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 51–60 of 881 papers

Title	Date	Tasks	Status	Hype	Score
Effective Neural Topic Modeling with Embedding Clustering Regularization	Jun 7, 2023	ClusteringTopic Models	CodeCode Available	1	5
A network approach to topic models	Aug 4, 2017	Community DetectionModel Selection	CodeCode Available	1	5
End-to-end Learning of LDA by Mirror-Descent Back Propagation over a Deep Architecture	Aug 14, 2015	General Classificationparameter estimation	CodeCode Available	1	5
Graph Structural-topic Neural Network	Jun 25, 2020	Topic Models	CodeCode Available	1	5
DeTiME: Diffusion-Enhanced Topic Modeling using Encoder-decoder based LLM	Oct 23, 2023	DecoderText Generation	CodeCode Available	1	5
Improving Neural Topic Models using Knowledge Distillation	Oct 5, 2020	Knowledge DistillationTopic Models	CodeCode Available	1	5
Determination of the Number of Topics Intrinsically: Is It Possible?	Jun 14, 2024	Topic Models	CodeCode Available	1	5
Structural Regularities in Text-based Entity Vector Spaces	Jul 25, 2017	ClusteringEntity Retrieval	CodeCode Available	1	5
Neural Topic Modeling with Large Language Models in the Loop	Nov 13, 2024	Topic coverageTopic Models	CodeCode Available	1	5
Topic Modeling in Embedding Spaces	Jul 8, 2019	Topic ModelsVariational Inference	CodeCode Available	1	5

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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