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 51100 of 881 papers

TitleStatusHype
Contrastive Learning for Neural Topic ModelCode1
A network approach to topic modelsCode1
ANTM: An Aligned Neural Topic Model for Exploring Evolving TopicsCode1
Improving the TENOR of Labeling: Re-evaluating Topic Models for Content AnalysisCode1
No more Reviewer #2: Subverting Automatic Paper-Reviewer Assignment using Adversarial LearningCode1
Neural Topic Modeling with Bidirectional Adversarial TrainingCode1
Are Neural Topic Models Broken?Code1
Keyword Assisted Embedded Topic ModelCode1
Improving Neural Topic Models using Knowledge DistillationCode1
HyperMiner: Topic Taxonomy Mining with Hyperbolic EmbeddingCode1
Determination of the Number of Topics Intrinsically: Is It Possible?Code1
Apples to Apples: A Systematic Evaluation of Topic ModelsCode1
Graph Structural-topic Neural NetworkCode1
Neural Topic Model via Optimal TransportCode1
A Gamma-Poisson Mixture Topic Model for Short TextCode1
A Novel Feature-based Bayesian Model for Query Focused Multi-document Summarization0
A Novel Fast Framework for Topic Labeling Based on Similarity-preserved Hashing0
AI-KU: Using Co-Occurrence Modeling for Semantic Similarity0
A Novel Content Enriching Model for Microblog Using News Corpus0
A NoSQL Data-based Personalized Recommendation System for C2C e-Commerce0
A Historical Analysis of the Field of OR/MS using Topic Models0
A Bayesian Topic Model for Human-Evaluated Interpretability0
An Interpretable Neural Network with Topical Information for Relevant Emotion Ranking0
An Instability in Variational Inference for Topic Models0
A Hierarchical Knowledge Representation for Expert Finding on Social Media0
A new LDA formulation with covariates0
A 'Gibbs-Newton' Technique for Enhanced Inference of Multivariate Polya Parameters and Topic Models0
Adapting Topic Models using Lexical Associations with Tree Priors0
BATS: A Spectral Biclustering Approach to Single Document Topic Modeling and Segmentation0
Bayesian Analysis of Dynamic Linear Topic Models0
Aggregating Continuous Word Embeddings for Information Retrieval0
A Network Framework for Noisy Label Aggregation in Social Media0
Active Learning with Constrained Topic Model0
An Empirical Study of Stochastic Variational Algorithms for the Beta Bernoulli Process0
A Geometrical Approach to Topic Model Estimation0
A Bayesian Nonparametric Topic Model with Variational Auto-Encoders0
An Empirical Analysis of Topic Models: Uncovering the Relationships between Hyperparameters, Document Length and Performance Measures0
Anchors Regularized: Adding Robustness and Extensibility to Scalable Topic-Modeling Algorithms0
A General Method for Robust Bayesian Modeling0
Analyzing Framing through the Casts of Characters in the News0
Asymptotic Bayesian Generalization Error in Latent Dirichlet Allocation and Stochastic Matrix Factorization0
A Computationally Efficient Algorithm for Learning Topical Collocation Models0
AutoTM 2.0: Automatic Topic Modeling Framework for Documents Analysis0
BART-TL: Weakly-Supervised Topic Label Generation0
Benchmarking Neural Topic Models: An Empirical Study0
A Supervised Neural Autoregressive Topic Model for Simultaneous Image Classification and Annotation0
Asynchronous Distributed Learning of Topic Models0
An Automatic Approach for Document-level Topic Model Evaluation0
ATM:Adversarial-neural Topic Model0
Assessing Violence Risk in Threatening Communications0
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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