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

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Showing 511–520 of 881 papers

Title	Date	Tasks	Status
Stochastic Matrix Factorization	Sep 19, 2016	Topic Models	—Unverified
Structured Black Box Variational Inference for Latent Time Series Models	Jul 4, 2017	Collaborative FilteringTime Series	—Unverified
Structured Neural Topic Models for Reviews	Dec 12, 2018	SentenceTopic Models	—Unverified
Summarizing Decisions in Spoken Meetings	Jun 25, 2016	Topic Models	—Unverified
Summarizing News Clusters on the Basis of Thematic Chains	May 1, 2014	Document SummarizationMulti-Document Summarization	—Unverified
Supervised topic models for clinical interpretability	Dec 6, 2016	DiagnosticTopic Models	—Unverified
Surrounding Word Sense Model for Japanese All-words Word Sense Disambiguation	Oct 1, 2015	AllTopic Models	—Unverified
Sweeping through the Topic Space: Bad luck? Roll again!	Apr 1, 2012	Topic Models	—Unverified
Symmetric Correspondence Topic Models for Multilingual Text Analysis	Dec 1, 2012	Topic Models	—Unverified
Synergies in learning words and their referents	Dec 1, 2010	Language AcquisitionSegmentation	—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