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 701750 of 881 papers

TitleStatusHype
Rethinking LDA: Why Priors Matter0
Rethinking Topic Modelling: From Document-Space to Term-Space0
Retrofitting Word Representations for Unsupervised Sense Aware Word Similarities0
Review Topic Discovery with Phrases using the P\'olya Urn Model0
RevUP: Automatic Gap-Fill Question Generation from Educational Texts0
Robust Transliteration Mining from Comparable Corpora with Bilingual Topic Models0
SaberLDA: Sparsity-Aware Learning of Topic Models on GPUs0
Scalable Inference for Logistic-Normal Topic Models0
Scalable Inference for Nested Chinese Restaurant Process Topic Models0
Scalable Modeling of Conversational-role based Self-presentation Characteristics in Large Online Forums0
Scalable Topical Phrase Mining from Text Corpora0
Scaling laws and fluctuations in the statistics of word frequencies0
Self-Supervised Neural Topic Modeling0
Semantic classifications for detection of verb metaphors0
Semantic Frame-based Statistical Approach for Topic Detection0
Semi-Supervised Learning Approach to Discover Enterprise User Insights from Feedback and Support0
Semi-Supervised Semantic Tagging of Conversational Understanding using Markov Topic Regression0
ESTEEM: A Novel Framework for Qualitatively Evaluating and Visualizing Spatiotemporal Embeddings in Social MediaCode0
ETC-NLG: End-to-end Topic-Conditioned Natural Language GenerationCode0
EvaLDA: Efficient Evasion Attacks Towards Latent Dirichlet AllocationCode0
Reinforcement Learning for Topic ModelsCode0
Neural Machine Translation with Heterogeneous Topic Knowledge EmbeddingsCode0
Evaluating Negative Sampling Approaches for Neural Topic ModelsCode0
Large-Scale Evaluation of Topic Models and Dimensionality Reduction Methods for 2D Text SpatializationCode0
Neural Models for Documents with MetadataCode0
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_v0.69Unverified
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