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 651700 of 881 papers

TitleStatusHype
A Frame of Mind: Using Statistical Models for Detection of Framing and Agenda Setting Campaigns0
A Computationally Efficient Algorithm for Learning Topical Collocation Models0
Gaussian LDA for Topic Models with Word EmbeddingsCode0
An Empirical Study of Stochastic Variational Algorithms for the Beta Bernoulli Process0
Efficient Learning for Undirected Topic Models0
Learning Contextualized Semantics from Co-occurring Terms via a Siamese Architecture0
Sparse Partially Collapsed MCMC for Parallel Inference in Topic ModelsCode0
Convolutional Dictionary Learning through Tensor Factorization0
Beyond LDA: Exploring Supervised Topic Modeling for Depression-Related Language in Twitter0
Practical issues in developing semantic frameworks for the analysis of verbal fluency data: A Norwegian data case study0
A Method of Accounting Bigrams in Topic Models0
Using Topic Modeling and Similarity Thresholds to Detect Events0
RevUP: Automatic Gap-Fill Question Generation from Educational Texts0
A Simple Word Embedding Model for Lexical Substitution0
The University of Maryland CLPsych 2015 Shared Task System0
Unsupervised Topic Modeling for Short Texts Using Distributed Representations of Words0
Speeding Document Annotation with Topic Models0
Topic Models: Accounting Component Structure of Bigrams0
Short Text Understanding by Leveraging Knowledge into Topic Model0
Improving Update Summarization via Supervised ILP and Sentence Reranking0
TopicCheck: Interactive Alignment for Assessing Topic Model Stability0
Is Your Anchor Going Up or Down? Fast and Accurate Supervised Topic Models0
Incorporating Word Correlation Knowledge into Topic Modeling0
Learning Contextualized Music Semantics from Tags via a Siamese Network0
Learning Arbitrary Statistical Mixtures of Discrete Distributions0
Learning Mixed Membership Mallows Models from Pairwise Comparisons0
Exploiting Fine-grained Syntactic Transfer Features to Predict the Compositionality of German Particle Verbs0
Nonparametric Relational Topic Models through Dependent Gamma Processes0
On some provably correct cases of variational inference for topic models0
Dense v.s. Sparse: A Comparative Study of Sampling Analysis in Scene Classification of High-Resolution Remote Sensing Imagery0
User Clustering in Online Advertising via Topic Models0
Autodetection and Classification of Hidden Cultural City Districts from Yelp Reviews0
A Sense-Topic Model for Word Sense Induction with Unsupervised Data Enrichment0
Sprite: Generalizing Topic Models with Structured Priors0
Unsupervised Declarative Knowledge Induction for Constraint-Based Learning of Information Structure in Scientific Documents0
Word Network Topic Model: A Simple but General Solution for Short and Imbalanced Texts0
Application of Topic Models to Judgments from Public Procurement Domain0
A Scalable Asynchronous Distributed Algorithm for Topic ModelingCode0
LightLDA: Big Topic Models on Modest Compute ClustersCode0
Semantic Frame-based Statistical Approach for Topic Detection0
Learning a Concept Hierarchy from Multi-labeled Documents0
Spectral Methods for Supervised Topic Models0
Capturing Semantically Meaningful Word Dependencies with an Admixture of Poisson MRFs0
Coarse-grained Cross-lingual Alignment of Comparable Texts with Topic Models and Encyclopedic Knowledge0
Model-Parallel Inference for Big Topic Models0
Modeling Word Relatedness in Latent Dirichlet Allocation0
Eigenvectors of Orthogonally Decomposable Functions0
Exploring Temporal Patterns in Emergency Department Triage Notes with Topic Models0
A provable SVD-based algorithm for learning topics in dominant admixture corpus0
Model Selection for Topic Models via Spectral Decomposition0
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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