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 426450 of 881 papers

TitleStatusHype
An Instability in Variational Inference for Topic Models0
Netizen-Style Commenting on Fashion Photos: Dataset and Diversity Measures0
Creative Exploration Using Topic Based Bisociative Networks0
Topic Modeling on Health Journals with Regularized Variational InferenceCode0
Knowledge-based Word Sense Disambiguation using Topic Models0
Advice from the Oracle: Really Intelligent Information Retrieval0
A Bayesian Nonparametric Topic Model with Variational Auto-Encoders0
Multilingual Topic Models0
A Novel Document Generation Process for Topic Detection based on Hierarchical Latent Tree Models0
Excess Risk Bounds for the Bayes Risk using Variational Inference in Latent Gaussian Models0
Q-LDA: Uncovering Latent Patterns in Text-based Sequential Decision Processes0
Prediction-Constrained Topic Models for Antidepressant Recommendation0
Feature discovery and visualization of robot mission data using convolutional autoencoders and Bayesian nonparametric topic models0
State Space LSTM Models with Particle MCMC Inference0
Application of Natural Language Processing to Determine User Satisfaction in Public Services0
A Double Parametric Bootstrap Test for Topic Models0
Prior-aware Dual Decomposition: Document-specific Topic Inference for Spectral Topic Models0
Identifying Patterns of Associated-Conditions through Topic Models of Electronic Medical Records0
Deep Temporal-Recurrent-Replicated-Softmax for Topical Trends over Time0
Interpretable probabilistic embeddings: bridging the gap between topic models and neural networks0
Taking into account Inter-sentence Similarity for Update Summarization0
Information Bottleneck Inspired Method For Chat Text Segmentation0
Convergence Rates of Latent Topic Models Under Relaxed Identifiability Conditions0
Topic Modeling based on Keywords and ContextCode1
SpectralLeader: Online Spectral Learning for Single 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