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 381–390 of 881 papers

Title	Date	Tasks	Status
Document Informed Neural Autoregressive Topic Models	Aug 11, 2018	Language ModelingLanguage Modelling	CodeCode Available
jLDADMM: A Java package for the LDA and DMM topic models	Aug 11, 2018	ClusteringTopic Models	CodeCode Available
Familia: A Configurable Topic Modeling Framework for Industrial Text Engineering	Aug 11, 2018	Topic Models	CodeCode Available
Learning Multilingual Topics from Incomparable Corpora	Aug 1, 2018	Topic ModelsTransfer Learning	—Unverified
Authorless Topic Models: Biasing Models Away from Known Structure	Aug 1, 2018	Document ClassificationTopic Models	CodeCode Available
Narrative Schema Stability in News Text	Aug 1, 2018	Topic Models	—Unverified
Real-time Change Point Detection using On-line Topic Models	Aug 1, 2018	ArticlesChange Point Detection	—Unverified
Interaction-Aware Topic Model for Microblog Conversations through Network Embedding and User Attention	Aug 1, 2018	Network EmbeddingRepresentation Learning	—Unverified
Identifying Emergent Research Trends by Key Authors and Phrases	Aug 1, 2018	ArticlesInformation Retrieval	CodeCode Available
An Ontology-Based Recommender System with an Application to the Star Trek Television Franchise	Jul 31, 2018	Collaborative FilteringRecommendation Systems	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