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 351–360 of 881 papers

Title	Date	Tasks	Status
Expertise Mining for Enterprise Content Management	May 1, 2012	Information RetrievalManagement	—Unverified
A Joint Model of Conversational Discourse Latent Topics on Microblogs	Dec 1, 2018	Topic Models	—Unverified
Improving the Inference of Topic Models via Infinite Latent State Replications	Jan 25, 2023	Topic Models	—Unverified
HTMOT : Hierarchical Topic Modelling Over Time	Nov 22, 2021	Topic Models	—Unverified
Creating POS Tagging and Dependency Parsing Experts via Topic Modeling	Apr 1, 2017	Dependency ParsingDomain Adaptation	—Unverified
Improving Topic Coherence with Regularized Topic Models	Dec 1, 2011	DiversityRetrieval	—Unverified
Identifying and Tracking Sentiments and Topics from Social Media Texts during Natural Disasters	Sep 1, 2017	Topic Models	—Unverified
Identifying Comparable Corpora Using LDA	Jun 1, 2012	Language ModellingMachine Translation	—Unverified
Improving Update Summarization via Supervised ILP and Sentence Reranking	May 1, 2015	ClusteringDocument Summarization	—Unverified
Excess Risk Bounds for the Bayes Risk using Variational Inference in Latent Gaussian Models	Dec 1, 2017	Gaussian ProcessesTopic Models	—Unverified

Show:10 25 50

← PrevPage 36 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