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 741–750 of 881 papers

Title	Date	Tasks	Status	Hype
Automatic Labelling of Topic Models Learned from Twitter by Summarisation	Jun 1, 2014	Sentiment AnalysisTopic Models	—Unverified	0
Discovering Latent Structure in Task-Oriented Dialogues	Jun 1, 2014	Speech RecognitionText Generation	—Unverified	0
Aspect Extraction with Automated Prior Knowledge Learning	Jun 1, 2014	Aspect ExtractionSentiment Analysis	—Unverified	0
Authorship Attribution with Topic Models	Jun 1, 2014	Authorship AttributionTopic Models	—Unverified	0
Topic Modeling of Multimodal Data: An Autoregressive Approach	Jun 1, 2014	image-classificationImage Classification	—Unverified	0
Summarizing News Clusters on the Basis of Thematic Chains	May 1, 2014	Document SummarizationMulti-Document Summarization	—Unverified	0
Author-Specific Sentiment Aggregation for Polarity Prediction of Reviews	May 1, 2014	Dependency ParsingGeneral Classification	—Unverified	0
How Many Topics? Stability Analysis for Topic Models	Apr 16, 2014	ClusteringDiversity	CodeCode Available	1
Enhancing the possibilities of corpus-based investigations: Word sense disambiguation on query results of large text corpora	Apr 1, 2014	Topic ModelsWord Sense Disambiguation	—Unverified	0
Measuring the Similarity between Automatically Generated Topics	Apr 1, 2014	Semantic Textual SimilarityTopic Models	—Unverified	0

Show:10 25 50

← PrevPage 75 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