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 726–750 of 881 papers

TitleStatusHype
Evaluating Topic Quality with Posterior VariabilityCode0
Large-Scale Stochastic Sampling from the Probability SimplexCode0
Neural Multimodal Topic Modeling: A Comprehensive EvaluationCode0
Computing Web-scale Topic Models using an Asynchronous Parameter ServerCode0
Constrained Non-negative Matrix Factorization for Guided Topic Modeling of Minority TopicsCode0
Stability of Topic Modeling via Matrix FactorizationCode0
TopicNet: Semantic Graph-Guided Topic DiscoveryCode0
Comparative Evaluation of Label-Agnostic Selection Bias in Multilingual Hate Speech DatasetsCode0
Explainable and Discourse Topic-aware Neural Language UnderstandingCode0
Latent Tree Models for Hierarchical Topic DetectionCode0
Reliability of Topic ModelingCode0
Coherence-Aware Neural Topic ModelingCode0
Neural Topic Models with Survival Supervision: Jointly Predicting Time-to-Event Outcomes and Learning How Clinical Features RelateCode0
Exploring conversation topics in conversational artificial intelligence–Based social mediated communities of practiceCode0
Statistical Model Aggregation via Parameter MatchingCode0
Neural Variational Inference for Text ProcessingCode0
An Ontology-Based Recommender System with an Application to the Star Trek Television FranchiseCode0
Classifying Idiomatic and Literal Expressions Using Topic Models and Intensity of EmotionsCode0
Exploring Topic Coherence over Many Models and Many TopicsCode0
Discriminative Topic Mining via Category-Name Guided Text EmbeddingCode0
A Survey on Bayesian Deep LearningCode0
CWTM: Leveraging Contextualized Word Embeddings from BERT for Neural Topic ModelingCode0
A fast algorithm with minimax optimal guarantees for topic models with an unknown number of topicsCode0
Nonparametric Spherical Topic Modeling with Word EmbeddingsCode0
TopicRNN: A Recurrent Neural Network with Long-Range Semantic DependencyCode0
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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