topic model

Continual Neural Topic Model EACL 2026 NGTM: Substructure-based Neural Graph Topic Model for Interpretable Graph Generation AAAI 2026 Constrained Non-negative Matrix Factorization for Guided Topic Modeling of Minority Topics EMNLP 2025 E-LDA: Toward Interpretable LDA Topic Models with Strong Guarantees in Logarithmic Parallel Time ICML 2025 From Keyterms to Context: Exploring Topic Description Generation in Scientific Corpora EMNLP 2025 Interpreting Topic Models in Byte-Pair Encoding Space COLING 2025 Large Language Models Struggle to Describe the Haystack without Human Help: A Social Science-Inspired Evaluation of Topic Models ACL 2025 Mining the Past: A Comparative Study of Classical and Neural Topic Models on Historical Newspaper Archives NAACL 2025 Provable unlearning in topic modeling and downstream tasks ICLR 2025 ProxAnn: Use-Oriented Evaluations of Topic Models and Document Clustering ACL 2025 Refining Dimensions for Improving Clustering-based Cross-lingual Topic Models COLING 2025 Reliability of Topic Modeling NAACL 2025 Sharpness-Aware Minimization for Topic Models with High-Quality Document Representations NAACL 2025 Synthesizing Privacy-Preserving Text Data via Finetuning *without* Finetuning Billion-Scale LLMs ICML 2025 A Contemporary News Corpus of Ukrainian (CNC-UA): Compilation, Annotation, Publication COLING 2024 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 Combating Label Sparsity in Short Text Topic Modeling via Nearest Neighbor Augmentation ACL 2024 Continuous Relational Diffusion Driven Topic Model with Multi-grained Text for Microblog COLING 2024 Detecting Machine-Generated Long-Form Content with Latent-Space Variables EMNLP 2024 Evaluating Topic Model on Asymmetric and Multi-Domain Financial Corpus COLING 2024 FASTopic: Pretrained Transformer is a Fast, Adaptive, Stable, and Transferable Topic Model NeurIPS 2024 It is a Truth Individually Acknowledged: Cross-references On Demand EMNLP 2024 Large Language Models Offer an Alternative to the Traditional Approach of Topic Modelling COLING 2024 Learning Adverbs with Spectral Mixture Kernels ACL 2024