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 251–260 of 881 papers

Title	Date	Tasks	Status
A Historical Analysis of the Field of OR/MS using Topic Models	Oct 17, 2015	ManagementSpecificity	—Unverified
Enhancing Topic Interpretability for Neural Topic Modeling through Topic-wise Contrastive Learning	Dec 23, 2024	Contrastive LearningTopic Models	—Unverified
Enhancing Topic Modeling for Short Texts with Auxiliary Word Embeddings	Dec 22, 2018	GPUtext-classification	—Unverified
Entities as topic labels: Improving topic interpretability and evaluability combining Entity Linking and Labeled LDA	Apr 26, 2016	DescriptiveEntity Linking	—Unverified
Efficient Algorithms for Sparse Moment Problems without Separation	Jul 26, 2022	Topic Models	—Unverified
BART-TL: Weakly-Supervised Topic Label Generation	Apr 1, 2021	Topic Models	—Unverified
Dynamic Topic Language Model on Heterogeneous Children's Mental Health Clinical Notes	Dec 19, 2023	Language ModelingLanguage Modelling	—Unverified
Dynamic Topic Adaptation for SMT using Distributional Profiles	Jun 1, 2014	Machine TranslationTopic Models	—Unverified
AutoTM 2.0: Automatic Topic Modeling Framework for Documents Analysis	Oct 1, 2024	Topic Models	—Unverified
An Interpretable Neural Network with Topical Information for Relevant Emotion Ranking	Oct 1, 2018	Common Sense ReasoningEmotion Classification	—Unverified

Show:10 25 50

← PrevPage 26 of 89Next →

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