neural topic model

Semantic Echo Pathways (SEP): Tracing How Medical Language Propagates and Transforms EACL 2026 GloCOM: A Short Text Neural Topic Model via Global Clustering Context NAACL 2025 HiCOT: Improving Neural Topic Models via Optimal Transport and Contrastive Learning ACL 2025 Multi-Surrogate-Objective Optimization for Neural Topic Models EMNLP 2025 Neural Topic Modeling via Contextual and Graph Information Fusion EMNLP 2025 Neural Topic Modeling with Large Language Models in the Loop ACL 2025 S3 - Semantic Signal Separation ACL 2025 Tethering Broken Themes: Aligning Neural Topic Models with Labels and Authors NAACL 2025 CWTM: Leveraging Contextualized Word Embeddings from BERT for Neural Topic Modeling COLING 2024 Embedded Topic Models Enhanced by Wikification EMNLP 2024 Exploring Neural Topic Modeling on a Classical Latin Corpus COLING 2024 Improving the TENOR of Labeling: Re-evaluating Topic Models for Content Analysis EACL 2024 Modeling Dynamic Topics in Chain-Free Fashion by Evolution-Tracking Contrastive Learning and Unassociated Word Exclusion ACL 2024 Neural Multimodal Topic Modeling: A Comprehensive Evaluation COLING 2024 NeuroMax: Enhancing Neural Topic Modeling via Maximizing Mutual Information and Group Topic Regularization EMNLP 2024 Putting Back the Stops: Integrating Syntax with Neural Topic Models IJCAI 2024 Topic-Aware Causal Intervention for Counterfactual Detection EMNLP 2024 TopicDiff: A Topic-enriched Diffusion Approach for Multimodal Conversational Emotion Detection COLING 2024 Topic Modeling as Multi-Objective Contrastive Optimization ICLR 2024 Towards the TopMost: A Topic Modeling System Toolkit ACL 2024 ConvNTM: Conversational Neural Topic Model AAAI 2023 DeTiME: Diffusion-Enhanced Topic Modeling using Encoder-decoder based LLM EMNLP 2023 Diversity-Aware Coherence Loss for Improving Neural Topic Models ACL 2023 Do Neural Topic Models Really Need Dropout? Analysis of the Effect of Dropout in Topic Modeling EACL 2023 Effective Neural Topic Modeling with Embedding Clustering Regularization ICML 2023