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 101–125 of 881 papers

Title	Date	Tasks	Status	Score
GraphBTM: Graph Enhanced Autoencoded Variational Inference for Biterm Topic Model	Oct 1, 2018	Recommendation SystemsTopic Models	CodeCode Available	5
Evaluating Topic Quality with Posterior Variability	Sep 8, 2019	Bayesian InferenceTopic Models	CodeCode Available	5
Aspect Sentiment Model for Micro Reviews	Jun 14, 2018	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	5
Explainable and Discourse Topic-aware Neural Language Understanding	Jun 18, 2020	Document ClassificationLanguage Modeling	CodeCode Available	5
Familia: An Open-Source Toolkit for Industrial Topic Modeling	Jul 31, 2017	Model SelectionTopic Models	CodeCode Available	5
ETC-NLG: End-to-end Topic-Conditioned Natural Language Generation	Aug 25, 2020	AttributeComputational Efficiency	CodeCode Available	5
HyHTM: Hyperbolic Geometry based Hierarchical Topic Models	May 16, 2023	Topic Models	CodeCode Available	5
ESTEEM: A Novel Framework for Qualitatively Evaluating and Visualizing Spatiotemporal Embeddings in Social Media	Jul 1, 2017	Named Entity Recognition (NER)Part-Of-Speech Tagging	CodeCode Available	5
EvaLDA: Efficient Evasion Attacks Towards Latent Dirichlet Allocation	Dec 9, 2020	document understandingInformation Retrieval	CodeCode Available	5
Improving Contextualized Topic Models with Negative Sampling	Mar 27, 2023	DiversityTopic Models	CodeCode Available	5
Evaluating Negative Sampling Approaches for Neural Topic Models	Mar 23, 2025	Document ClassificationTopic Models	CodeCode Available	5
Fast, Flexible Models for Discovering Topic Correlation across Weakly-Related Collections	Aug 19, 2015	Topic Models	CodeCode Available	5
Diversity-Aware Coherence Loss for Improving Neural Topic Models	May 25, 2023	DiversityTopic Models	CodeCode Available	5
Analyses of Multi-collection Corpora via Compound Topic Modeling	Jun 17, 2019	Topic ModelsVariational Inference	CodeCode Available	5
jLDADMM: A Java package for the LDA and DMM topic models	Aug 11, 2018	ClusteringTopic Models	CodeCode Available	5
Automating the Information Extraction from Semi-Structured Interview Transcripts	Mar 7, 2024	Topic Models	CodeCode Available	5
Document Informed Neural Autoregressive Topic Models with Distributional Prior	Sep 15, 2018	Language ModelingLanguage Modelling	CodeCode Available	5
A fast algorithm with minimax optimal guarantees for topic models with an unknown number of topics	May 17, 2018	Topic Modelsvalid	CodeCode Available	5
Adaptive Mixed Component LDA for Low Resource Topic Modeling	Apr 1, 2021	Topic Models	CodeCode Available	5
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	5
Discriminative Topic Modeling with Logistic LDA	Sep 3, 2019	Topic Models	CodeCode Available	5
Latent Tree Models for Hierarchical Topic Detection	May 21, 2016	ClusteringTopic Models	CodeCode Available	5
Leveraging Just a Few Keywords for Fine-Grained Aspect Detection Through Weakly Supervised Co-Training	Sep 1, 2019	Aspect Category DetectionOpinion Mining	CodeCode Available	5
Document Informed Neural Autoregressive Topic Models	Aug 11, 2018	Language ModelingLanguage Modelling	CodeCode Available	5
Dirichlet belief networks for topic structure learning	Nov 2, 2018	Topic Models	CodeCode Available	5

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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