Topic Modeling

HyHTM: Hyperbolic Geometry-based Hierarchical Topic Model ACL 2023 InfoCTM: A Mutual Information Maximization Perspective of Cross-Lingual Topic Modeling AAAI 2023 Neural Dynamic Focused Topic Model AAAI 2023 Nonlinear Structural Equation Model Guided Gaussian Mixture Hierarchical Topic Modeling ACL 2023 Reinforcement Learning for Topic Models ACL 2023 SAE-NTM: Sentence-Aware Encoder for Neural Topic Modeling ACL 2023 Topic-Informed Dialogue Summarization using Topic Distribution and Prompt-based Modeling EMNLP 2023 A Novel Perspective to Look At Attention: Bi-level Attention-based Explainable Topic Modeling for News Classification ACL 2022 Coordinated Topic Modeling EMNLP 2022 Knowledge-Aware Bayesian Deep Topic Model NeurIPS 2022 Meta-Complementing the Semantics of Short Texts in Neural Topic Models NeurIPS 2022 More Than Words: Collocation Retokenization for Latent Dirichlet Allocation Models ACL 2022 Silence or Outbreak – a Real-Time Emergent Topic Identification System (RealTIS) for Social Media AAAI 2022 Topic Taxonomy Expansion via Hierarchy-Aware Topic Phrase Generation EMNLP 2022 Understanding Narratives from Demographic Survey Data: a Comparative Study with Multiple Neural Topic Models EMNLP 2022 Unsupervised Learning under Latent Label Shift NeurIPS 2022 Extracting Economic Signals from Central Bank Speeches EMNLP 2021 Extracting Topics with Simultaneous Word Co-occurrence and Semantic Correlation Graphs: Neural Topic Modeling for Short Texts EMNLP 2021 HOTTER: Hierarchical Optimal Topic Transport with Explanatory Context Representations EMNLP 2021 RollingLDA: An Update Algorithm of Latent Dirichlet Allocation to Construct Consistent Time Series from Textual Data EMNLP 2021 Self-Supervised Neural Topic Modeling EMNLP 2021 Topic-Oriented Spoken Dialogue Summarization for Customer Service with Saliency-Aware Topic Modeling AAAI 2021 COVID-19 Literature Topic-Based Search via Hierarchical NMF 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