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 11–20 of 881 papers

Title	Date	Tasks	Status	Hype
Neural Topic Modeling with Large Language Models in the Loop	Nov 13, 2024	Topic coverageTopic Models	CodeCode Available	1
Iterative Improvement of an Additively Regularized Topic Model	Aug 11, 2024	modelTopic Models	CodeCode Available	1
Determination of the Number of Topics Intrinsically: Is It Possible?	Jun 14, 2024	Topic Models	CodeCode Available	1
Modeling Dynamic Topics in Chain-Free Fashion by Evolution-Tracking Contrastive Learning and Unassociated Word Exclusion	May 28, 2024	Contrastive LearningDiversity	CodeCode Available	1
Enhanced Short Text Modeling: Leveraging Large Language Models for Topic Refinement	Mar 26, 2024	Prompt EngineeringTopic Models	CodeCode Available	1
Improving the TENOR of Labeling: Re-evaluating Topic Models for Content Analysis	Jan 29, 2024	Topic Models	CodeCode Available	1
DeTiME: Diffusion-Enhanced Topic Modeling using Encoder-decoder based LLM	Oct 23, 2023	DecoderText Generation	CodeCode Available	1
Effective Neural Topic Modeling with Embedding Clustering Regularization	Jun 7, 2023	ClusteringTopic Models	CodeCode Available	1
Revisiting Automated Topic Model Evaluation with Large Language Models	May 20, 2023	Topic Models	CodeCode Available	1
InfoCTM: A Mutual Information Maximization Perspective of Cross-Lingual Topic Modeling	Apr 7, 2023	Topic Models	CodeCode Available	1

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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