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 361–370 of 881 papers

Title	Date	Tasks	Status
A Comparative Study of Methods for Topic Modeling in Spoken Document Retrieval	Mar 1, 2012	Information RetrievalRetrieval	—Unverified
Improved Bayesian Logistic Supervised Topic Models with Data Augmentation	Oct 9, 2013	Bayesian InferenceData Augmentation	—Unverified
Improved Topic Representations of Medical Documents to Assist COVID-19 Literature Exploration	Dec 1, 2020	SpecificityTopic Models	—Unverified
Conversational Structure Aware and Context Sensitive Topic Model for Online Discussions	Feb 6, 2020	Topic Models	—Unverified
Improving Neural Topic Models by Contrastive Learning with BERT	Nov 16, 2021	Contrastive LearningTopic Models	—Unverified
Historia Magistra Vitae: Dynamic Topic Modeling of Roman Literature using Neural Embeddings	Jun 27, 2024	Dynamic Topic ModelingTopic Models	—Unverified
Hierarchical Topic Presence Models	Apr 16, 2021	Data AugmentationTopic Models	—Unverified
Convergence Rates of Latent Topic Models Under Relaxed Identifiability Conditions	Oct 30, 2017	Topic Models	—Unverified
Ask the GRU: Multi-Task Learning for Deep Text Recommendations	Sep 7, 2016	ArticlesCollaborative Filtering	—Unverified
Hierarchical Re-estimation of Topic Models for Measuring Topical Diversity	Jan 16, 2017	DiversityTopic Models	—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