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 231–240 of 881 papers

Title	Date	Tasks	Status	Hype
Deep Relational Topic Modeling via Graph Poisson Gamma Belief Network	Dec 1, 2020	Topic Models	—Unverified	0
Topic modelling discourse dynamics in historical newspapers	Nov 20, 2020	Topic Models	—Unverified	0
TOMODAPI: A Topic Modeling API to Train, Use and Compare Topic Models	Nov 1, 2020	Topic Models	CodeCode Available	1
Which Matters Most? Comparing the Impact of Concept and Document Relationships in Topic Models	Nov 1, 2020	Topic Models	—Unverified	0
Rethinking Topic Modelling: From Document-Space to Term-Space	Nov 1, 2020	Topic ModelsWord Embeddings	—Unverified	0
Friendly Topic Assistant for Transformer Based Abstractive Summarization	Nov 1, 2020	Abstractive Text SummarizationDocument Summarization	—Unverified	0
Comparative Evaluation of Label-Agnostic Selection Bias in Multilingual Hate Speech Datasets	Nov 1, 2020	Hate Speech DetectionSelection bias	CodeCode Available	0
Learning VAE-LDA Models with Rounded Reparameterization Trick	Nov 1, 2020	Topic Models	—Unverified	0
Short Text Topic Modeling with Topic Distribution Quantization and Negative Sampling Decoder	Nov 1, 2020	DecoderQuantization	CodeCode Available	1
TopicModel4J: A Java Package for Topic Models	Oct 28, 2020	LemmatizationTopic Models	CodeCode Available	1

Show:10 25 50

← PrevPage 24 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