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 151–160 of 881 papers

Title	Date	Tasks	Status
Improving Contextualized Topic Models with Negative Sampling	Mar 27, 2023	DiversityTopic Models	CodeCode Available
Improving Neural Topic Models with Wasserstein Knowledge Distillation	Mar 27, 2023	Knowledge DistillationTopic Models	CodeCode Available
Graph neural topic model with commonsense knowledge	Mar 2, 2023	Graph Neural Networkmodel	CodeCode Available
Federated Variational Inference Methods for Structured Latent Variable Models	Feb 7, 2023	Federated LearningTopic Models	—Unverified
You Are What You Talk About: Inducing Evaluative Topics for Personality Analysis	Feb 1, 2023	Topic Models	—Unverified
Neural Dynamic Focused Topic Model	Jan 26, 2023	modelTopic Models	CodeCode Available
Improving the Inference of Topic Models via Infinite Latent State Replications	Jan 25, 2023	Topic Models	—Unverified
Interpretable and Scalable Graphical Models for Complex Spatio-temporal Processes	Jan 15, 2023	EEGElectroencephalogram (EEG)	—Unverified
Topics in Contextualised Attention Embeddings	Jan 11, 2023	ClusteringLanguage Modeling	—Unverified
Topics as Entity Clusters: Entity-based Topics from Large Language Models and Graph Neural Networks	Jan 6, 2023	Graph Neural NetworkLanguage Modelling	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