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 751–760 of 881 papers

Title	Date	Tasks	Status
Bilingual Segmented Topic Model	Aug 1, 2016	modelText Classification	—Unverified
Bilingual Topic Models for Comparable Corpora	Nov 30, 2021	Cross-Lingual Word EmbeddingsRetrieval	—Unverified
Birds of a Feather Linked Together: A Discriminative Topic Model using Link-based Priors	Sep 1, 2015	Link PredictionTopic Models	—Unverified
Bootstrapping Translation Detection and Sentence Extraction from Comparable Corpora	Jun 1, 2016	Machine TranslationSentence	—Unverified
Bridging the gap between supervised classification and unsupervised topic modelling for social-media assisted crisis management	Mar 22, 2021	Domain AdaptationManagement	—Unverified
Capturing Semantically Meaningful Word Dependencies with an Admixture of Poisson MRFs	Dec 1, 2014	Topic Models	—Unverified
CFTM: Continuous time fractional topic model	Jan 29, 2024	ArticlesDynamic Topic Modeling	—Unverified
Chronic Pain and Language: A Topic Modelling Approach to Personal Pain Descriptions	Sep 1, 2021	ManagementTopic Models	—Unverified
Classifying Frames at the Sentence Level in News Articles	Sep 1, 2017	ArticlesGeneral Classification	—Unverified
Clustering for Simultaneous Extraction of Aspects and Features from Reviews	Jun 1, 2016	ClusteringTopic 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