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 391–400 of 881 papers

Title	Date	Tasks	Status
Inter-Battery Topic Representation Learning	May 19, 2016	feature selectionRepresentation Learning	—Unverified
Interpretable and Scalable Graphical Models for Complex Spatio-temporal Processes	Jan 15, 2023	EEGElectroencephalogram (EEG)	—Unverified
Interpretable probabilistic embeddings: bridging the gap between topic models and neural networks	Nov 11, 2017	Topic ModelsWord Similarity	—Unverified
Inverted Bilingual Topic Models for Lexicon Extraction from Non-parallel Data	Dec 21, 2016	Topic ModelsTranslation	—Unverified
Investigating the Impact of Text Summarization on Topic Modeling	Sep 28, 2024	DiversityLanguage Modeling	—Unverified
A Joint Model of Conversational Discourse Latent Topics on Microblogs	Dec 1, 2018	Topic Models	—Unverified
Knowledge-based Word Sense Disambiguation using Topic Models	Jan 5, 2018	SentenceTopic Models	—Unverified
Is Neural Topic Modelling Better than Clustering? An Empirical Study on Clustering with Contextual Embeddings for Topics	Nov 16, 2021	ClusteringSentence	—Unverified
Labeling Topics with Images using Neural Networks	Aug 1, 2016	Re-RankingTopic Models	—Unverified
Excess Risk Bounds for the Bayes Risk using Variational Inference in Latent Gaussian Models	Dec 1, 2017	Gaussian ProcessesTopic 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