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 151200 of 881 papers

TitleStatusHype
LDA2Net: Digging under the surface of COVID-19 topics in scientific literature0
Principled Analysis of Energy Discourse across Domains with Thesaurus-based Automatic Topic LabelingCode0
Bilingual Topic Models for Comparable Corpora0
Topic Driven Adaptive Network for Cross-Domain Sentiment Classification0
Keyword Assisted Embedded Topic ModelCode1
HTMOT : Hierarchical Topic Modelling Over Time0
Community-Detection via Hashtag-Graphs for Semi-Supervised NMF Topic Models0
Exploring Topic-Metadata Relationships with the STM: A Bayesian Approach0
Improving Neural Topic Models by Contrastive Learning with BERT0
Towards Improving Topic Models with the BERT-based Neural Topic Encoder0
Neural Dynamic Focused Topic Model0
Pre-training and Fine-tuning Neural Topic Model: A Simple yet Effective Approach to Incorporating External Knowledge0
Is Neural Topic Modelling Better than Clustering? An Empirical Study on Clustering with Contextual Embeddings for Topics0
Forecasting Crude Oil Price Using Event Extraction0
Neural Machine Translation with Heterogeneous Topic Knowledge EmbeddingsCode0
Extracting Topics with Simultaneous Word Co-occurrence and Semantic Correlation Graphs: Neural Topic Modeling for Short Texts0
HOTTER: Hierarchical Optimal Topic Transport with Explanatory Context RepresentationsCode0
Self-Supervised Neural Topic Modeling0
An Uncertainty-Aware Encoder for Aspect DetectionCode0
TopicNet: Semantic Graph-Guided Topic DiscoveryCode0
Recommender Systems meet Mechanism Design0
Contrastive Learning for Neural Topic ModelCode1
SocialVisTUM: An Interactive Visualization Toolkit for Correlated Neural Topic Models on Social Media Opinion Mining0
n-stage Latent Dirichlet Allocation: A Novel Approach for LDACode0
Neural Attention-Aware Hierarchical Topic Model0
Topic Model Supervised by Understanding Map0
Learning Topic Models: Identifiability and Finite-Sample Analysis0
Beyond Topics: Discovering Latent Healthcare Objectives from Event Sequences0
One Objective for All Models --- Self-supervised Learning for Topic Models0
Generating Scenes with Latent Object Models0
Evaluation of Non-Negative Matrix Factorization and n-stage Latent Dirichlet Allocation for Emotion Analysis in Turkish Tweets0
Towards Explainable Scientific Venue Recommendations0
Evolution of topics in central bank speech communication0
Phrase-BERT: Improved Phrase Embeddings from BERT with an Application to Corpus ExplorationCode1
An Empirical Analysis of Topic Models: Uncovering the Relationships between Hyperparameters, Document Length and Performance Measures0
Apples to Apples: A Systematic Evaluation of Topic ModelsCode1
Chronic Pain and Language: A Topic Modelling Approach to Personal Pain Descriptions0
Benchmarking Neural Topic Models: An Empirical Study0
A Case Study of Analysis of Construals in Language on Social Media Surrounding a Crisis Event0
Spurious Correlations in Cross-Topic Argument MiningCode0
Measuring daily-life fear perception change: a computational study in the context of COVID-190
Likelihood estimation of sparse topic distributions in topic models and its applications to Wasserstein document distance calculations0
Is Automated Topic Model Evaluation Broken?: The Incoherence of CoherenceCode1
Sawtooth Factorial Topic Embeddings Guided Gamma Belief NetworkCode1
Generalisability of Topic Models in Cross-corpora Abusive Language Detection0
Topic Model or Topic Twaddle? Re-evaluating Semantic Interpretability Measures0
A Query-Driven Topic Model0
Non-negative matrix factorization algorithms greatly improve topic model fitsCode1
Is Automated Topic Model Evaluation Broken? The Incoherence of CoherenceCode1
Have you tried Neural Topic Models? Comparative Analysis of Neural and Non-Neural Topic Models with Application to COVID-19 Twitter Data0
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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