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 371–380 of 881 papers

Title	Date	Tasks	Status
GraphBTM: Graph Enhanced Autoencoded Variational Inference for Biterm Topic Model	Oct 1, 2018	Recommendation SystemsTopic Models	CodeCode Available
Modeling Temporality of Human Intentions by Domain Adaptation	Oct 1, 2018	Decision MakingDomain Adaptation	—Unverified
Limbic: Author-Based Sentiment Aspect Modeling Regularized with Word Embeddings and Discourse Relations	Oct 1, 2018	DiversityGeneral Classification	—Unverified
Labeled Anchors and a Scalable, Transparent, and Interactive Classifier	Oct 1, 2018	Document ClassificationGeneral Classification	—Unverified
Text Similarity in Vector Space Models: A Comparative Study	Sep 24, 2018	text similarityTopic Models	—Unverified
Document Informed Neural Autoregressive Topic Models with Distributional Prior	Sep 15, 2018	Language ModelingLanguage Modelling	CodeCode Available
A Joint Model of Conversational Discourse and Latent Topics on Microblogs	Sep 11, 2018	Topic Models	—Unverified
Coherence-Aware Neural Topic Modeling	Sep 7, 2018	Topic ModelsVariational Inference	CodeCode Available
Spherical Latent Spaces for Stable Variational Autoencoders	Aug 31, 2018	DecoderLanguage Modeling	CodeCode Available
Learning Supervised Topic Models for Classification and Regression from Crowds	Aug 17, 2018	ClassificationGeneral Classification	—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