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 61–70 of 881 papers

Title	Date	Tasks	Status	Hype
Using Transformer based Ensemble Learning to classify Scientific Articles	Feb 19, 2021	ArticlesEnsemble Learning	CodeCode Available	1
Weakly-Supervised Aspect-Based Sentiment Analysis via Joint Aspect-Sentiment Topic Embedding	Oct 13, 2020	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	1
Improving Neural Topic Models using Knowledge Distillation	Oct 5, 2020	Knowledge DistillationTopic Models	CodeCode Available	1
Nonparametric Forest-Structured Neural Topic Modeling	Oct 1, 2022	Topic Models	CodeCode Available	1
Autoencoding Variational Inference For Topic Models	Mar 4, 2017	Topic ModelsVariational Inference	CodeCode Available	1
A Novel Feature-based Bayesian Model for Query Focused Multi-document Summarization	Dec 10, 2012	Document SummarizationMulti-Document Summarization	—Unverified	0
A Novel Fast Framework for Topic Labeling Based on Similarity-preserved Hashing	Dec 1, 2016	ChunkingTopic Models	—Unverified	0
AI-KU: Using Co-Occurrence Modeling for Semantic Similarity	Aug 1, 2014	Information RetrievalLanguage Modelling	—Unverified	0
A Novel Content Enriching Model for Microblog Using News Corpus	Jun 1, 2014	Text ClassificationTopic Models	—Unverified	0
A NoSQL Data-based Personalized Recommendation System for C2C e-Commerce	Jun 26, 2018	Recommendation SystemsTopic Models	—Unverified	0

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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