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 361–370 of 881 papers

Title	Date	Tasks	Status
A latent topic model for mining heterogenous non-randomly missing electronic health records data	Nov 1, 2018	Collaborative FilteringTopic Models	—Unverified
Topic representation: finding more representative words in topic models	Oct 23, 2018	RerankingTopic Models	—Unverified
Contextual Topic Modeling For Dialog Systems	Oct 18, 2018	ChatbotClassification	—Unverified
Improving Topic Models with Latent Feature Word Representations	Oct 15, 2018	ClusteringDocument Classification	—Unverified
An Empirical Study on Crosslingual Transfer in Probabilistic Topic Models	Oct 13, 2018	Topic ModelsTransfer Learning	—Unverified
HiTR: Hierarchical Topic Model Re-estimation for Measuring Topical Diversity of Documents	Oct 12, 2018	DiversityTopic Models	CodeCode Available
textTOvec: Deep Contextualized Neural Autoregressive Topic Models of Language with Distributed Compositional Prior	Oct 9, 2018	Information ExtractionInformation Retrieval	CodeCode Available
An Interpretable Neural Network with Topical Information for Relevant Emotion Ranking	Oct 1, 2018	Common Sense ReasoningEmotion Classification	—Unverified
Labeled Anchors and a Scalable, Transparent, and Interactive Classifier	Oct 1, 2018	Document ClassificationGeneral Classification	—Unverified
GraphBTM: Graph Enhanced Autoencoded Variational Inference for Biterm Topic Model	Oct 1, 2018	Recommendation SystemsTopic Models	CodeCode Available

Show:10 25 50

← PrevPage 37 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