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

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Showing 211–220 of 881 papers

Title	Date	Tasks	Status
Drug Extraction from the Web: Summarizing Drug Experiences with Multi-Dimensional Topic Models	Jun 1, 2013	Document SummarizationMulti-Document Summarization	—Unverified
Discovering Topics With Neural Topic Models Built From PLSA Loss	Sep 25, 2019	Document EmbeddingTopic Models	—Unverified
Discovering topics with neural topic models built from PLSA assumptions	Nov 25, 2019	Document EmbeddingTopic Models	—Unverified
Discovery of Treatments from Text Corpora	Aug 1, 2016	Topic Models	—Unverified
Discriminative Neural Topic Models	Jan 24, 2017	GPUTopic Models	—Unverified
Discriminative Relational Topic Models	Oct 9, 2013	Bayesian InferenceData Augmentation	—Unverified
Authorship Attribution with Topic Models	Jun 1, 2014	Authorship AttributionTopic Models	—Unverified
Disentangling Topic Models: A Cross-cultural Analysis of Personal Values through Words	Nov 1, 2016	Dimensionality ReductionDocument Classification	—Unverified
Author-Specific Sentiment Aggregation for Polarity Prediction of Reviews	May 1, 2014	Dependency ParsingGeneral Classification	—Unverified
Dynamic Language Models for Streaming Text	Jan 1, 2014	ArticlesLanguage Modeling	—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