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Machine Learning
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Core Methods
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Topic Modeling
119 directly classified papers
Papers per year
2007: 4
2008: 1
2009: 4
2010: 4
2011: 3
2013: 6
2014: 2
2015: 2
2016: 2
2017: 10
2018: 9
2019: 17
2020: 12
2021: 6
2022: 9
2023: 10
2024: 11
2025: 7
Papers
Topic-Informed Dialogue Summarization using Topic Distribution and Prompt-based Modeling
EMNLP 2023
Coherent Entity Disambiguation via Modeling Topic and Categorical Dependency
EMNLP 2023
Great Bibliographies as a Source of Data for the Humanities – NLP in the Analysis of Gender of Book Authors in German Countries and in Poland (1801-2021)
EACL 2023
Silence or Outbreak – a Real-Time Emergent Topic Identification System (RealTIS) for Social Media
AAAI 2022
Topic Taxonomy Expansion via Hierarchy-Aware Topic Phrase Generation
EMNLP 2022
Understanding Narratives from Demographic Survey Data: a Comparative Study with Multiple Neural Topic Models
EMNLP 2022
A Novel Perspective to Look At Attention: Bi-level Attention-based Explainable Topic Modeling for News Classification
ACL 2022
Coordinated Topic Modeling
EMNLP 2022
Unsupervised Learning under Latent Label Shift
NIPS 2022
Meta-Complementing the Semantics of Short Texts in Neural Topic Models
NIPS 2022
Knowledge-Aware Bayesian Deep Topic Model
NIPS 2022
More Than Words: Collocation Retokenization for Latent Dirichlet Allocation Models
ACL 2022
Topic-Oriented Spoken Dialogue Summarization for Customer Service with Saliency-Aware Topic Modeling
AAAI 2021
Extracting Economic Signals from Central Bank Speeches
EMNLP 2021
HOTTER: Hierarchical Optimal Topic Transport with Explanatory Context Representations
EMNLP 2021
Extracting Topics with Simultaneous Word Co-occurrence and Semantic Correlation Graphs: Neural Topic Modeling for Short Texts
EMNLP 2021
RollingLDA: An Update Algorithm of Latent Dirichlet Allocation to Construct Consistent Time Series from Textual Data
EMNLP 2021
Self-Supervised Neural Topic Modeling
EMNLP 2021
Improved Topic Representations of Medical Documents to Assist COVID-19 Literature Exploration
EMNLP 2020
Topic Enhanced Sentiment Spreading Model in Social Networks Considering User Interest
AAAI 2020
Tracking Disaster Footprints with Social Streaming Data
AAAI 2020
Developing a Curated Topic Model for COVID-19 Medical Research Literature
EMNLP 2020
Topic Balancing with Additive Regularization of Topic Models
ACL 2020
TOMODAPI: A Topic Modeling API to Train, Use and Compare Topic Models
EMNLP 2020
Understanding Weekly COVID-19 Concerns through Dynamic Content-Specific LDA Topic Modeling
EMNLP 2020
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