Topic Modeling

DiNO: Disinformation Narrative Observer ACL 2026 DVI-DTM: Dual-View Representation Learning for Interpretable Short Text Dynamic Topic Modeling ACL 2026 Quantitative Lect Description: A Case Study of Lemko from the Field Data of 1920s-1930s EACL 2026 Sparse Topic Modeling via Spectral Decomposition and Thresholding JMLR 2026 The GDN-CC Dataset: Automatic Corpus Clarification for AI-enhanced Democratic Citizen Consultations ACL 2026 Arabic Topic Classification Corpus of the Nakba Short Stories COLING 2025 Between Hetero-Fatalism and Dark Femininity: Discussions of Relationships, Sex, and Men in the Femosphere ACL 2025 Bidirectional Topic Matching: Quantifying Thematic Intersections Between Climate Change and Climate Mitigation News Corpora Through Topic Modelling ACL 2025 Factor Analysis with Correlated Topic Model for Multi-Modal Data AISTATS 2025 GloCOM: A Short Text Neural Topic Model via Global Clustering Context NAACL 2025 HICode: Hierarchical Inductive Coding with LLMs EMNLP 2025 Large Language Models Struggle to Describe the Haystack without Human Help: A Social Science-Inspired Evaluation of Topic Models ACL 2025 LLM-Guided Semantic-Aware Clustering for Topic Modeling ACL 2025 Multi-Surrogate-Objective Optimization for Neural Topic Models EMNLP 2025 Provable unlearning in topic modeling and downstream tasks ICLR 2025 ProxAnn: Use-Oriented Evaluations of Topic Models and Document Clustering ACL 2025 S2WTM: Spherical Sliced-Wasserstein Autoencoder for Topic Modeling ACL 2025 S3 - Semantic Signal Separation ACL 2025 Topic Modeling for Short Texts via Optimal Transport-Based Clustering ACL 2025 Towards Multi-Level Transcript Segmentation: LoRA Fine-Tuning for Table-of-Contents Generation Interspeech 2025 Understanding Cross-Domain Adaptation in Low-Resource Topic Modeling ACL 2025 Choosing the Number of Topics in LDA Models – A Monte Carlo Comparison of Selection Criteria JMLR 2024 Enhancing Short-Text Topic Modeling with LLM-Driven Context Expansion and Prefix-Tuned VAEs EMNLP 2024 Noise, Novels, Numbers. A Framework for Detecting and Categorizing Noise in Danish and Norwegian Literature EMNLP 2024 RoBERT2VecTM: A Novel Approach for Topic Extraction in Islamic Studies EMNLP 2024