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 201250 of 881 papers

TitleStatusHype
Variational Gaussian Topic Model with Invertible Neural Projections0
Learning a Latent Simplex in Input-Sparsity Time0
GraphTMT: Unsupervised Graph-based Topic Modeling from Video TranscriptsCode0
Deep Probabilistic Graphical Modeling0
OCTIS: Comparing and Optimizing Topic models is Simple!Code1
Few-shot Learning for Topic Modeling0
Hierarchical Topic Presence Models0
AI supported Topic Modeling using KNIME-Workflows0
Fine-tuning Encoders for Improved Monolingual and Zero-shot Polylingual Neural Topic ModelingCode0
A Bayesian approach to modeling topic-metadata relationships0
Adaptive Mixed Component LDA for Low Resource Topic ModelingCode0
BART-TL: Weakly-Supervised Topic Label Generation0
Topic Scaling: A Joint Document Scaling -- Topic Model Approach To Learn Time-Specific TopicsCode0
Local and Global Topics in Text Modeling of Web Pages Nested in Web Sites0
Term-community-based topic detection with variable resolution0
Bridging the gap between supervised classification and unsupervised topic modelling for social-media assisted crisis management0
Topic Modelling Meets Deep Neural Networks: A Survey0
Using Transformer based Ensemble Learning to classify Scientific ArticlesCode1
Analysis and tuning of hierarchical topic models based on Renyi entropy approach0
User Ex Machina : Simulation as a Design Probe in Human-in-the-Loop Text Analytics0
Learning a Latent Simplex in Input Sparsity Time0
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
Developing a Curated Topic Model for COVID-19 Medical Research Literature0
Improved Topic Representations of Medical Documents to Assist COVID-19 Literature Exploration0
Semi-Supervised Topic Modeling for Gender Bias Discovery in English and Swedish0
Deep Relational Topic Modeling via Graph Poisson Gamma Belief Network0
Topic modelling discourse dynamics in historical newspapers0
TOMODAPI: A Topic Modeling API to Train, Use and Compare Topic ModelsCode1
Which Matters Most? Comparing the Impact of Concept and Document Relationships in Topic Models0
Rethinking Topic Modelling: From Document-Space to Term-Space0
Short Text Topic Modeling with Topic Distribution Quantization and Negative Sampling DecoderCode1
Learning VAE-LDA Models with Rounded Reparameterization Trick0
Comparative Evaluation of Label-Agnostic Selection Bias in Multilingual Hate Speech DatasetsCode0
Friendly Topic Assistant for Transformer Based Abstractive Summarization0
TopicModel4J: A Java Package for Topic ModelsCode1
Topic Modeling with Contextualized Word Representation Clusters0
Helping users discover perspectives: Enhancing opinion mining with joint topic models0
On a Guided Nonnegative Matrix FactorizationCode0
A Disentangled Adversarial Neural Topic Model for Separating Opinions from Plots in User ReviewsCode0
Weakly-Supervised Aspect-Based Sentiment Analysis via Joint Aspect-Sentiment Topic EmbeddingCode1
Paying down metadata debt: learning the representation of concepts using topic models0
Improving Neural Topic Models using Knowledge DistillationCode1
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
A Simple and Effective Self-Supervised Contrastive Learning Framework for Aspect DetectionCode1
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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