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neural topic model

74 papers

NTM

Papers

Enhancing Neural Topic Model with Multi-Level Supervisions from Seed Words ACL 2023 ITMT: Interactive Topic Model Trainer EACL 2023 Neural Dynamic Focused Topic Model AAAI 2023 Neural Topic Modeling based on Cycle Adversarial Training and Contrastive Learning ACL 2023 Unified Neural Topic Model via Contrastive Learning and Term Weighting EACL 2023 vONTSS: vMF based semi-supervised neural topic modeling with optimal transport ACL 2023 A Joint Learning Approach for Semi-supervised Neural Topic Modeling ACL 2022 Are Neural Topic Models Broken? EMNLP 2022 Dynamic Topic Models for Temporal Document Networks ICML 2022 GRETEL: Graph Contrastive Topic Enhanced Language Model for Long Document Extractive Summarization COLING 2022 GUIR @ MuP 2022: Towards Generating Topic-aware Multi-perspective Summaries for Scientific Documents COLING 2022 Is Neural Topic Modelling Better than Clustering? An Empirical Study on Clustering with Contextual Embeddings for Topics NAACL 2022 Meta-Complementing the Semantics of Short Texts in Neural Topic Models NeurIPS 2022 Multilingual and Multimodal Topic Modelling with Pretrained Embeddings COLING 2022 Nonparametric Forest-Structured Neural Topic Modeling COLING 2022 Pre-training and Fine-tuning Neural Topic Model: A Simple yet Effective Approach to Incorporating External Knowledge ACL 2022 Towards Reinterpreting Neural Topic Models via Composite Activations EMNLP 2022 Understanding Narratives from Demographic Survey Data: a Comparative Study with Multiple Neural Topic Models EMNLP 2022 Using neural topic models to track context shifts of words: a case study of COVID-related terms before and after the lockdown in April 2020 ACL 2022 A Disentangled Adversarial Neural Topic Model for Separating Opinions from Plots in User Reviews NAACL 2021 Contrastive Learning for Neural Topic Model NeurIPS 2021 Enriching and Controlling Global Semantics for Text Summarization EMNLP 2021 Extracting Topics with Simultaneous Word Co-occurrence and Semantic Correlation Graphs: Neural Topic Modeling for Short Texts EMNLP 2021 Fine-tuning Encoders for Improved Monolingual and Zero-shot Polylingual Neural Topic Modeling NAACL 2021 Is Automated Topic Model Evaluation Broken? The Incoherence of Coherence NeurIPS 2021