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

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Showing 376–400 of 881 papers

TitleStatusHype
Document Informed Neural Autoregressive Topic Models with Distributional PriorCode0
A Joint Model of Conversational Discourse and Latent Topics on Microblogs—0
Coherence-Aware Neural Topic ModelingCode0
Spherical Latent Spaces for Stable Variational AutoencodersCode0
Learning Supervised Topic Models for Classification and Regression from Crowds—0
Document Informed Neural Autoregressive Topic ModelsCode0
Familia: A Configurable Topic Modeling Framework for Industrial Text EngineeringCode0
jLDADMM: A Java package for the LDA and DMM topic modelsCode0
Authorless Topic Models: Biasing Models Away from Known StructureCode0
Narrative Schema Stability in News Text—0
Learning Multilingual Topics from Incomparable Corpora—0
Real-time Change Point Detection using On-line Topic Models—0
Interaction-Aware Topic Model for Microblog Conversations through Network Embedding and User Attention—0
Identifying Emergent Research Trends by Key Authors and PhrasesCode0
An Ontology-Based Recommender System with an Application to the Star Trek Television FranchiseCode0
Topic Discovery in Massive Text Corpora Based on Min-HashingCode0
Neural Sparse Topical Coding—0
PhraseCTM: Correlated Topic Modeling on Phrases within Markov Random Fields—0
A NoSQL Data-based Personalized Recommendation System for C2C e-Commerce—0
Unveiling the semantic structure of text documents using paragraph-aware Topic Models—0
Large-Scale Stochastic Sampling from the Probability SimplexCode0
Overlapping Clustering Models, and One (class) SVM to Bind Them All—0
Nonparametric Topic Modeling with Neural Inference—0
Aspect Sentiment Model for Micro ReviewsCode0
Learning Multilingual Topics from Incomparable Corpus—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1vONTSSC_v0.69—Unverified
2GSMC_v0.55—Unverified
3vNVDMC_v0.52—Unverified
4ETMC_v0.51—Unverified
5NSTMC_v0.38—Unverified
6ProdLDAC_v0.35—Unverified
#ModelMetricClaimedVerifiedStatus
1vONTSSC_v0.49—Unverified
2vNVDMC_v0.44—Unverified
3GSMC_v0.41—Unverified
4ETMC_v0.41—Unverified
5NSTMC_v0.37—Unverified
6ProdLDAC_v0.32—Unverified
#ModelMetricClaimedVerifiedStatus
1NVDMTest perplexity836—Unverified
2Bayesian SMMTest perplexity515—Unverified
#ModelMetricClaimedVerifiedStatus
1JoSHMACC83.24—Unverified
2TopicEqTopic Coherence@500.1—Unverified
#ModelMetricClaimedVerifiedStatus
1vONTSSC_v0.49—Unverified
#ModelMetricClaimedVerifiedStatus
1JoSHMACC90.91—Unverified