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 651675 of 881 papers

TitleStatusHype
XLING: Matching Query Sentences to a Parallel Corpus using Topic Models for WSD0
Automatic Evaluation of Local Topic Quality0
You Are What You Talk About: Inducing Evaluative Topics for Personality Analysis0
Exchangeable Sequence Models Quantify Uncertainty Over Latent Concepts0
A Bayesian Analysis of Dynamics in Free Recall0
A Bayesian Nonparametric Topic Model with Variational Auto-Encoders0
A Bayesian Topic Model for Human-Evaluated Interpretability0
A Case Study of Analysis of Construals in Language on Social Media Surrounding a Crisis Event0
Accounting ngrams and multi-word terms can improve topic models0
A Comparative Study of Methods for Topic Modeling in Spoken Document Retrieval0
A Computationally Efficient Algorithm for Learning Topical Collocation Models0
Active Learning with Constrained Topic Model0
Adapting Topic Models using Lexical Associations with Tree Priors0
A Deep and Autoregressive Approach for Topic Modeling of Multimodal Data0
A Domain Adaptation Regularization for Denoising Autoencoders0
A Double Parametric Bootstrap Test for Topic Models0
Advice from the Oracle: Really Intelligent Information Retrieval0
A Frame of Mind: Using Statistical Models for Detection of Framing and Agenda Setting Campaigns0
A framework for streamlined statistical prediction using topic models0
A General Method for Robust Bayesian Modeling0
A Geometrical Approach to Topic Model Estimation0
Aggregating Continuous Word Embeddings for Information Retrieval0
A 'Gibbs-Newton' Technique for Enhanced Inference of Multivariate Polya Parameters and Topic Models0
A Hierarchical Knowledge Representation for Expert Finding on Social Media0
A Historical Analysis of the Field of OR/MS using Topic 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