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 451–460 of 881 papers

Title	Date	Tasks	Status
Probit Normal Correlated Topic Models	Oct 3, 2014	Topic Models	—Unverified
Profiling Irony & Stereotype: Exploring Sentiment, Topic, and Lexical Features	Nov 8, 2023	feature selectionTopic Models	—Unverified
Provable Algorithms for Inference in Topic Models	May 27, 2016	Topic Models	—Unverified
Provable learning of Noisy-or Networks	Dec 28, 2016	Tensor DecompositionTopic Models	—Unverified
Provable unlearning in topic modeling and downstream tasks	Nov 19, 2024	Machine UnlearningTopic Models	—Unverified
Pulling Out the Stops: Rethinking Stopword Removal for Topic Models	Apr 1, 2017	Language ModelingLanguage Modelling	—Unverified
Q-LDA: Uncovering Latent Patterns in Text-based Sequential Decision Processes	Dec 1, 2017	Decision MakingDeep Reinforcement Learning	—Unverified
Quantifying the role of discourse topicality in speakers' choices of referring expressions	Jun 1, 2014	Topic Models	—Unverified
Query classification using topic models and support vector machine	Jul 1, 2012	ClassificationGeneral Classification	—Unverified
A Query-Driven Topic Model	May 28, 2021	modelTopic 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