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 751–775 of 881 papers

Title	Date	Tasks	Status
Familia: A Configurable Topic Modeling Framework for Industrial Text Engineering	Aug 11, 2018	Topic Models	CodeCode Available
Familia: An Open-Source Toolkit for Industrial Topic Modeling	Jul 31, 2017	Model SelectionTopic Models	CodeCode Available
Fast, Flexible Models for Discovering Topic Correlation across Weakly-Related Collections	Aug 19, 2015	Topic Models	CodeCode Available
n-stage Latent Dirichlet Allocation: A Novel Approach for LDA	Oct 16, 2021	Sentiment AnalysisText Classification	CodeCode Available
Bayesian Allocation Model: Inference by Sequential Monte Carlo for Nonnegative Tensor Factorizations and Topic Models using Polya Urns	Mar 11, 2019	Model SelectionTopic Models	CodeCode Available
Do Neural Topic Models Really Need Dropout? Analysis of the Effect of Dropout in Topic Modeling	Mar 28, 2023	DecoderTopic Models	CodeCode Available
On a Guided Nonnegative Matrix Factorization	Oct 22, 2020	ClusteringTopic Models	CodeCode Available
Federated Neural Topic Models	Dec 5, 2022	DiversityTopic Models	CodeCode Available
On a Topic Model for Sentences	Jun 1, 2016	General Classificationmodel	CodeCode Available
Stochastic Variational Inference	Jun 29, 2012	ArticlesTopic Models	CodeCode Available
Automating the Information Extraction from Semi-Structured Interview Transcripts	Mar 7, 2024	Topic Models	CodeCode Available
A Topic Coverage Approach to Evaluation of Topic Models	Dec 11, 2020	Topic coverageTopic Models	CodeCode Available
Learning the Latent "Look": Unsupervised Discovery of a Style-Coherent Embedding from Fashion Images	Jul 11, 2017	Topic Models	CodeCode Available
Revisiting Topic-Guided Language Models	Dec 4, 2023	Language ModelingLanguage Modelling	CodeCode Available
Fine-tuning Encoders for Improved Monolingual and Zero-shot Polylingual Neural Topic Modeling	Apr 11, 2021	ClassificationCross-Lingual Transfer	CodeCode Available
AOBTM: Adaptive Online Biterm Topic Modeling for Version Sensitive Short-texts Analysis	Sep 13, 2020	Topic Models	CodeCode Available
RICo: Reddit ideological communities	Jun 5, 2024	ArticlesNews Classification	CodeCode Available
Topic Modeling on Health Journals with Regularized Variational Inference	Jan 15, 2018	Topic ModelsVariational Inference	CodeCode Available
Learning Topic Models - Going beyond SVD	Apr 9, 2012	Topic Models	CodeCode Available
ATD: Anomalous Topic Discovery in High Dimensional Discrete Data	Dec 20, 2015	Anomaly DetectionTopic Models	CodeCode Available
Topics as Entity Clusters: Entity-based Topics from Large Language Models and Graph Neural Networks	Jan 6, 2023	Graph Neural NetworkLanguage Modelling	CodeCode Available
Sarcasm Target Identification: Dataset and An Introductory Approach	May 1, 2018	Sarcasm DetectionSentiment Analysis	CodeCode Available
Aspect Sentiment Model for Micro Reviews	Jun 14, 2018	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available
On-line Trend Analysis with Topic Models: \#twitter Trends Detection Topic Model Online	Dec 1, 2012	Topic Models	CodeCode Available
On Smoothing and Inference for Topic Models	May 9, 2012	Topic ModelsVariational Inference	CodeCode Available

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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