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 176–200 of 881 papers

Title	Date	Tasks	Status	Score
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
LLM Reading Tea Leaves: Automatically Evaluating Topic Models with Large Language Models	Jun 13, 2024	Language ModelingLanguage Modelling	CodeCode Available	5
Locating the Leading Edge of Cultural Change	Nov 22, 2024	Topic Models	CodeCode Available	5
MetaLDA: a Topic Model that Efficiently Incorporates Meta information	Sep 19, 2017	Topic ModelsWord Embeddings	CodeCode Available	5
EvaLDA: Efficient Evasion Attacks Towards Latent Dirichlet Allocation	Dec 9, 2020	document understandingInformation Retrieval	CodeCode Available	5
Mixing Dirichlet Topic Models and Word Embeddings to Make lda2vec	May 6, 2016	Topic ModelsWord Embeddings	CodeCode Available	5
Discriminative Topic Mining via Category-Name Guided Text Embedding	Aug 20, 2019	Document ClassificationGeneral Classification	CodeCode Available	5
Cutting through the noise to motivate people: A comprehensive analysis of COVID-19 social media posts de/motivating vaccination	Jun 15, 2024	MisinformationStance Detection	CodeCode Available	5
Aspect Sentiment Model for Micro Reviews	Jun 14, 2018	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	5
Nested Variational Autoencoder for Topic Modeling on Microtexts with Word Vectors	May 1, 2019	Topic ModelsWord Embeddings	CodeCode Available	5
Deep Dirichlet Multinomial Regression	Jun 1, 2018	Articlesregression	CodeCode Available	5
Neural Machine Translation with Heterogeneous Topic Knowledge Embeddings	Nov 1, 2021	DecoderMachine Translation	CodeCode Available	5
Neural Models for Documents with Metadata	May 25, 2017	ArticlesTopic Models	CodeCode Available	5
Evaluating Negative Sampling Approaches for Neural Topic Models	Mar 23, 2025	Document ClassificationTopic Models	CodeCode Available	5
Exploring conversation topics in conversational artificial intelligence–Based social mediated communities of practice	May 11, 2022	Topic Modelsvalid	CodeCode Available	5
AOBTM: Adaptive Online Biterm Topic Modeling for Version Sensitive Short-texts Analysis	Sep 13, 2020	Topic Models	CodeCode Available	5
Nonparametric Spherical Topic Modeling with Word Embeddings	Apr 1, 2016	Topic ModelsVariational Inference	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
A Disentangled Adversarial Neural Topic Model for Separating Opinions from Plots in User Reviews	Oct 22, 2020	DisentanglementSentiment Analysis	CodeCode Available	5
AOBTM: Adaptive Online Biterm Topic Modeling Method for Version Sensitive Short-texts Analysis	Sep 28, 2020	Topic Models	CodeCode Available	5
On-line Trend Analysis with Topic Models: \#twitter Trends Detection Topic Model Online	Dec 1, 2012	Topic Models	CodeCode Available	5
Detecting Perspectives in Political Debates	Sep 1, 2017	Topic Models	CodeCode Available	5
ATD: Anomalous Topic Discovery in High Dimensional Discrete Data	Dec 20, 2015	Anomaly DetectionTopic Models	CodeCode Available	5
ETC-NLG: End-to-end Topic-Conditioned Natural Language Generation	Aug 25, 2020	AttributeComputational Efficiency	CodeCode Available	5
Exploring Topic Coherence over Many Models and Many Topics	Jul 1, 2012	Document ClassificationInformation Retrieval	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