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 151–175 of 881 papers

Title	Date	Tasks	Status	Score
Fine-tuning Encoders for Improved Monolingual and Zero-shot Polylingual Neural Topic Modeling	Apr 11, 2021	ClassificationCross-Lingual Transfer	CodeCode Available	5
Generative Topic Embedding: a Continuous Representation of Documents	Aug 1, 2016	Document ClassificationTopic Models	CodeCode Available	5
Comparative Evaluation of Label-Agnostic Selection Bias in Multilingual Hate Speech Datasets	Nov 1, 2020	Hate Speech DetectionSelection bias	CodeCode Available	5
Grammar induction from (lots of) words alone	Dec 1, 2016	Language AcquisitionPOS	CodeCode Available	5
Graph neural topic model with commonsense knowledge	Mar 2, 2023	Graph Neural Networkmodel	CodeCode Available	5
Coherence-Aware Neural Topic Modeling	Sep 7, 2018	Topic ModelsVariational Inference	CodeCode Available	5
Explainable and Discourse Topic-aware Neural Language Understanding	Jun 18, 2020	Document ClassificationLanguage Modeling	CodeCode Available	5
Exploring conversation topics in conversational artificial intelligence–Based social mediated communities of practice	May 11, 2022	Topic Modelsvalid	CodeCode Available	5
An Ontology-Based Recommender System with an Application to the Star Trek Television Franchise	Jul 31, 2018	Collaborative FilteringRecommendation Systems	CodeCode Available	5
Classifying Idiomatic and Literal Expressions Using Topic Models and Intensity of Emotions	Feb 27, 2018	ClusteringOutlier Detection	CodeCode Available	5
Evaluating Topic Quality with Posterior Variability	Sep 8, 2019	Bayesian InferenceTopic Models	CodeCode Available	5
CATVI: Conditional and Adaptively Truncated Variational Inference for Hierarchical Bayesian Nonparametric Models	Jan 13, 2020	ClusteringTopic Models	CodeCode Available	5
Constrained Non-negative Matrix Factorization for Guided Topic Modeling of Minority Topics	May 22, 2025	Topic Models	CodeCode Available	5
Constrained Relational Topic Models	Feb 1, 2020	Document ClassificationTopic Models	CodeCode Available	5
Exploring Topic Coherence over Many Models and Many Topics	Jul 1, 2012	Document ClassificationInformation Retrieval	CodeCode Available	5
Construction and Quality Evaluation of Heterogeneous Hierarchical Topic Models	Nov 7, 2018	Topic Models	CodeCode Available	5
Gaussian LDA for Topic Models with Word Embeddings	Jul 1, 2015	Topic ModelsWord Embeddings	CodeCode Available	5
Contextualized Topic Coherence Metrics	May 23, 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
Discriminative Topic Mining via Category-Name Guided Text Embedding	Aug 20, 2019	Document ClassificationGeneral Classification	CodeCode Available	5
ETC-NLG: End-to-end Topic-Conditioned Natural Language Generation	Aug 25, 2020	AttributeComputational Efficiency	CodeCode Available	5
Document Informed Neural Autoregressive Topic Models with Distributional Prior	Sep 15, 2018	Language ModelingLanguage Modelling	CodeCode Available	5
AOBTM: Adaptive Online Biterm Topic Modeling for Version Sensitive Short-texts Analysis	Sep 13, 2020	Topic Models	CodeCode Available	5
KATE: K-Competitive Autoencoder for Text	May 4, 2017	Document ClassificationRetrieval	CodeCode Available	5
Document Informed Neural Autoregressive Topic Models	Aug 11, 2018	Language ModelingLanguage Modelling	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