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
A Novel Feature-based Bayesian Model for Query Focused Multi-document Summarization	Dec 10, 2012	Document SummarizationMulti-Document Summarization	—Unverified
BERTopic for Topic Modeling of Hindi Short Texts: A Comparative Study	Jan 7, 2025	Document EmbeddingTopic Models	—Unverified
A Novel Fast Framework for Topic Labeling Based on Similarity-preserved Hashing	Dec 1, 2016	ChunkingTopic Models	—Unverified
AI-KU: Using Co-Occurrence Modeling for Semantic Similarity	Aug 1, 2014	Information RetrievalLanguage Modelling	—Unverified
Benchmarking Neural Topic Models: An Empirical Study	Aug 1, 2021	BenchmarkingTopic Models	—Unverified
Bayesian Analysis of Dynamic Linear Topic Models	Nov 12, 2015	Data AugmentationDynamic Topic Modeling	—Unverified
A Novel Content Enriching Model for Microblog Using News Corpus	Jun 1, 2014	Text ClassificationTopic Models	—Unverified
Efficient Data Selection for Bilingual Terminology Extraction from Comparable Corpora	Dec 1, 2016	Machine TranslationTopic Models	—Unverified
BATS: A Spectral Biclustering Approach to Single Document Topic Modeling and Segmentation	Aug 5, 2020	DiversitySegmentation	—Unverified
A NoSQL Data-based Personalized Recommendation System for C2C e-Commerce	Jun 26, 2018	Recommendation SystemsTopic Models	—Unverified

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