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
Mixing in Some Knowledge: Enriched Context Patterns for Bayesian Word Sense Induction0
Mixing syntagmatic and paradigmatic information for concept detection0
Modeling Interestingness with Deep Neural Networks0
Modeling Temporality of Human Intentions by Domain Adaptation0
Modeling Word Relatedness in Latent Dirichlet Allocation0
Modelling Grocery Retail Topic Distributions: Evaluation, Interpretability and Stability0
Modelling Sequential Text with an Adaptive Topic Model0
Model-Parallel Inference for Big Topic Models0
Model Selection for Topic Models via Spectral Decomposition0
Monte Carlo Methods for Maximum Margin Supervised Topic Models0
Monte Carlo Structured SVI for Two-Level Non-Conjugate Models0
MOOCs Meet Measurement Theory: A Topic-Modelling Approach0
More Efficient Topic Modelling Through a Noun Only Approach0
More than Memes: A Multimodal Topic Modeling Approach to Conspiracy Theories on Telegram0
Moving beyond word lists: towards abstractive topic labels for human-like topics of scientific documents0
Multi-environment Topic Models0
Multi-GPU Distributed Parallel Bayesian Differential Topic Modelling0
Multi-level computational methods for interdisciplinary research in the HathiTrust Digital Library0
Multilingual Dynamic Topic Model0
Multilingual Topic Models0
Multimodal Topic Labelling0
Multi Sense Embeddings from Topic Models0
Multivariate Gaussian Topic Modelling: A novel approach to discover topics with greater semantic coherence0
NaCTeM at SemEval-2016 Task 1: Inferring sentence-level semantic similarity from an ensemble of complementary lexical and sentence-level features0
Narrative Schema Stability in News Text0
Natural Language Models for Predicting Programming Comments0
Necessary and Sufficient Conditions and a Provably Efficient Algorithm for Separable Topic Discovery0
Necessary and Sufficient Conditions for Novel Word Detection in Separable Topic Models0
Netizen-Style Commenting on Fashion Photos: Dataset and Diversity Measures0
Network Visualisations for Exploring Political Concepts0
Neural Attention-Aware Hierarchical Topic Model0
Neural-DINF: A Neural Network based Framework for Measuring Document Influence0
Neural Dynamic Focused Topic Model0
Neural Embedding Allocation: Distributed Representations of Topic Models0
Neural Sparse Topical Coding0
Neural Storyline Extraction Model for Storyline Generation from News Articles0
Neural Topic Modeling with Deep Mutual Information Estimation0
Neural Topic Model with Reinforcement Learning0
NeuroMax: Enhancing Neural Topic Modeling via Maximizing Mutual Information and Group Topic Regularization0
Nonparametric Bayesian Topic Modelling with the Hierarchical Pitman-Yor Processes0
Nonparametric Relational Topic Models through Dependent Gamma Processes0
Nonparametric Topic Modeling with Neural Inference0
On confidence intervals for precision matrices and the eigendecomposition of covariance matrices0
One Objective for All Models --- Self-supervised Learning for Topic Models0
Understanding The Robustness of Self-supervised Learning Through Topic Modeling0
Online Adaptor Grammars with Hybrid Inference0
Online Bayesian Passive-Aggressive Learning0
Online influence, offline violence: Language Use on YouTube surrounding the 'Unite the Right' rally0
Online Learning for Latent Dirichlet Allocation0
Online Multilingual Topic Models with Multi-Level Hyperpriors0
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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