Topic Modeling

STREAM: Simplified Topic Retrieval, Exploration, and Analysis Module ACL 2024 Topic Modeling: Contextual Token Embeddings Are All You Need EMNLP 2024 Topic Modeling for Short Texts with Large Language Models ACL 2024 Towards the TopMost: A Topic Modeling System Toolkit ACL 2024 Unsupervised Hierarchical Topic Modeling via Anchor Word Clustering and Path Guidance EMNLP 2024 Communicating Climate Change: A Comparison Between Tweets and Speeches by German Members of Parliament ACL 2023 Conflicts, Villains, Resolutions: Towards models of Narrative Media Framing ACL 2023 DeTiME: Diffusion-Enhanced Topic Modeling using Encoder-decoder based LLM EMNLP 2023 Diversity-Aware Coherence Loss for Improving Neural Topic Models ACL 2023 InfoCTM: A Mutual Information Maximization Perspective of Cross-Lingual Topic Modeling AAAI 2023 Interactive Concept Learning for Uncovering Latent Themes in Large Text Collections ACL 2023 Neural Topic Modeling based on Cycle Adversarial Training and Contrastive Learning ACL 2023 Nonlinear Structural Equation Model Guided Gaussian Mixture Hierarchical Topic Modeling ACL 2023 SAE-NTM: Sentence-Aware Encoder for Neural Topic Modeling ACL 2023 Scale-Invariant Infinite Hierarchical Topic Model ACL 2023 vONTSS: vMF based semi-supervised neural topic modeling with optimal transport ACL 2023 Alleviating "Posterior Collapse'' in Deep Topic Models via Policy Gradient NeurIPS 2022 AVA-TMP: A Human-in-the-Loop Multi-layer Dynamic Topic Modeling Pipeline EMNLP 2022 Conspiracy Narratives in the Protest Movement Against COVID-19 Restrictions in Germany. A Long-term Content Analysis of Telegram Chat Groups. EMNLP 2022 Contextualizing Emerging Trends in Financial News Articles EMNLP 2022 Coordinated Topic Modeling EMNLP 2022 HyperMiner: Topic Taxonomy Mining with Hyperbolic Embedding NeurIPS 2022 Knowledge-Aware Bayesian Deep Topic Model NeurIPS 2022 Meta-Complementing the Semantics of Short Texts in Neural Topic Models NeurIPS 2022 Mitigating Data Sparsity for Short Text Topic Modeling by Topic-Semantic Contrastive Learning EMNLP 2022