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 171–180 of 881 papers

Title	Date	Tasks	Status	Score
ETC-NLG: End-to-end Topic-Conditioned Natural Language Generation	Aug 25, 2020	AttributeComputational Efficiency	CodeCode Available	5
Document Informed Neural Autoregressive Topic Models with Distributional Prior	Sep 15, 2018	Language ModelingLanguage Modelling	CodeCode Available	5
AOBTM: Adaptive Online Biterm Topic Modeling for Version Sensitive Short-texts Analysis	Sep 13, 2020	Topic Models	CodeCode Available	5
KATE: K-Competitive Autoencoder for Text	May 4, 2017	Document ClassificationRetrieval	CodeCode Available	5
Document Informed Neural Autoregressive Topic Models	Aug 11, 2018	Language ModelingLanguage Modelling	CodeCode Available	5
Large-Scale Stochastic Sampling from the Probability Simplex	Jun 19, 2018	Bayesian InferenceTopic Models	CodeCode Available	5
Latent Tree Models for Hierarchical Topic Detection	May 21, 2016	ClusteringTopic Models	CodeCode Available	5
Learning the Latent "Look": Unsupervised Discovery of a Style-Coherent Embedding from Fashion Images	Jul 11, 2017	Topic Models	CodeCode Available	5
LightLDA: Big Topic Models on Modest Compute Clusters	Dec 4, 2014	Topic Models	CodeCode Available	5
A Disentangled Adversarial Neural Topic Model for Separating Opinions from Plots in User Reviews	Oct 22, 2020	DisentanglementSentiment Analysis	CodeCode Available	5

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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