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

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Showing 651–660 of 881 papers

Title	Date	Tasks	Status
XLING: Matching Query Sentences to a Parallel Corpus using Topic Models for WSD	Jun 1, 2013	Topic ModelsWord Sense Disambiguation	—Unverified
Automatic Evaluation of Local Topic Quality	May 18, 2019	Topic Models	—Unverified
You Are What You Talk About: Inducing Evaluative Topics for Personality Analysis	Feb 1, 2023	Topic Models	—Unverified
Exchangeable Sequence Models Quantify Uncertainty Over Latent Concepts	Aug 6, 2024	Bayesian InferenceData Augmentation	—Unverified
A Bayesian Analysis of Dynamics in Free Recall	Dec 1, 2009	Bayesian InferenceRetrieval	—Unverified
A Bayesian Nonparametric Topic Model with Variational Auto-Encoders	Jan 1, 2018	Representation LearningRetrieval	—Unverified
A Bayesian Topic Model for Human-Evaluated Interpretability	Jun 1, 2022	Topic Models	—Unverified
A Case Study of Analysis of Construals in Language on Social Media Surrounding a Crisis Event	Aug 1, 2021	Topic Models	—Unverified
Accounting ngrams and multi-word terms can improve topic models	Aug 1, 2016	Information RetrievalText Clustering	—Unverified
A Comparative Study of Methods for Topic Modeling in Spoken Document Retrieval	Mar 1, 2012	Information RetrievalRetrieval	—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