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

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Showing 51–75 of 881 papers

TitleStatusHype
Neural Topic Modeling with Bidirectional Adversarial TrainingCode1
A Gamma-Poisson Mixture Topic Model for Short TextCode1
Keyword Assisted Topic ModelsCode1
A Graph Convolutional Topic Model for Short and Noisy Text StreamsCode1
Topic Modeling with Wasserstein AutoencodersCode1
Topic Modeling in Embedding SpacesCode1
Adapting Text Embeddings for Causal InferenceCode1
HPI-DHC at TREC 2018 Precision Medicine TrackCode1
Topic Modeling based on Keywords and ContextCode1
A network approach to topic modelsCode1
Structural Regularities in Text-based Entity Vector SpacesCode1
Autoencoding Variational Inference For Topic ModelsCode1
End-to-end Learning of LDA by Mirror-Descent Back Propagation over a Deep ArchitectureCode1
How Many Topics? Stability Analysis for Topic ModelsCode1
Latent Dirichlet AllocationCode1
Narrative Shift Detection: A Hybrid Approach of Dynamic Topic Models and Large Language ModelsCode0
Constrained Non-negative Matrix Factorization for Guided Topic Modeling of Minority TopicsCode0
topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation—0
HAMLET: Healthcare-focused Adaptive Multilingual Learning Embedding-based Topic Modeling—0
Fully Bayesian Approaches to Topics over Time—0
Evaluating Negative Sampling Approaches for Neural Topic ModelsCode0
Multivariate Gaussian Topic Modelling: A novel approach to discover topics with greater semantic coherence—0
Seeded Poisson Factorization: Leveraging domain knowledge to fit topic modelsCode0
Unsupervised Topic Models are Data Mixers for Pre-training Language Models—0
Large Language Models Struggle to Describe the Haystack without Human Help: Human-in-the-loop Evaluation of LLMs—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1vONTSSC_v0.69—Unverified
2GSMC_v0.55—Unverified
3vNVDMC_v0.52—Unverified
4ETMC_v0.51—Unverified
5NSTMC_v0.38—Unverified
6ProdLDAC_v0.35—Unverified
#ModelMetricClaimedVerifiedStatus
1vONTSSC_v0.49—Unverified
2vNVDMC_v0.44—Unverified
3GSMC_v0.41—Unverified
4ETMC_v0.41—Unverified
5NSTMC_v0.37—Unverified
6ProdLDAC_v0.32—Unverified
#ModelMetricClaimedVerifiedStatus
1NVDMTest perplexity836—Unverified
2Bayesian SMMTest perplexity515—Unverified
#ModelMetricClaimedVerifiedStatus
1JoSHMACC83.24—Unverified
2TopicEqTopic Coherence@500.1—Unverified
#ModelMetricClaimedVerifiedStatus
1vONTSSC_v0.49—Unverified
#ModelMetricClaimedVerifiedStatus
1JoSHMACC90.91—Unverified