SOTAVerified

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

Showing 751800 of 881 papers

TitleStatusHype
Familia: A Configurable Topic Modeling Framework for Industrial Text EngineeringCode0
Familia: An Open-Source Toolkit for Industrial Topic ModelingCode0
Fast, Flexible Models for Discovering Topic Correlation across Weakly-Related CollectionsCode0
n-stage Latent Dirichlet Allocation: A Novel Approach for LDACode0
Bayesian Allocation Model: Inference by Sequential Monte Carlo for Nonnegative Tensor Factorizations and Topic Models using Polya UrnsCode0
Do Neural Topic Models Really Need Dropout? Analysis of the Effect of Dropout in Topic ModelingCode0
On a Guided Nonnegative Matrix FactorizationCode0
Federated Neural Topic ModelsCode0
On a Topic Model for SentencesCode0
Stochastic Variational InferenceCode0
Automating the Information Extraction from Semi-Structured Interview TranscriptsCode0
A Topic Coverage Approach to Evaluation of Topic ModelsCode0
Learning the Latent "Look": Unsupervised Discovery of a Style-Coherent Embedding from Fashion ImagesCode0
Revisiting Topic-Guided Language ModelsCode0
Fine-tuning Encoders for Improved Monolingual and Zero-shot Polylingual Neural Topic ModelingCode0
AOBTM: Adaptive Online Biterm Topic Modeling for Version Sensitive Short-texts AnalysisCode0
RICo: Reddit ideological communitiesCode0
Topic Modeling on Health Journals with Regularized Variational InferenceCode0
Learning Topic Models - Going beyond SVDCode0
ATD: Anomalous Topic Discovery in High Dimensional Discrete DataCode0
Topics as Entity Clusters: Entity-based Topics from Large Language Models and Graph Neural NetworksCode0
Sarcasm Target Identification: Dataset and An Introductory ApproachCode0
Aspect Sentiment Model for Micro ReviewsCode0
On-line Trend Analysis with Topic Models: \#twitter Trends Detection Topic Model OnlineCode0
On Smoothing and Inference for Topic ModelsCode0
Gaussian LDA for Topic Models with Word EmbeddingsCode0
Scalable Collapsed Inference for High-Dimensional Topic ModelsCode0
Scalable Cross-lingual Document Similarity through Language-specific Concept HierarchiesCode0
Orthonormal Explicit Topic Analysis for Cross-Lingual Document MatchingCode0
Scalable Generalized Dynamic Topic ModelsCode0
Leveraging Just a Few Keywords for Fine-Grained Aspect Detection Through Weakly Supervised Co-TrainingCode0
An Unsupervised Neural Attention Model for Aspect ExtractionCode0
Generative Topic Embedding: a Continuous Representation of DocumentsCode0
Topic Scaling: A Joint Document Scaling -- Topic Model Approach To Learn Time-Specific TopicsCode0
LightLDA: Big Topic Models on Modest Compute ClustersCode0
GINopic: Topic Modeling with Graph Isomorphism NetworkCode0
Supervised Topic ModelsCode0
Grammar induction from (lots of) words aloneCode0
Parsimonious Topic Models with Salient Word DiscoveryCode0
GraphBTM: Graph Enhanced Autoencoded Variational Inference for Biterm Topic ModelCode0
Document Informed Neural Autoregressive Topic ModelsCode0
Graph neural topic model with commonsense knowledgeCode0
Document Informed Neural Autoregressive Topic Models with Distributional PriorCode0
Partial Membership Latent Dirichlet AllocationCode0
Partial Membership Latent Dirichlet AllocationCode0
Guaranteed inference in topic modelsCode0
LLM Reading Tea Leaves: Automatically Evaluating Topic Models with Large Language ModelsCode0
A Disentangled Adversarial Neural Topic Model for Separating Opinions from Plots in User ReviewsCode0
Locating the Leading Edge of Cultural ChangeCode0
Scalable Weibull Graph Attention Autoencoder for Modeling Document NetworksCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1vONTSSC_v0.69Unverified
2GSMC_v0.55Unverified
3vNVDMC_v0.52Unverified
4ETMC_v0.51Unverified
5NSTMC_v0.38Unverified
6ProdLDAC_v0.35Unverified
#ModelMetricClaimedVerifiedStatus
1vONTSSC_v0.49Unverified
2vNVDMC_v0.44Unverified
3GSMC_v0.41Unverified
4ETMC_v0.41Unverified
5NSTMC_v0.37Unverified
6ProdLDAC_v0.32Unverified
#ModelMetricClaimedVerifiedStatus
1NVDMTest perplexity836Unverified
2Bayesian SMMTest perplexity515Unverified
#ModelMetricClaimedVerifiedStatus
1JoSHMACC83.24Unverified
2TopicEqTopic Coherence@500.1Unverified
#ModelMetricClaimedVerifiedStatus
1vONTSSC_v0.49Unverified
#ModelMetricClaimedVerifiedStatus
1JoSHMACC90.91Unverified