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 161–170 of 881 papers

Title	Date	Tasks	Status
Concurrent Visualization of Relationships between Words and Topics in Topic Models	Jun 1, 2014	Topic Models	—Unverified
Argviz: Interactive Visualization of Topic Dynamics in Multi-party Conversations	Jun 1, 2013	Topic Models	—Unverified
A Method of Accounting Bigrams in Topic Models	Jun 1, 2015	Document SummarizationInformation Retrieval	—Unverified
Advice from the Oracle: Really Intelligent Information Retrieval	Jan 2, 2018	Information RetrievalRetrieval	—Unverified
Constructing a Class-Based Lexical Dictionary using Interactive Topic Models	May 1, 2012	Topic Models	—Unverified
A Sense-Topic Model for Word Sense Induction with Unsupervised Data Enrichment	Jan 1, 2015	Topic ModelsWord Embeddings	—Unverified
A Sentiment-aligned Topic Model for Product Aspect Rating Prediction	Oct 1, 2014	Opinion MiningSentiment Analysis	—Unverified
A Multilingual Topic Model for Learning Weighted Topic Links Across Corpora with Low Comparability	Nov 1, 2019	Topic Models	—Unverified
A provable SVD-based algorithm for learning topics in dominant admixture corpus	Oct 26, 2014	Topic Models	—Unverified
A Double Parametric Bootstrap Test for Topic Models	Nov 19, 2017	Topic Models	—Unverified

Show:10 25 50

← PrevPage 17 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