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 261–270 of 881 papers

Title	Date	Tasks	Status
Dynamic matrix recovery from incomplete observations under an exact low-rank constraint	Oct 28, 2016	Matrix CompletionRecommendation Systems	—Unverified
Dynamic Language Models for Streaming Text	Jan 1, 2014	ArticlesLanguage Modeling	—Unverified
Dynamic embedded topic models and change-point detection for exploring literary-historical hypotheses	Jan 25, 2024	Change Point DetectionTopic Models	—Unverified
Drug Extraction from the Web: Summarizing Drug Experiences with Multi-Dimensional Topic Models	Jun 1, 2013	Document SummarizationMulti-Document Summarization	—Unverified
Automatic Poetry Generation from Prosaic Text	Jul 1, 2020	Language ModelingLanguage Modelling	—Unverified
An Instability in Variational Inference for Topic Models	Feb 2, 2018	ArticlesTopic Models	—Unverified
A Hierarchical Knowledge Representation for Expert Finding on Social Media	Jul 1, 2015	Topic ModelsWord Embeddings	—Unverified
"Draw My Topics": Find Desired Topics fast from large scale of Corpus	Feb 3, 2016	Topic Models	—Unverified
Does the Phonology of L1 Show Up in L2 Texts?	Jun 1, 2014	Language IdentificationTopic Models	—Unverified
Do Distributed Semantic Models Dream of Electric Sheep? Visualizing Word Representations through Image Synthesis	Sep 1, 2015	Image GenerationTopic Models	—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