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Topic Modeling

119 directly classified papers

Papers per year

Papers

Arabic Topic Classification Corpus of the Nakba Short Stories COLING 2025
fLSA: Learning Semantic Structures in Document Collections Using Foundation Models EMNLP 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
GloCOM: A Short Text Neural Topic Model via Global Clustering Context NAACL 2025
Bidirectional Topic Matching: Quantifying Thematic Intersections Between Climate Change and Climate Mitigation News Corpora Through Topic Modelling ACL 2025
Topic Modeling for Short Texts via Optimal Transport-Based Clustering ACL 2025
Platform-Invariant Topic Modeling via Contrastive Learning to Mitigate Platform-Induced Bias EMNLP 2024
Modeling Dynamic Topics in Chain-Free Fashion by Evolution-Tracking Contrastive Learning and Unassociated Word Exclusion ACL 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
Topic-VQ-VAE: Leveraging Latent Codebooks for Flexible Topic-Guided Document Generation AAAI 2024
Towards the TopMost: A Topic Modeling System Toolkit ACL 2024
GCD-TM: Graph-Driven Community Detection for Topic Modelling in Psychiatry Texts EMNLP 2024
STREAM: Simplified Topic Retrieval, Exploration, and Analysis Module ACL 2024
Who Responded to Whom: The Joint Effects of Latent Topics and Discourse in Conversation Structure ACL 2024
Explaining Datasets in Words: Statistical Models with Natural Language Parameters NIPS 2024
FASTopic: Pretrained Transformer is a Fast, Adaptive, Stable, and Transferable Topic Model NIPS 2024
InfoCTM: A Mutual Information Maximization Perspective of Cross-Lingual Topic Modeling AAAI 2023
Reinforcement Learning for Topic Models ACL 2023
HyHTM: Hyperbolic Geometry-based Hierarchical Topic Model ACL 2023
Nonlinear Structural Equation Model Guided Gaussian Mixture Hierarchical Topic Modeling ACL 2023
Enhancing Neural Topic Model with Multi-Level Supervisions from Seed Words ACL 2023
Topic-Informed Dialogue Summarization using Topic Distribution and Prompt-based Modeling EMNLP 2023
Neural Dynamic Focused Topic Model AAAI 2023