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 731–740 of 881 papers

Title	Date	Tasks	Status
A User-Centered, Interactive, Human-in-the-Loop Topic Modelling System	Apr 4, 2023	Topic Models	—Unverified
Authorship Attribution with Author-aware Topic Models	Jul 1, 2012	AttributeAuthorship Attribution	—Unverified
Authorship Attribution with Topic Models	Jun 1, 2014	Authorship AttributionTopic Models	—Unverified
Author-Specific Sentiment Aggregation for Polarity Prediction of Reviews	May 1, 2014	Dependency ParsingGeneral Classification	—Unverified
Autodetection and Classification of Hidden Cultural City Districts from Yelp Reviews	Jan 12, 2015	ClusteringGeneral Classification	—Unverified
Automatic Labeling of Topic Models Using Text Summaries	Aug 1, 2016	Information RetrievalTopic Models	—Unverified
Automatic Labelling of Topic Models Learned from Twitter by Summarisation	Jun 1, 2014	Sentiment AnalysisTopic Models	—Unverified
Automatic Poetry Generation from Prosaic Text	Jul 1, 2020	Language ModelingLanguage Modelling	—Unverified
AutoTM 2.0: Automatic Topic Modeling Framework for Documents Analysis	Oct 1, 2024	Topic Models	—Unverified
BART-TL: Weakly-Supervised Topic Label Generation	Apr 1, 2021	Topic Models	—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