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 826–850 of 881 papers

TitleStatusHype
Improving Contextualized Topic Models with Negative SamplingCode0
GraphTMT: Unsupervised Graph-based Topic Modeling from Video TranscriptsCode0
Dirichlet belief networks for topic structure learningCode0
Improving Neural Topic Models with Wasserstein Knowledge DistillationCode0
Towards Generalising Neural Topical RepresentationsCode0
CATVI: Conditional and Adaptively Truncated Variational Inference for Hierarchical Bayesian Nonparametric ModelsCode0
TwitIE: An Open-Source Information Extraction Pipeline for Microblog TextCode0
Topic supervised non-negative matrix factorizationCode0
Modeling topic dependencies in semantically coherent text spans with copulasCode0
Prediction Focused Topic Models via Feature SelectionCode0
AOBTM: Adaptive Online Biterm Topic Modeling Method for Version Sensitive Short-texts AnalysisCode0
Topic Discovery in Massive Text Corpora Based on Min-HashingCode0
Authorless Topic Models: Biasing Models Away from Known StructureCode0
Principled Analysis of Energy Discourse across Domains with Thesaurus-based Automatic Topic LabelingCode0
A Practical Algorithm for Topic Modeling with Provable GuaranteesCode0
Inference in topic models: sparsity and trade-offCode0
Detecting Perspectives in Political DebatesCode0
Proactive Query Expansion for Streaming Data Using External SourceCode0
A Neural Generative Model for Joint Learning Topics and Topic-Specific Word EmbeddingsCode0
Adaptive Mixed Component LDA for Low Resource Topic ModelingCode0
Sign Clustering and Topic Extraction in Proto-ElamiteCode0
Learning document embeddings along with their uncertaintiesCode0
ProSiT! Latent Variable Discovery with PROgressive SImilarity ThresholdsCode0
Software Framework for Topic Modelling with Large CorporaCode0
Tracing Forum Posts to MOOC Content using Topic AnalysisCode0
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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