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 326–350 of 881 papers

Title	Date	Tasks	Status	Hype
Analyses of Multi-collection Corpora via Compound Topic Modeling	Jun 17, 2019	Topic ModelsVariational Inference	CodeCode Available	0
Sparse Parallel Training of Hierarchical Dirichlet Process Topic Models	Jun 6, 2019	Topic Models	CodeCode Available	0
Sign Clustering and Topic Extraction in Proto-Elamite	Jun 1, 2019	ClusteringDecipherment	CodeCode Available	0
Analyzing Bayesian Crosslingual Transfer in Topic Models	Jun 1, 2019	Topic Models	—Unverified	0
Integration of Knowledge Graph Embedding Into Topic Modeling with Hierarchical Dirichlet Process	Jun 1, 2019	Document ClassificationGeneral Classification	—Unverified	0
Scalable Collapsed Inference for High-Dimensional Topic Models	Jun 1, 2019	Topic ModelsVocal Bursts Intensity Prediction	CodeCode Available	0
Adapting Text Embeddings for Causal Inference	May 29, 2019	Causal IdentificationCausal Inference	CodeCode Available	1
Why Didn't You Listen to Me? Comparing User Control of Human-in-the-Loop Topic Models	May 23, 2019	Topic Models	—Unverified	0
Automatic Evaluation of Local Topic Quality	May 18, 2019	Topic Models	—Unverified	0
Microblog Hashtag Generation via Encoding Conversation Contexts	May 18, 2019	Topic Models	CodeCode Available	0
Nested Variational Autoencoder for Topic Modeling on Microtexts with Word Vectors	May 1, 2019	Topic ModelsWord Embeddings	CodeCode Available	0
Tracing Forum Posts to MOOC Content using Topic Analysis	Apr 15, 2019	ClusteringTopic Models	CodeCode Available	0
A framework for streamlined statistical prediction using topic models	Apr 15, 2019	Dimensionality ReductionTopic Models	—Unverified	0
Finding a latent k-simplex in O(k . nnz(data)) time via Subset Smoothing	Apr 14, 2019	ClusteringCommunity Detection	—Unverified	0
Deep Topic Models for Multi-label Learning	Apr 13, 2019	Multi-Label LearningTopic Models	—Unverified	0
Mixing syntagmatic and paradigmatic information for concept detection	Apr 9, 2019	Topic ModelsWord Embeddings	—Unverified	0
Training Neural Networks for Aspect Extraction Using Descriptive Keywords Only	Mar 14, 2019	Aspect ExtractionDescriptive	—Unverified	0
WEAKLY SEMI-SUPERVISED NEURAL TOPIC MODELS	Mar 13, 2019	Topic Models	—Unverified	0
Bayesian Allocation Model: Inference by Sequential Monte Carlo for Nonnegative Tensor Factorizations and Topic Models using Polya Urns	Mar 11, 2019	Model SelectionTopic Models	CodeCode Available	0
TopicEq: A Joint Topic and Mathematical Equation Model for Scientific Texts	Feb 16, 2019	ArticlesLanguage Modelling	—Unverified	0
Vector space explorations of literary language	Feb 9, 2019	Topic Models	CodeCode Available	0
Towards Autoencoding Variational Inference for Aspect-based Opinion Summary	Feb 7, 2019	General ClassificationSentiment Analysis	CodeCode Available	0
A new evaluation framework for topic modeling algorithms based on synthetic corpora	Jan 28, 2019	General ClassificationTopic Models	CodeCode Available	0
Dirichlet Variational Autoencoder	Jan 9, 2019	DecoderGeneral Classification	CodeCode Available	0
Enhancing Topic Modeling for Short Texts with Auxiliary Word Embeddings	Dec 22, 2018	GPUtext-classification	—Unverified	0

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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