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 821–830 of 881 papers

Title	Date	Tasks	Status
"Draw My Topics": Find Desired Topics fast from large scale of Corpus	Feb 3, 2016	Topic Models	—Unverified
Drug Extraction from the Web: Summarizing Drug Experiences with Multi-Dimensional Topic Models	Jun 1, 2013	Document SummarizationMulti-Document Summarization	—Unverified
Dynamic embedded topic models and change-point detection for exploring literary-historical hypotheses	Jan 25, 2024	Change Point DetectionTopic Models	—Unverified
Dynamic Language Models for Streaming Text	Jan 1, 2014	ArticlesLanguage Modeling	—Unverified
Dynamic matrix recovery from incomplete observations under an exact low-rank constraint	Oct 28, 2016	Matrix CompletionRecommendation Systems	—Unverified
Dynamic Topic Adaptation for SMT using Distributional Profiles	Jun 1, 2014	Machine TranslationTopic Models	—Unverified
Dynamic Topic Language Model on Heterogeneous Children's Mental Health Clinical Notes	Dec 19, 2023	Language ModelingLanguage Modelling	—Unverified
Efficient Algorithms for Sparse Moment Problems without Separation	Jul 26, 2022	Topic Models	—Unverified
Efficient Data Selection for Bilingual Terminology Extraction from Comparable Corpora	Dec 1, 2016	Machine TranslationTopic Models	—Unverified
Efficient Learning for Undirected Topic Models	Jun 24, 2015	General ClassificationRetrieval	—Unverified

Show:10 25 50

← PrevPage 83 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