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 801850 of 881 papers

TitleStatusHype
An Uncertainty-Aware Encoder for Aspect DetectionCode0
Machine Reading Tea Leaves: Automatically Evaluating Topic Coherence and Topic Model QualityCode0
Automatic Labelling of Topics with Neural EmbeddingsCode0
Scaling up Dynamic Topic ModelsCode0
Searching for Structure in Unfalsifiable ClaimsCode0
Seeded Poisson Factorization: Leveraging domain knowledge to fit topic modelsCode0
Pólya Urn Latent Dirichlet Allocation: a doubly sparse massively parallel samplerCode0
Diversity-Aware Coherence Loss for Improving Neural Topic ModelsCode0
A Scalable Asynchronous Distributed Algorithm for Topic ModelingCode0
Membership Inference Attacks and Privacy in Topic ModelingCode0
HiTR: Hierarchical Topic Model Re-estimation for Measuring Topical Diversity of DocumentsCode0
HOTTER: Hierarchical Optimal Topic Transport with Explanatory Context RepresentationsCode0
Discriminative Topic Modeling with Logistic LDACode0
MetaLDA: a Topic Model that Efficiently Incorporates Meta informationCode0
Discovering Discrete Latent Topics with Neural Variational InferenceCode0
A new evaluation framework for topic modeling algorithms based on synthetic corporaCode0
HyHTM: Hyperbolic Geometry based Hierarchical Topic ModelsCode0
Dirichlet Variational AutoencoderCode0
Microblog Hashtag Generation via Encoding Conversation ContextsCode0
A Coefficient of Determination for Probabilistic Topic ModelsCode0
Identifying Emergent Research Trends by Key Authors and PhrasesCode0
Topical Coherence in LDA-based Models through Induced SegmentationCode0
Vector space explorations of literary languageCode0
SyntaViz: Visualizing Voice Queries through a Syntax-Driven Hierarchical OntologyCode0
Mixing Dirichlet Topic Models and Word Embeddings to Make lda2vecCode0
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_v0.69Unverified
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