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 591–600 of 881 papers

Title	Date	Tasks	Status
Managing sparsity, time, and quality of inference in topic models	Oct 26, 2012	Topic Models	—Unverified
Matrix and Tensor Factorization Methods for Natural Language Processing	Jul 1, 2015	Dependency ParsingKnowledge Base Population	—Unverified
Measuring daily-life fear perception change: a computational study in the context of COVID-19	Jul 27, 2021	Decision MakingTopic Models	—Unverified
Measuring the Similarity between Automatically Generated Topics	Apr 1, 2014	Semantic Textual SimilarityTopic Models	—Unverified
Measuring Topic Coherence through Optimal Word Buckets	Apr 1, 2017	General ClassificationInformation Retrieval	—Unverified
Metaphor Suggestions based on a Semantic Metaphor Repository	May 1, 2018	Semantic Textual SimilarityTopic Models	—Unverified
Microblog Topic Identification using Linked Open Data	Apr 6, 2018	Entity LinkingTopic Models	—Unverified
Mining Argumentative Structure from Natural Language text using Automatically Generated Premise-Conclusion Topic Models	Sep 1, 2017	Argument MiningOpinion Mining	—Unverified
Mixed Membership Markov Models for Unsupervised Conversation Modeling	Jul 1, 2012	Question AnsweringTopic Models	—Unverified
Mixed Membership Word Embeddings for Computational Social Science	May 20, 2017	ArticlesLanguage Modeling	—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