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
Integrating Document Clustering and Topic Modeling	Sep 26, 2013	ClusteringTopic Models	—Unverified
Integrating Topic Modeling with Word Embeddings by Mixtures of vMFs	Dec 1, 2016	Topic ModelsWord Embeddings	—Unverified
Integrating Topic Models and Latent Factors for Recommendation	Oct 28, 2016	Collaborative FilteringRecommendation Systems	—Unverified
Integration of Knowledge Graph Embedding Into Topic Modeling with Hierarchical Dirichlet Process	Jun 1, 2019	Document ClassificationGeneral Classification	—Unverified
Interaction-Aware Topic Model for Microblog Conversations through Network Embedding and User Attention	Aug 1, 2018	Network EmbeddingRepresentation Learning	—Unverified
Interactive Concept Learning for Uncovering Latent Themes in Large Text Collections	May 8, 2023	Topic Models	—Unverified
Interactive Topic Modeling with Anchor Words	Jun 18, 2019	Topic Models	—Unverified
Interactive Topic Models with Optimal Transport	Jun 28, 2024	Topic Models	—Unverified
Interactive Visual Exploration of Topic Models using Graphs	Sep 19, 2014	DescriptiveInformation Retrieval	—Unverified
Inter-Battery Topic Representation Learning	May 19, 2016	feature selectionRepresentation Learning	—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