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 741–750 of 881 papers

Title	Date	Tasks	Status
BATS: A Spectral Biclustering Approach to Single Document Topic Modeling and Segmentation	Aug 5, 2020	DiversitySegmentation	—Unverified
Bayesian Analysis of Dynamic Linear Topic Models	Nov 12, 2015	Data AugmentationDynamic Topic Modeling	—Unverified
Benchmarking Neural Topic Models: An Empirical Study	Aug 1, 2021	BenchmarkingTopic Models	—Unverified
BERTopic for Topic Modeling of Hindi Short Texts: A Comparative Study	Jan 7, 2025	Document EmbeddingTopic Models	—Unverified
Best feature performance in codeswitched hate speech texts	Sep 25, 2019	Topic Models	—Unverified
Better Early than Late: Fusing Topics with Word Embeddings for Neural Question Paraphrase Identification	Jul 22, 2020	Community Question AnsweringParaphrase Identification	—Unverified
Beyond LDA: Exploring Supervised Topic Modeling for Depression-Related Language in Twitter	Jun 1, 2015	Topic Models	—Unverified
Beyond Topics: Discovering Latent Healthcare Objectives from Event Sequences	Oct 4, 2021	ManagementTopic Models	—Unverified
Bib2vec: Embedding-based Search System for Bibliographic Information	Apr 1, 2017	Network EmbeddingTopic Models	—Unverified
Bidirectional Topic Matching: Quantifying Thematic Overlap Between Corpora Through Topic Modelling	Dec 24, 2024	ArticlesCross-corpus	—Unverified

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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