Improving Neural Topic Models with Wasserstein Knowledge Distillation Mar 27, 2023 Knowledge Distillation Topic Models
Code Code Available 5 HOTTER: Hierarchical Optimal Topic Transport with Explanatory Context Representations Nov 1, 2021 Information Retrieval Language Modelling
Code Code Available 5 Large-Scale Stochastic Sampling from the Probability Simplex Jun 19, 2018 Bayesian Inference Topic Models
Code Code Available 5 HiTR: Hierarchical Topic Model Re-estimation for Measuring Topical Diversity of Documents Oct 12, 2018 Diversity Topic Models
Code Code Available 5 Guaranteed inference in topic models Dec 10, 2015 Topic Models
Code Code Available 5 Authorless Topic Models: Biasing Models Away from Known Structure Aug 1, 2018 Document Classification Topic Models
Code Code Available 5 Leveraging Just a Few Keywords for Fine-Grained Aspect Detection Through Weakly Supervised Co-Training Sep 1, 2019 Aspect Category Detection Opinion Mining
Code Code Available 5 LightLDA: Big Topic Models on Modest Compute Clusters Dec 4, 2014 Topic Models
Code Code Available 5 A Neural Generative Model for Joint Learning Topics and Topic-Specific Word Embeddings Aug 11, 2020 Sentiment Analysis Sentiment Classification
Code Code Available 5 Locating the Leading Edge of Cultural Change Nov 22, 2024 Topic Models
Code Code Available 5 Inference in topic models: sparsity and trade-off Dec 10, 2015 Topic Models
Code Code Available 5 Grammar induction from (lots of) words alone Dec 1, 2016 Language Acquisition POS
Code Code Available 5 Analyses of Multi-collection Corpora via Compound Topic Modeling Jun 17, 2019 Topic Models Variational Inference
Code Code Available 5 Automatic Labelling of Topics with Neural Embeddings Dec 16, 2016 Topic Models
Code Code Available 5 Narrative Shift Detection: A Hybrid Approach of Dynamic Topic Models and Large Language Models Jun 25, 2025 Articles Change Point Detection
Code Code Available 5 Automating the Information Extraction from Semi-Structured Interview Transcripts Mar 7, 2024 Topic Models
Code Code Available 5 Nested Variational Autoencoder for Topic Modeling on Microtexts with Word Vectors May 1, 2019 Topic Models Word Embeddings
Code Code Available 5 Network-based Topic Structure Visualization Jan 31, 2024 Topic Models
Code Code Available 5 Adaptive Mixed Component LDA for Low Resource Topic Modeling Apr 1, 2021 Topic Models
Code Code Available 5 Bayesian Allocation Model: Inference by Sequential Monte Carlo for Nonnegative Tensor Factorizations and Topic Models using Polya Urns Mar 11, 2019 Model Selection Topic Models
Code Code Available 5 GraphBTM: Graph Enhanced Autoencoded Variational Inference for Biterm Topic Model Oct 1, 2018 Recommendation Systems Topic Models
Code Code Available 5 A fast algorithm with minimax optimal guarantees for topic models with an unknown number of topics May 17, 2018 Topic Models valid
Code Code Available 5 GINopic: Topic Modeling with Graph Isomorphism Network Apr 2, 2024 Topic Models
Code Code Available 5 Fine-tuning Encoders for Improved Monolingual and Zero-shot Polylingual Neural Topic Modeling Apr 11, 2021 Classification Cross-Lingual Transfer
Code Code Available 5 A Scalable Asynchronous Distributed Algorithm for Topic Modeling Dec 16, 2014 Topic Models
Code Code Available 5 Gaussian LDA for Topic Models with Word Embeddings Jul 1, 2015 Topic Models Word Embeddings
Code Code Available 5 A Coefficient of Determination for Probabilistic Topic Models Nov 20, 2019 Topic Models
Code Code Available 5 Federated Neural Topic Models Dec 5, 2022 Diversity Topic Models
Code Code Available 5 Generative Topic Embedding: a Continuous Representation of Documents Aug 1, 2016 Document Classification Topic Models
Code Code Available 5 Graph neural topic model with commonsense knowledge Mar 2, 2023 Graph Neural Network model
Code Code Available 5 Exploring conversation topics in conversational artificial intelligence–Based social mediated communities of practice May 11, 2022 Topic Models valid
Code Code Available 5 Exploring Topic Coherence over Many Models and Many Topics Jul 1, 2012 Document Classification Information Retrieval
Code Code Available 5 Evaluating Topic Quality with Posterior Variability Sep 8, 2019 Bayesian Inference Topic Models
Code Code Available 5 A Practical Algorithm for Topic Modeling with Provable Guarantees Dec 19, 2012 Dimensionality Reduction Topic Models
Code Code Available 5 Explainable and Discourse Topic-aware Neural Language Understanding Jun 18, 2020 Document Classification Language Modeling
Code Code Available 5 Familia: A Configurable Topic Modeling Framework for Industrial Text Engineering Aug 11, 2018 Topic Models
Code Code Available 5 ETC-NLG: End-to-end Topic-Conditioned Natural Language Generation Aug 25, 2020 Attribute Computational Efficiency
Code Code Available 5 A Large-Scale Sensitivity Analysis on Latent Embeddings and Dimensionality Reductions for Text Spatializations Jul 25, 2024 Descriptive Dimensionality Reduction
Code Code Available 5 EvaLDA: Efficient Evasion Attacks Towards Latent Dirichlet Allocation Dec 9, 2020 document understanding Information Retrieval
Code Code Available 5 Document Informed Neural Autoregressive Topic Models Aug 11, 2018 Language Modeling Language Modelling
Code Code Available 5 Do Neural Topic Models Really Need Dropout? Analysis of the Effect of Dropout in Topic Modeling Mar 28, 2023 Decoder Topic Models
Code Code Available 5 An Ontology-Based Recommender System with an Application to the Star Trek Television Franchise Jul 31, 2018 Collaborative Filtering Recommendation Systems
Code Code Available 5 Classifying Idiomatic and Literal Expressions Using Topic Models and Intensity of Emotions Feb 27, 2018 Clustering Outlier Detection
Code Code Available 5 Document Informed Neural Autoregressive Topic Models with Distributional Prior Sep 15, 2018 Language Modeling Language Modelling
Code Code Available 5 Evaluating Negative Sampling Approaches for Neural Topic Models Mar 23, 2025 Document Classification Topic Models
Code Code Available 5 Coherence-Aware Neural Topic Modeling Sep 7, 2018 Topic Models Variational Inference
Code Code Available 5 Familia: An Open-Source Toolkit for Industrial Topic Modeling Jul 31, 2017 Model Selection Topic Models
Code Code Available 5 Dirichlet belief networks for topic structure learning Nov 2, 2018 Topic Models
Code Code Available 5 ESTEEM: A Novel Framework for Qualitatively Evaluating and Visualizing Spatiotemporal Embeddings in Social Media Jul 1, 2017 Named Entity Recognition (NER) Part-Of-Speech Tagging
Code Code Available 5 Dirichlet Variational Autoencoder Jan 9, 2019 Decoder General Classification
Code Code Available 5 