conftrace_

neural topic model

75 papers

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Also known as

NTM

Co-occurring keywords

topic modeling (461) topic coherence (57) variational autoencoder (1288) topic model (290) variational inference (2069) document representation (114) unsupervised learning (3264) neural network (6616) text representation (528) optimal transport (948)

Papers

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