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 261–270 of 881 papers

Title	Date	Tasks	Status	Hype
The Sparse Hausdorff Moment Problem, with Application to Topic Models	Jul 16, 2020	2kTopic Models	—Unverified	0
Neural Topic Models with Survival Supervision: Jointly Predicting Time-to-Event Outcomes and Learning How Clinical Features Relate	Jul 15, 2020	Survival AnalysisTime-to-Event Prediction	CodeCode Available	0
Automatic Poetry Generation from Prosaic Text	Jul 1, 2020	Language ModelingLanguage Modelling	—Unverified	0
Topic Balancing with Additive Regularization of Topic Models	Jul 1, 2020	Topic Models	—Unverified	0
tBERT: Topic Models and BERT Joining Forces for Semantic Similarity Detection	Jul 1, 2020	Natural Language UnderstandingSemantic Similarity	CodeCode Available	1
Neural-DINF: A Neural Network based Framework for Measuring Document Influence	Jul 1, 2020	Topic ModelsWord Embeddings	—Unverified	0
Graph Structural-topic Neural Network	Jun 25, 2020	Topic Models	CodeCode Available	1
Explainable and Discourse Topic-aware Neural Language Understanding	Jun 18, 2020	Document ClassificationLanguage Modeling	CodeCode Available	0
Modelling Grocery Retail Topic Distributions: Evaluation, Interpretability and Stability	May 4, 2020	ClusteringTopic Models	—Unverified	0
Legal-ES: A Set of Large Scale Resources for Spanish Legal Text Processing	May 1, 2020	NavigateSemantic Similarity	—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