Topic Modeling

DVI-DTM: Dual-View Representation Learning for Interpretable Short Text Dynamic Topic Modeling ACL 2026 LLM-XTM: Enhancing Cross-Lingual Topic Models with Large Language Models ACL 2026 Sparse Topic Modeling via Spectral Decomposition and Thresholding JMLR 2026 Arabic Topic Classification Corpus of the Nakba Short Stories COLING 2025 Bidirectional Topic Matching: Quantifying Thematic Intersections Between Climate Change and Climate Mitigation News Corpora Through Topic Modelling ACL 2025 Constrained Non-negative Matrix Factorization for Guided Topic Modeling of Minority Topics EMNLP 2025 Dialects, Topic Models, and Border Effects: The Rusyn Case ACL 2025 fLSA: Learning Semantic Structures in Document Collections Using Foundation Models EMNLP 2025 GloCOM: A Short Text Neural Topic Model via Global Clustering Context NAACL 2025 Topic Modeling for Short Texts via Optimal Transport-Based Clustering ACL 2025 AutoPersuade: A Framework for Evaluating and Explaining Persuasive Arguments EMNLP 2024 Choosing the Number of Topics in LDA Models – A Monte Carlo Comparison of Selection Criteria JMLR 2024 Explaining Datasets in Words: Statistical Models with Natural Language Parameters NeurIPS 2024 FASTopic: Pretrained Transformer is a Fast, Adaptive, Stable, and Transferable Topic Model NeurIPS 2024 GCD-TM: Graph-Driven Community Detection for Topic Modelling in Psychiatry Texts EMNLP 2024 Modeling Dynamic Topics in Chain-Free Fashion by Evolution-Tracking Contrastive Learning and Unassociated Word Exclusion ACL 2024 Platform-Invariant Topic Modeling via Contrastive Learning to Mitigate Platform-Induced Bias EMNLP 2024 STREAM: Simplified Topic Retrieval, Exploration, and Analysis Module ACL 2024 Topic-VQ-VAE: Leveraging Latent Codebooks for Flexible Topic-Guided Document Generation AAAI 2024 Towards the TopMost: A Topic Modeling System Toolkit ACL 2024 Who Responded to Whom: The Joint Effects of Latent Topics and Discourse in Conversation Structure ACL 2024 Coherent Entity Disambiguation via Modeling Topic and Categorical Dependency EMNLP 2023 Efficient Algorithms for Sparse Moment Problems without Separation COLT 2023 Enhancing Neural Topic Model with Multi-Level Supervisions from Seed Words ACL 2023 Great Bibliographies as a Source of Data for the Humanities – NLP in the Analysis of Gender of Book Authors in German Countries and in Poland (1801-2021) EACL 2023