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
AOBTM: Adaptive Online Biterm Topic Modeling for Version Sensitive Short-texts AnalysisCode0
ETC-NLG: End-to-end Topic-Conditioned Natural Language GenerationCode0
Top2Vec: Distributed Representations of TopicsCode2
Neural Topic Model via Optimal TransportCode1
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
Hierarchical Topic Mining via Joint Spherical Tree and Text EmbeddingCode1
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
Topic Balancing with Additive Regularization of Topic Models0
Neural-DINF: A Neural Network based Framework for Measuring Document Influence0
tBERT: Topic Models and BERT Joining Forces for Semantic Similarity DetectionCode1
Graph Structural-topic Neural NetworkCode1
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
Tired of Topic Models? Clusters of Pretrained Word Embeddings Make for Fast and Good Topics too!Code1
Neural Topic Modeling with Bidirectional Adversarial TrainingCode1
A Gamma-Poisson Mixture Topic Model for Short TextCode1
Cross-lingual Contextualized Topic Models with Zero-shot LearningCode2
Keyword Assisted Topic ModelsCode1
Pre-training is a Hot Topic: Contextualized Document Embeddings Improve Topic CoherenceCode2
A Graph Convolutional Topic Model for Short and Noisy Text StreamsCode1
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
Precision-Recall Balanced Topic Modelling0
Legal document retrieval across languages: topic hierarchies based on synsets0
Tracing State-Level Obesity Prevalence from Sentence Embeddings of Tweets: A Feasibility Study0
Discovering topics with neural topic models built from PLSA assumptions0
FLATM: A Fuzzy Logic Approach Topic Model for Medical Documents0
Topical Phrase Extraction from Clinical Reports by Incorporating both Local and Global Context0
A Coefficient of Determination for Probabilistic Topic ModelsCode0
Prediction Focused Topic Models for Electronic Health Records0
A Multilingual Topic Model for Learning Weighted Topic Links Across Corpora with Low Comparability0
Statistical Model Aggregation via Parameter MatchingCode0
Neural Topic Model with Reinforcement Learning0
Show:102550
← PrevPage 6 of 18Next →

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