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 401450 of 881 papers

TitleStatusHype
Visualization of the Topic Space of Argument Search Results in args.me0
vONTSS: vMF based semi-supervised neural topic modeling with optimal transport0
VSEC-LDA: Boosting Topic Modeling with Embedded Vocabulary Selection0
VSEM: An open library for visual semantics representation0
WEAKLY SEMI-SUPERVISED NEURAL TOPIC MODELS0
Web-Scale Language-Independent Cataloging of Noisy Product Listings for E-Commerce0
What we write about when we write about causality: Features of causal statements across large-scale social discourse0
When are Overcomplete Topic Models Identifiable? Uniqueness of Tensor Tucker Decompositions with Structured Sparsity0
Which Matters Most? Comparing the Impact of Concept and Document Relationships in Topic Models0
`Who would have thought of that!': A Hierarchical Topic Model for Extraction of Sarcasm-prevalent Topics and Sarcasm Detection0
Why ADAGRAD Fails for Online Topic Modeling0
Why are Big Data Matrices Approximately Low Rank?0
Why Didn't You Listen to Me? Comparing User Control of Human-in-the-Loop Topic Models0
Why the Rich Get Richer? On the Balancedness of Random Partition Models0
Word Association Profiles and their Use for Automated Scoring of Essays0
Word Co-occurrence Augmented Topic Model in Short Text0
Word Network Topic Model: A Simple but General Solution for Short and Imbalanced Texts0
Word Sense Induction for Novel Sense Detection0
XLING: Matching Query Sentences to a Parallel Corpus using Topic Models for WSD0
You Are What You Talk About: Inducing Evaluative Topics for Personality Analysis0
Evaluating Dynamic Topic Models0
Evaluating Joint Modeling of Yeast Biology Literature and Protein-Protein Interaction Networks0
Evaluating topic coherence measures0
Evaluating Topic Coherence Using Distributional Semantics0
Evaluating Visual Representations for Topic Understanding and Their Effects on Manually Generated Topic Labels0
Evaluation of Non-Negative Matrix Factorization and n-stage Latent Dirichlet Allocation for Emotion Analysis in Turkish Tweets0
Evolutionary Hierarchical Dirichlet Process for Timeline Summarization0
Evolution of topics in central bank speech communication0
Evolving Voices Based on Temporal Poisson Factorisation0
Excess Risk Bounds for the Bayes Risk using Variational Inference in Latent Gaussian Models0
Expertise Mining for Enterprise Content Management0
Exploiting Domain Knowledge in Aspect Extraction0
Exploiting Fine-grained Syntactic Transfer Features to Predict the Compositionality of German Particle Verbs0
Exploration and Exploitation of Victorian Science in Darwin's Reading Notebooks0
Exploring Adaptor Grammars for Native Language Identification0
Exploring Differential Topic Models for Comparative Summarization of Scientific Papers0
Exploring Temporal Patterns in Emergency Department Triage Notes with Topic Models0
Exploring Thematic Coherence in Fake News0
Exploring the Technology Landscape through Topic Modeling, Expert Involvement, and Reinforcement Learning0
Exploring Topic Discriminating Power of Words in Latent Dirichlet Allocation0
A Bayesian approach to modeling topic-metadata relationships0
Exploring Topic-Metadata Relationships with the STM: A Bayesian Approach0
Extended Topic Model for Word Dependency0
Extracting Topics with Simultaneous Word Co-occurrence and Semantic Correlation Graphs: Neural Topic Modeling for Short Texts0
Factorized Topic Models0
Fast Inference for Interactive Models of Text0
Fast Learning of Clusters and Topics via Sparse Posteriors0
Feature discovery and visualization of robot mission data using convolutional autoencoders and Bayesian nonparametric topic models0
Federated Non-negative Matrix Factorization for Short Texts Topic Modeling with Mutual Information0
Federated Variational Inference Methods for Structured Latent Variable Models0
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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