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 251300 of 881 papers

TitleStatusHype
Exploring Thematic Coherence in Fake News0
Scalable Cross-lingual Document Similarity through Language-specific Concept HierarchiesCode0
Discovering Airline-Specific Business Intelligence from Online Passenger Reviews: An Unsupervised Text Analytics Approach0
A Topic Coverage Approach to Evaluation of Topic ModelsCode0
EvaLDA: Efficient Evasion Attacks Towards Latent Dirichlet AllocationCode0
TAN-NTM: Topic Attention Networks for Neural Topic Modeling0
Semi-Supervised Topic Modeling for Gender Bias Discovery in English and Swedish0
Improved Topic Representations of Medical Documents to Assist COVID-19 Literature Exploration0
Developing a Curated Topic Model for COVID-19 Medical Research Literature0
Deep Relational Topic Modeling via Graph Poisson Gamma Belief Network0
Topic modelling discourse dynamics in historical newspapers0
Rethinking Topic Modelling: From Document-Space to Term-Space0
Learning VAE-LDA Models with Rounded Reparameterization Trick0
Which Matters Most? Comparing the Impact of Concept and Document Relationships in Topic Models0
Comparative Evaluation of Label-Agnostic Selection Bias in Multilingual Hate Speech DatasetsCode0
Friendly Topic Assistant for Transformer Based Abstractive Summarization0
Helping users discover perspectives: Enhancing opinion mining with joint topic models0
Topic Modeling with Contextualized Word Representation Clusters0
On a Guided Nonnegative Matrix FactorizationCode0
A Disentangled Adversarial Neural Topic Model for Separating Opinions from Plots in User ReviewsCode0
Paying down metadata debt: learning the representation of concepts using topic models0
Unification of HDP and LDA Models for Optimal Topic Clustering of Subject Specific Question Banks0
AOBTM: Adaptive Online Biterm Topic Modeling Method for Version Sensitive Short-texts AnalysisCode0
AOBTM: Adaptive Online Biterm Topic Modeling for Version Sensitive Short-texts AnalysisCode0
ETC-NLG: End-to-end Topic-Conditioned Natural Language GenerationCode0
A Neural Generative Model for Joint Learning Topics and Topic-Specific Word EmbeddingsCode0
Context Reinforced Neural Topic Modeling over Short TextsCode0
BATS: A Spectral Biclustering Approach to Single Document Topic Modeling and Segmentation0
Better Early than Late: Fusing Topics with Word Embeddings for Neural Question Paraphrase Identification0
Semi-Supervised Learning Approach to Discover Enterprise User Insights from Feedback and Support0
The Sparse Hausdorff Moment Problem, with Application to Topic Models0
Neural Topic Models with Survival Supervision: Jointly Predicting Time-to-Event Outcomes and Learning How Clinical Features RelateCode0
Automatic Poetry Generation from Prosaic Text0
Neural-DINF: A Neural Network based Framework for Measuring Document Influence0
Topic Balancing with Additive Regularization of Topic Models0
Explainable and Discourse Topic-aware Neural Language UnderstandingCode0
Modelling Grocery Retail Topic Distributions: Evaluation, Interpretability and Stability0
Legal-ES: A Set of Large Scale Resources for Spanish Legal Text Processing0
Indirect Identification of Psychosocial Risks from Natural Language0
Know thy corpus! Robust methods for digital curation of Web corporaCode0
Generalized Gumbel-Softmax Gradient Estimator for Generic Discrete Random Variables0
Gaussian Hierarchical Latent Dirichlet Allocation: Bringing Polysemy Back0
Conversational Structure Aware and Context Sensitive Topic Model for Online Discussions0
Constrained Relational Topic ModelsCode0
Optimal estimation of sparse topic models0
Random-walk Based Generative Model for Classifying Document Networks0
VSEC-LDA: Boosting Topic Modeling with Embedded Vocabulary Selection0
CATVI: Conditional and Adaptively Truncated Variational Inference for Hierarchical Bayesian Nonparametric ModelsCode0
Topic Extraction of Crawled Documents Collection using Correlated Topic Model in MapReduce Framework0
Topic Models with Survival Supervision: Archetypal Analysis and Neural Approaches0
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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