimodal Data: An Autoregressive Approach	Jun 1, 2014	image-classificationImage Classification	—Unverified
Topic Modeling with Contextualized Word Representation Clusters	Oct 23, 2020	ClusteringTopic Models	—Unverified
Topic Modeling with Sentiment Clues and Relaxed Labeling Schema	Oct 1, 2013	Opinion MiningSentiment Analysis	—Unverified
Topic modelling discourse dynamics in historical newspapers	Nov 20, 2020	Topic Models	—Unverified
Topic Modelling: Going Beyond Token Outputs	Jan 16, 2024	Topic Models	—Unverified
Topic Modelling Meets Deep Neural Networks: A Survey	Feb 28, 2021	NavigateSurvey	—Unverified
Topic Modelling of Empirical Text Corpora: Validity, Reliability, and Reproducibility in Comparison to Semantic Maps	Jun 4, 2018	Decision MakingTopic Models	—Unverified
Topic Model or Topic Twaddle? Re-evaluating Semantic Interpretability Measures	Jun 1, 2021	Topic Models	—Unverified
Topic Models: Accounting Component Structure of Bigrams	May 1, 2015	Document SummarizationInformation Retrieval	—Unverified
Topic Models and Metadata for Visualizing Text Corpora	Jun 1, 2013	Topic Models	—Unverified

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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