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 601650 of 881 papers

TitleStatusHype
A Survey on Bayesian Deep LearningCode0
Nonparametric Spherical Topic Modeling with Word EmbeddingsCode0
Recovering Structured Probability Matrices0
Scaling up Dynamic Topic ModelsCode0
Spectral Learning for Supervised Topic Models0
"Draw My Topics": Find Desired Topics fast from large scale of Corpus0
Comparing Apples to Apple: The Effects of Stemmers on Topic Models0
ATD: Anomalous Topic Discovery in High Dimensional Discrete DataCode0
Towards Evaluation of Cultural-scale Claims in Light of Topic Model Sampling Effects0
Scalable Modeling of Conversational-role based Self-presentation Characteristics in Large Online Forums0
Inference in topic models: sparsity and trade-offCode0
Guaranteed inference in topic modelsCode0
Word Co-occurrence Augmented Topic Model in Short Text0
More Efficient Topic Modelling Through a Noun Only Approach0
Improving Topic Coherence with Latent Feature Word Representations in MAP Estimation for Topic Modeling0
Using Multilingual Topic Models for Improved Alignment in English-Hindi MT0
Deep Poisson Factor Modeling0
Fixed-Length Poisson MRF: Adding Dependencies to the Multinomial0
MOOCs Meet Measurement Theory: A Topic-Modelling Approach0
Neural Variational Inference for Text ProcessingCode0
Bayesian Analysis of Dynamic Linear Topic Models0
Partial Membership Latent Dirichlet AllocationCode0
Multi-GPU Distributed Parallel Bayesian Differential Topic Modelling0
A 'Gibbs-Newton' Technique for Enhanced Inference of Multivariate Polya Parameters and Topic Models0
Large Enforced Sparse Non-Negative Matrix Factorization0
A Historical Analysis of the Field of OR/MS using Topic Models0
A General Method for Robust Bayesian Modeling0
Pivot-Based Topic Models for Low-Resource Lexicon Extraction0
Cross-lingual Pseudo Relevance Feedback Based on Weak Relevant Topic Alignment0
Surrounding Word Sense Model for Japanese All-words Word Sense Disambiguation0
Exploration and Exploitation of Victorian Science in Darwin's Reading Notebooks0
Do Distributed Semantic Models Dream of Electric Sheep? Visualizing Word Representations through Image Synthesis0
Document-Level Machine Translation Evaluation with Gist Consistency and Text Cohesion0
Topic Identification and Discovery on Text and Speech0
Efficient Methods for Incorporating Knowledge into Topic Models0
Birds of a Feather Linked Together: A Discriminative Topic Model using Link-based Priors0
EMNLP versus ACL: Analyzing NLP research over time0
PhraseRNN: Phrase Recursive Neural Network for Aspect-based Sentiment Analysis0
Necessary and Sufficient Conditions and a Provably Efficient Algorithm for Separable Topic Discovery0
Fast, Flexible Models for Discovering Topic Correlation across Weakly-Related CollectionsCode0
End-to-end Learning of LDA by Mirror-Descent Back Propagation over a Deep ArchitectureCode1
Topic Stability over Noisy Sources0
LDAExplore: Visualizing Topic Models Generated Using Latent Dirichlet Allocation0
User Based Aggregation for Biterm Topic Model0
A Hierarchical Knowledge Representation for Expert Finding on Social Media0
Matrix and Tensor Factorization Methods for Natural Language Processing0
Extended Topic Model for Word Dependency0
Tea Party in the House: A Hierarchical Ideal Point Topic Model and Its Application to Republican Legislators in the 112th Congress0
Efficient Methods for Inferring Large Sparse Topic Hierarchies0
KB-LDA: Jointly Learning a Knowledge Base of Hierarchy, Relations, and Facts0
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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