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Topic Modeling

134 directly classified papers

Papers per year

Papers

Communicating Climate Change: A Comparison Between Tweets and Speeches by German Members of Parliament ACL 2023
Scale-Invariant Infinite Hierarchical Topic Model ACL 2023
Neural Topic Modeling based on Cycle Adversarial Training and Contrastive Learning ACL 2023
Interactive Concept Learning for Uncovering Latent Themes in Large Text Collections ACL 2023
SAE-NTM: Sentence-Aware Encoder for Neural Topic Modeling ACL 2023
vONTSS: vMF based semi-supervised neural topic modeling with optimal transport ACL 2023
Diversity-Aware Coherence Loss for Improving Neural Topic Models ACL 2023
Nonlinear Structural Equation Model Guided Gaussian Mixture Hierarchical Topic Modeling ACL 2023
Conflicts, Villains, Resolutions: Towards models of Narrative Media Framing ACL 2023
More Than Words: Collocation Retokenization for Latent Dirichlet Allocation Models ACL 2022
UCTopic: Unsupervised Contrastive Learning for Phrase Representations and Topic Mining ACL 2022
Alleviating "Posterior Collapse'' in Deep Topic Models via Policy Gradient NIPS 2022
Meta-Complementing the Semantics of Short Texts in Neural Topic Models NIPS 2022
Understanding Narratives from Demographic Survey Data: a Comparative Study with Multiple Neural Topic Models EMNLP 2022
Contextualizing Emerging Trends in Financial News Articles 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
Knowledge-Aware Bayesian Deep Topic Model NIPS 2022
HyperMiner: Topic Taxonomy Mining with Hyperbolic Embedding NIPS 2022
Coordinated Topic Modeling EMNLP 2022
Topical Segmentation of Spoken Narratives: A Test Case on Holocaust Survivor Testimonies EMNLP 2022
Topic Modeling by Clustering Language Model Embeddings: Human Validation on an Industry Dataset EMNLP 2022
Mitigating Data Sparsity for Short Text Topic Modeling by Topic-Semantic Contrastive Learning EMNLP 2022
Towards Reinterpreting Neural Topic Models via Composite Activations EMNLP 2022
Topic Taxonomy Expansion via Hierarchy-Aware Topic Phrase Generation EMNLP 2022
AVA-TMP: A Human-in-the-Loop Multi-layer Dynamic Topic Modeling Pipeline EMNLP 2022