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 141–150 of 881 papers

Title	Date	Tasks	Status	Hype
Short Text Topic Modeling: Application to tweets about Bitcoin	Mar 17, 2022	Topic Models	—Unverified	0
Neural Topic Modeling with Deep Mutual Information Estimation	Mar 12, 2022	Mutual Information EstimationText Clustering	—Unverified	0
BERTopic: Neural topic modeling with a class-based TF-IDF procedure	Mar 11, 2022	ClusteringDocument Embedding	CodeCode Available	5
A new LDA formulation with covariates	Feb 18, 2022	Articlesregression	—Unverified	0
One Configuration to Rule Them All? Towards Hyperparameter Transfer in Topic Models using Multi-Objective Bayesian Optimization	Feb 15, 2022	AllBayesian Optimization	CodeCode Available	2
Topic Discovery via Latent Space Clustering of Pretrained Language Model Representations	Feb 9, 2022	ClusteringLanguage Modeling	CodeCode Available	1
Understanding The Robustness of Self-supervised Learning Through Topic Modeling	Feb 2, 2022	Self-Supervised LearningTopic Models	—Unverified	0
Language Models Explain Word Reading Times Better Than Empirical Predictability	Feb 2, 2022	Additive modelsRetrieval	—Unverified	0
Why the Rich Get Richer? On the Balancedness of Random Partition Models	Jan 30, 2022	Community DetectionEntity Resolution	—Unverified	0
Proactive Query Expansion for Streaming Data Using External Source	Jan 17, 2022	Information RetrievalRetrieval	CodeCode Available	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