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 71–80 of 881 papers

Title	Date	Tasks	Status
A Historical Analysis of the Field of OR/MS using Topic Models	Oct 17, 2015	ManagementSpecificity	—Unverified
A Bayesian Topic Model for Human-Evaluated Interpretability	Jun 1, 2022	Topic Models	—Unverified
An Interpretable Neural Network with Topical Information for Relevant Emotion Ranking	Oct 1, 2018	Common Sense ReasoningEmotion Classification	—Unverified
An Instability in Variational Inference for Topic Models	Feb 2, 2018	ArticlesTopic Models	—Unverified
A Hierarchical Knowledge Representation for Expert Finding on Social Media	Jul 1, 2015	Topic ModelsWord Embeddings	—Unverified
A new LDA formulation with covariates	Feb 18, 2022	Articlesregression	—Unverified
A 'Gibbs-Newton' Technique for Enhanced Inference of Multivariate Polya Parameters and Topic Models	Oct 22, 2015	Binary ClassificationTopic Models	—Unverified
Adapting Topic Models using Lexical Associations with Tree Priors	Sep 1, 2017	Machine TranslationTopic Models	—Unverified
A Supervised Neural Autoregressive Topic Model for Simultaneous Image Classification and Annotation	May 23, 2013	General Classificationimage-classification	—Unverified
Aggregating Continuous Word Embeddings for Information Retrieval	Aug 1, 2013	Information RetrievalRetrieval	—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