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 351400 of 881 papers

TitleStatusHype
WEAKLY SEMI-SUPERVISED NEURAL TOPIC MODELS0
Bayesian Allocation Model: Inference by Sequential Monte Carlo for Nonnegative Tensor Factorizations and Topic Models using Polya UrnsCode0
TopicEq: A Joint Topic and Mathematical Equation Model for Scientific Texts0
Vector space explorations of literary languageCode0
Towards Autoencoding Variational Inference for Aspect-based Opinion SummaryCode0
A new evaluation framework for topic modeling algorithms based on synthetic corporaCode0
Dirichlet Variational AutoencoderCode0
Enhancing Topic Modeling for Short Texts with Auxiliary Word Embeddings0
Structured Neural Topic Models for Reviews0
Multilingual Anchoring: Interactive Topic Modeling and Alignment Across LanguagesCode0
Latent Gaussian Activity Propagation: Using Smoothness and Structure to Separate and Localize Sounds in Large Noisy Environments0
A Joint Model of Conversational Discourse Latent Topics on Microblogs0
Construction and Quality Evaluation of Heterogeneous Hierarchical Topic ModelsCode0
Dirichlet belief networks for topic structure learningCode0
ATM:Adversarial-neural Topic Model0
Visualization of the Topic Space of Argument Search Results in args.me0
SyntaViz: Visualizing Voice Queries through a Syntax-Driven Hierarchical OntologyCode0
A latent topic model for mining heterogenous non-randomly missing electronic health records data0
Topic representation: finding more representative words in topic models0
Contextual Topic Modeling For Dialog Systems0
Improving Topic Models with Latent Feature Word Representations0
An Empirical Study on Crosslingual Transfer in Probabilistic Topic Models0
HiTR: Hierarchical Topic Model Re-estimation for Measuring Topical Diversity of DocumentsCode0
textTOvec: Deep Contextualized Neural Autoregressive Topic Models of Language with Distributed Compositional PriorCode0
An Interpretable Neural Network with Topical Information for Relevant Emotion Ranking0
Siamese Network-Based Supervised Topic Modeling0
Topic Intrusion for Automatic Topic Model Evaluation0
Limbic: Author-Based Sentiment Aspect Modeling Regularized with Word Embeddings and Discourse Relations0
GraphBTM: Graph Enhanced Autoencoded Variational Inference for Biterm Topic ModelCode0
Modeling Temporality of Human Intentions by Domain Adaptation0
Labeled Anchors and a Scalable, Transparent, and Interactive Classifier0
Text Similarity in Vector Space Models: A Comparative Study0
Document Informed Neural Autoregressive Topic Models with Distributional PriorCode0
A Joint Model of Conversational Discourse and Latent Topics on Microblogs0
Coherence-Aware Neural Topic ModelingCode0
Spherical Latent Spaces for Stable Variational AutoencodersCode0
Learning Supervised Topic Models for Classification and Regression from Crowds0
Document Informed Neural Autoregressive Topic ModelsCode0
Familia: A Configurable Topic Modeling Framework for Industrial Text EngineeringCode0
jLDADMM: A Java package for the LDA and DMM topic modelsCode0
Real-time Change Point Detection using On-line Topic Models0
Narrative Schema Stability in News Text0
Learning Multilingual Topics from Incomparable Corpora0
Authorless Topic Models: Biasing Models Away from Known StructureCode0
Interaction-Aware Topic Model for Microblog Conversations through Network Embedding and User Attention0
Identifying Emergent Research Trends by Key Authors and PhrasesCode0
An Ontology-Based Recommender System with an Application to the Star Trek Television FranchiseCode0
Topic Discovery in Massive Text Corpora Based on Min-HashingCode0
Neural Sparse Topical Coding0
PhraseCTM: Correlated Topic Modeling on Phrases within Markov Random Fields0
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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