topic coherence

GloCTM: Cross-Lingual Topic Modeling via a Global Context Space AAAI 2026 LLM-XTM: Enhancing Cross-Lingual Topic Models with Large Language Models ACL 2026 Green Topics, Deep Roots: Energy-Aware Topic Modelling of Multilingual Nigerian Lyrics NeurIPS 2025 HiCOT: Improving Neural Topic Models via Optimal Transport and Contrastive Learning ACL 2025 Neural Topic Modeling via Contextual and Graph Information Fusion EMNLP 2025 CantTalkAboutThis: Aligning Language Models to Stay on Topic in Dialogues EMNLP 2024 Contextualized Topic Coherence Metrics EACL 2024 CWTM: Leveraging Contextualized Word Embeddings from BERT for Neural Topic Modeling COLING 2024 Enhancing Short-Text Topic Modeling with LLM-Driven Context Expansion and Prefix-Tuned VAEs EMNLP 2024 Improving Multi-party Dialogue Generation via Topic and Rhetorical Coherence EMNLP 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 Topic Modeling: Contextual Token Embeddings Are All You Need EMNLP 2024 HyHTM: Hyperbolic Geometry-based Hierarchical Topic Model ACL 2023 Nonlinear Structural Equation Model Guided Gaussian Mixture Hierarchical Topic Modeling ACL 2023 Promoting Topic Coherence and Inter-Document Consorts in Multi-Document Summarization via Simplicial Complex and Sheaf Graph EMNLP 2023 Prompt- and Trait Relation-aware Cross-prompt Essay Trait Scoring ACL 2023 SAE-NTM: Sentence-Aware Encoder for Neural Topic Modeling ACL 2023 Unified Neural Topic Model via Contrastive Learning and Term Weighting EACL 2023 Community Topic: Topic Model Inference by Consecutive Word Community Discovery COLING 2022 Is Neural Topic Modelling Better than Clustering? An Empirical Study on Clustering with Contextual Embeddings for Topics NAACL 2022 RoViST: Learning Robust Metrics for Visual Storytelling NAACL 2022 Seed-Guided Topic Discovery with Out-of-Vocabulary Seeds NAACL 2022 Towards Reinterpreting Neural Topic Models via Composite Activations EMNLP 2022 Adaptive Mixed Component LDA for Low Resource Topic Modeling EACL 2021