Topic Modeling

More Than Words: Collocation Retokenization for Latent Dirichlet Allocation Models ACL 2022 Topical Segmentation of Spoken Narratives: A Test Case on Holocaust Survivor Testimonies EMNLP 2022 Topic Modeling by Clustering Language Model Embeddings: Human Validation on an Industry Dataset EMNLP 2022 Topic Taxonomy Expansion via Hierarchy-Aware Topic Phrase Generation EMNLP 2022 Towards Reinterpreting Neural Topic Models via Composite Activations EMNLP 2022 UCTopic: Unsupervised Contrastive Learning for Phrase Representations and Topic Mining ACL 2022 Understanding Narratives from Demographic Survey Data: a Comparative Study with Multiple Neural Topic Models EMNLP 2022 A Mixed-Methods Analysis of Western and Hong Kong–based Reporting on the 2019–2020 Protests EMNLP 2021 An unsupervised framework for tracing textual sources of moral change EMNLP 2021 Cross-structural Factor-topic Model: Document Analysis with Sophisticated Covariates ACML 2021 Detecting Polarized Topics Using Partisanship-aware Contextualized Topic Embeddings EMNLP 2021 Extracting Topics with Simultaneous Word Co-occurrence and Semantic Correlation Graphs: Neural Topic Modeling for Short Texts EMNLP 2021 Modeling Text using the Continuous Space Topic Model with Pre-Trained Word Embeddings ACL 2021 Monitoring geometrical properties of word embeddings for detecting the emergence of new topics. EMNLP 2021 Neural Attention-Aware Hierarchical Topic Model EMNLP 2021 Pre-training is a Hot Topic: Contextualized Document Embeddings Improve Topic Coherence ACL 2021 TAN-NTM: Topic Attention Networks for Neural Topic Modeling ACL 2021 Tree-Structured Topic Modeling with Nonparametric Neural Variational Inference ACL 2021 A Discrete Variational Recurrent Topic Model without the Reparametrization Trick NeurIPS 2020 CluHTM - Semantic Hierarchical Topic Modeling based on CluWords ACL 2020 Content analysis of Persian/Farsi Tweets during COVID-19 pandemic in Iran using NLP EMNLP 2020 Developing a Curated Topic Model for COVID-19 Medical Research Literature EMNLP 2020 Enhancing Topic Models by Incorporating Explicit and Implicit External Knowledge ACML 2020 Exploratory Analysis of COVID-19 Related Tweets in North America to Inform Public Health Institutes EMNLP 2020 Improved Topic Representations of Medical Documents to Assist COVID-19 Literature Exploration EMNLP 2020