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 21–30 of 881 papers

Title	Date	Tasks	Status	Hype
No more Reviewer #2: Subverting Automatic Paper-Reviewer Assignment using Adversarial Learning	Mar 25, 2023	Topic Models	CodeCode Available	1
ANTM: An Aligned Neural Topic Model for Exploring Evolving Topics	Feb 3, 2023	DiversityDynamic Topic Modeling	CodeCode Available	1
Are Neural Topic Models Broken?	Oct 28, 2022	Topic Models	CodeCode Available	1
HyperMiner: Topic Taxonomy Mining with Hyperbolic Embedding	Oct 16, 2022	Graph structure learningTopic Models	CodeCode Available	1
Nonparametric Forest-Structured Neural Topic Modeling	Oct 1, 2022	Topic Models	CodeCode Available	1
Twitmo: A Twitter Data Topic Modeling and Visualization Package for R	Jul 8, 2022	Information RetrievalTopic Models	CodeCode Available	1
Seed-Guided Topic Discovery with Out-of-Vocabulary Seeds	May 4, 2022	DiversityGeneral Knowledge	CodeCode Available	1
Is Neural Topic Modelling Better than Clustering? An Empirical Study on Clustering with Contextual Embeddings for Topics	Apr 21, 2022	ClusteringSentence	CodeCode Available	1
Topic Discovery via Latent Space Clustering of Pretrained Language Model Representations	Feb 9, 2022	ClusteringLanguage Modeling	CodeCode Available	1
Keyword Assisted Embedded Topic Model	Nov 22, 2021	modelTopic Models	CodeCode Available	1

Show:10 25 50

← PrevPage 3 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