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
Towards Explainable Scientific Venue Recommendations	Sep 21, 2021	Recommendation SystemsTopic Models	—Unverified
Towards Improving Topic Models with the BERT-based Neural Topic Encoder	Nov 16, 2021	Topic Models	—Unverified
Towards the TopMost: A Topic Modeling System Toolkit	Sep 13, 2023	Topic ModelsVariational Inference	—Unverified
Towards Training Probabilistic Topic Models on Neuromorphic Multi-chip Systems	Apr 10, 2018	Stochastic OptimizationTopic Models	—Unverified
Tracing State-Level Obesity Prevalence from Sentence Embeddings of Tweets: A Feasibility Study	Nov 26, 2019	ClusteringSentence	—Unverified
Training Neural Networks for Aspect Extraction Using Descriptive Keywords Only	Mar 14, 2019	Aspect ExtractionDescriptive	—Unverified
Transductive Adaptation of Black Box Predictions	Aug 1, 2016	Decision MakingDenoising	—Unverified
Transfer Topic Labeling with Domain-Specific Knowledge Base: An Analysis of UK House of Commons Speeches 1935-2014	Jun 3, 2018	Topic Models	—Unverified
Translating Bayesian Networks into Entity Relationship Models, Extended Version	Jul 8, 2016	BIG-bench Machine LearningManagement	—Unverified
Truncation-free Online Variational Inference for Bayesian Nonparametric Models	Dec 1, 2012	Topic ModelsVariational Inference	—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