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

ITMT: Interactive Topic Model Trainer EACL 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
ConvNTM: Conversational Neural Topic Model AAAI 2023
Neural Dynamic Focused Topic Model AAAI 2023
Are Neural Topic Models Broken? 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
Dynamic Topic Modeling by Clustering Embeddings from Pretrained Language Models: A Research Proposal IJCNLP 2022
Nonparametric Forest-Structured Neural Topic Modeling COLING 2022
Is Neural Topic Modelling Better than Clustering? An Empirical Study on Clustering with Contextual Embeddings for Topics NAACL 2022
GUIR @ MuP 2022: Towards Generating Topic-aware Multi-perspective Summaries for Scientific Documents COLING 2022
Multilingual and Multimodal Topic Modelling with Pretrained Embeddings COLING 2022
A Joint Learning Approach for Semi-supervised Neural Topic Modeling 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
Pre-training and Fine-tuning Neural Topic Model: A Simple yet Effective Approach to Incorporating External Knowledge ACL 2022
Dynamic Topic Models for Temporal Document Networks ICML 2022
GRETEL: Graph Contrastive Topic Enhanced Language Model for Long Document Extractive Summarization COLING 2022
Meta-Complementing the Semantics of Short Texts in Neural Topic Models NIPS 2022
Topic Modeling for Maternal Health Using Reddit EACL 2021
A Disentangled Adversarial Neural Topic Model for Separating Opinions from Plots in User Reviews NAACL 2021
Fine-tuning Encoders for Improved Monolingual and Zero-shot Polylingual Neural Topic Modeling NAACL 2021
Self-Supervised Neural Topic Modeling EMNLP 2021
TITA: A Two-stage Interaction and Topic-Aware Text Matching Model NAACL 2021
Topic Modelling Meets Deep Neural Networks: A Survey IJCAI 2021