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 411–420 of 881 papers

Title	Date	Tasks	Status
Knowledge-based Word Sense Disambiguation using Topic Models	Jan 5, 2018	SentenceTopic Models	—Unverified
Attention based Sentence Extraction from Scientific Articles using Pseudo-Labeled data	Feb 13, 2018	ArticlesSentence	—Unverified
Labeled Anchors and a Scalable, Transparent, and Interactive Classifier	Oct 1, 2018	Document ClassificationGeneral Classification	—Unverified
Labeled Interactive Topic Models	Nov 15, 2023	Topic Models	—Unverified
Labeling Topics with Images using Neural Networks	Aug 1, 2016	Re-RankingTopic Models	—Unverified
Labelling Topics using Unsupervised Graph-based Methods	Jun 1, 2014	Topic Models	—Unverified
La g\'en\'eration automatique de po\'esie en fran (Automatic Poetry Generation in French)	Jul 1, 2019	Topic Models	—Unverified
Language Models Explain Word Reading Times Better Than Empirical Predictability	Feb 2, 2022	Additive modelsRetrieval	—Unverified
Large Enforced Sparse Non-Negative Matrix Factorization	Oct 18, 2015	Topic Models	—Unverified
Evolving Voices Based on Temporal Poisson Factorisation	Oct 24, 2024	Topic ModelsVariational Inference	—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