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 301350 of 881 papers

TitleStatusHype
A Multilingual Topic Model for Learning Weighted Topic Links Across Corpora with Low Comparability0
Hey Siri. Ok Google. Alexa: A topic modeling of user reviews for smart speakers0
Deep topic modeling by multilayer bootstrap network and lasso0
Rapid Model Comparison by Amortizing Across ModelsCode0
Prediction Focused Topic Models via Feature SelectionCode0
Lifelong Neural Topic Learning in Contextualized Autoregressive Topic Models of Language via Informative Transfers0
Best feature performance in codeswitched hate speech texts0
Discovering Topics With Neural Topic Models Built From PLSA Loss0
PaRe: A Paper-Reviewer Matching Approach Using a Common Topic Space0
Diachronic Topics in New High German Poetry0
Multi Sense Embeddings from Topic Models0
Neural Embedding Allocation: Distributed Representations of Topic Models0
Evaluating Topic Quality with Posterior VariabilityCode0
Discriminative Topic Modeling with Logistic LDACode0
Multilingual Dynamic Topic Model0
Leveraging Just a Few Keywords for Fine-Grained Aspect Detection Through Weakly Supervised Co-TrainingCode0
Online influence, offline violence: Language Use on YouTube surrounding the 'Unite the Right' rally0
Learning document embeddings along with their uncertaintiesCode0
Discriminative Topic Mining via Category-Name Guided Text EmbeddingCode0
Topic Modeling with Wasserstein AutoencodersCode1
The Dynamic Embedded Topic ModelCode0
Topic Modeling in Embedding SpacesCode1
La g\'en\'eration automatique de po\'esie en fran (Automatic Poetry Generation in French)0
Leveraging Meta Information in Short Text Aggregation0
Interactive Topic Modeling with Anchor Words0
Analyses of Multi-collection Corpora via Compound Topic ModelingCode0
Sparse Parallel Training of Hierarchical Dirichlet Process Topic ModelsCode0
Sign Clustering and Topic Extraction in Proto-ElamiteCode0
Analyzing Bayesian Crosslingual Transfer in Topic Models0
Integration of Knowledge Graph Embedding Into Topic Modeling with Hierarchical Dirichlet Process0
Scalable Collapsed Inference for High-Dimensional Topic ModelsCode0
Adapting Text Embeddings for Causal InferenceCode1
Why Didn't You Listen to Me? Comparing User Control of Human-in-the-Loop Topic Models0
Automatic Evaluation of Local Topic Quality0
Microblog Hashtag Generation via Encoding Conversation ContextsCode0
Nested Variational Autoencoder for Topic Modeling on Microtexts with Word VectorsCode0
Tracing Forum Posts to MOOC Content using Topic AnalysisCode0
A framework for streamlined statistical prediction using topic models0
Finding a latent k-simplex in O(k . nnz(data)) time via Subset Smoothing0
Deep Topic Models for Multi-label Learning0
Mixing syntagmatic and paradigmatic information for concept detection0
Training Neural Networks for Aspect Extraction Using Descriptive Keywords Only0
WEAKLY SEMI-SUPERVISED NEURAL TOPIC MODELS0
Bayesian Allocation Model: Inference by Sequential Monte Carlo for Nonnegative Tensor Factorizations and Topic Models using Polya UrnsCode0
TopicEq: A Joint Topic and Mathematical Equation Model for Scientific Texts0
Vector space explorations of literary languageCode0
Towards Autoencoding Variational Inference for Aspect-based Opinion SummaryCode0
A new evaluation framework for topic modeling algorithms based on synthetic corporaCode0
Dirichlet Variational AutoencoderCode0
Enhancing Topic Modeling for Short Texts with Auxiliary Word Embeddings0
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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