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
A Topic Coverage Approach to Evaluation of Topic ModelsCode0
Fine-tuning Encoders for Improved Monolingual and Zero-shot Polylingual Neural Topic ModelingCode0
Exploring conversation topics in conversational artificial intelligence–Based social mediated communities of practiceCode0
Dirichlet belief networks for topic structure learningCode0
Dirichlet Variational AutoencoderCode0
An Unsupervised Neural Attention Model for Aspect ExtractionCode0
Exploring Topic Coherence over Many Models and Many TopicsCode0
Discovering Discrete Latent Topics with Neural Variational InferenceCode0
Evaluating Topic Quality with Posterior VariabilityCode0
An Uncertainty-Aware Encoder for Aspect DetectionCode0
Explainable and Discourse Topic-aware Neural Language UnderstandingCode0
Software Framework for Topic Modelling with Large CorporaCode0
Authorless Topic Models: Biasing Models Away from Known StructureCode0
Sparse Parallel Training of Hierarchical Dirichlet Process Topic ModelsCode0
Familia: A Configurable Topic Modeling Framework for Industrial Text EngineeringCode0
Statistical Model Aggregation via Parameter MatchingCode0
Discriminative Topic Modeling with Logistic LDACode0
ETC-NLG: End-to-end Topic-Conditioned Natural Language GenerationCode0
EvaLDA: Efficient Evasion Attacks Towards Latent Dirichlet AllocationCode0
A Neural Generative Model for Joint Learning Topics and Topic-Specific Word EmbeddingsCode0
Document Informed Neural Autoregressive Topic Models with Distributional PriorCode0
Document Informed Neural Autoregressive Topic ModelsCode0
Learning document embeddings along with their uncertaintiesCode0
ESTEEM: A Novel Framework for Qualitatively Evaluating and Visualizing Spatiotemporal Embeddings in Social MediaCode0
Evaluating Negative Sampling Approaches for Neural Topic ModelsCode0
Familia: An Open-Source Toolkit for Industrial Topic ModelingCode0
Graph neural topic model with commonsense knowledgeCode0
Knowledge-Aware Bayesian Deep Topic ModelCode0
Partial Membership Latent Dirichlet AllocationCode0
Automatic Labelling of Topics with Neural EmbeddingsCode0
Best feature performance in codeswitched hate speech texts0
A Novel Feature-based Bayesian Model for Query Focused Multi-document Summarization0
BERTopic for Topic Modeling of Hindi Short Texts: A Comparative Study0
A Novel Fast Framework for Topic Labeling Based on Similarity-preserved Hashing0
AI-KU: Using Co-Occurrence Modeling for Semantic Similarity0
Benchmarking Neural Topic Models: An Empirical Study0
Bayesian Analysis of Dynamic Linear Topic Models0
A Novel Content Enriching Model for Microblog Using News Corpus0
Efficient Methods for Inferring Large Sparse Topic Hierarchies0
Efficient Methods for Incorporating Knowledge into Topic Models0
Efficient Learning for Undirected Topic Models0
Efficient Data Selection for Bilingual Terminology Extraction from Comparable Corpora0
Efficient Tree-Based Topic Modeling0
Eigenvectors of Orthogonally Decomposable Functions0
Embedded Topic Models Enhanced by Wikification0
EMNLP versus ACL: Analyzing NLP research over time0
BATS: A Spectral Biclustering Approach to Single Document Topic Modeling and Segmentation0
Enhanced Personalized Search using Social Data0
A NoSQL Data-based Personalized Recommendation System for C2C e-Commerce0
A Historical Analysis of the Field of OR/MS using Topic Models0
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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