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Topic Modeling

134 directly classified papers

Papers per year

Papers

TAN-NTM: Topic Attention Networks for Neural Topic Modeling ACL 2021
Pre-training is a Hot Topic: Contextualized Document Embeddings Improve Topic Coherence ACL 2021
Modeling Text using the Continuous Space Topic Model with Pre-Trained Word Embeddings ACL 2021
A Mixed-Methods Analysis of Western and Hong Kong–based Reporting on the 2019–2020 Protests EMNLP 2021
Detecting Polarized Topics Using Partisanship-aware Contextualized Topic Embeddings EMNLP 2021
An unsupervised framework for tracing textual sources of moral change EMNLP 2021
Extracting Topics with Simultaneous Word Co-occurrence and Semantic Correlation Graphs: Neural Topic Modeling for Short Texts EMNLP 2021
Tree-Structured Topic Modeling with Nonparametric Neural Variational Inference ACL 2021
Monitoring geometrical properties of word embeddings for detecting the emergence of new topics. EMNLP 2021
Neural Attention-Aware Hierarchical Topic Model EMNLP 2021
Content analysis of Persian/Farsi Tweets during COVID-19 pandemic in Iran using NLP EMNLP 2020
Developing a Curated Topic Model for COVID-19 Medical Research Literature EMNLP 2020
TOMODAPI: A Topic Modeling API to Train, Use and Compare Topic Models EMNLP 2020
Tree-Structured Neural Topic Model ACL 2020
A Discrete Variational Recurrent Topic Model without the Reparametrization Trick NIPS 2020
OTLDA: A Geometry-aware Optimal Transport Approach for Topic Modeling NIPS 2020
Topic Modeling on Document Networks with Adjacent-Encoder AAAI 2020
Learning VAE-LDA Models with Rounded Reparameterization Trick EMNLP 2020
Neural Topic Modeling by Incorporating Document Relationship Graph EMNLP 2020
Rethinking Topic Modelling: From Document-Space to Term-Space EMNLP 2020
Which Matters Most? Comparing the Impact of Concept and Document Relationships in Topic Models EMNLP 2020
Improved Topic Representations of Medical Documents to Assist COVID-19 Literature Exploration EMNLP 2020
Exploratory Analysis of COVID-19 Related Tweets in North America to Inform Public Health Institutes EMNLP 2020
Topic-Based Measures of Conversation for Detecting Mild CognitiveImpairment ACL 2020
Measuring Emotions in the COVID-19 Real World Worry Dataset ACL 2020