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 21–30 of 881 papers

Title	Date	Tasks	Status	Hype
Locating the Leading Edge of Cultural Change	Nov 22, 2024	Topic Models	CodeCode Available	0
Provable unlearning in topic modeling and downstream tasks	Nov 19, 2024	Machine UnlearningTopic Models	—Unverified	0
Neural Topic Modeling with Large Language Models in the Loop	Nov 13, 2024	Topic coverageTopic Models	CodeCode Available	1
From Word Vectors to Multimodal Embeddings: Techniques, Applications, and Future Directions For Large Language Models	Nov 6, 2024	Model CompressionSentence	—Unverified	0
Multi-environment Topic Models	Oct 31, 2024	Topic Models	—Unverified	0
Reliability of Topic Modeling	Oct 30, 2024	Topic Models	CodeCode Available	0
Evolving Voices Based on Temporal Poisson Factorisation	Oct 24, 2024	Topic ModelsVariational Inference	—Unverified	0
Tethering Broken Themes: Aligning Neural Topic Models with Labels and Authors	Oct 22, 2024	Topic Models	—Unverified	0
Scalable Weibull Graph Attention Autoencoder for Modeling Document Networks	Oct 13, 2024	DecoderGraph Attention	CodeCode Available	0
More than Memes: A Multimodal Topic Modeling Approach to Conspiracy Theories on Telegram	Oct 11, 2024	Topic Models	—Unverified	0

Show:10 25 50

← PrevPage 3 of 89Next →

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