latent dirichlet allocation

171 papers

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Also known as

LDA SLDA

Co-occurring keywords

topic modeling (460) topic model (290) bayesian inference (1904) variational inference (2069) unsupervised learning (3255) gibbs sampling (201) probabilistic modeling (851) probabilistic model (476) text mining (298) text classification (6776)

Papers

Mining the Past: A Comparative Study of Classical and Neural Topic Models on Historical Newspaper Archives NAACL 2025

Tell, Don’t Show: Leveraging Language Models’ Abstractive Retellings to Model Literary Themes ACL 2025

Bidirectional Topic Matching: Quantifying Thematic Intersections Between Climate Change and Climate Mitigation News Corpora Through Topic Modelling ACL 2025

Large Language Models Struggle to Describe the Haystack without Human Help: A Social Science-Inspired Evaluation of Topic Models ACL 2025

Towards the TopMost: A Topic Modeling System Toolkit ACL 2024

Learning Adverbs with Spectral Mixture Kernels ACL 2024

GCD-TM: Graph-Driven Community Detection for Topic Modelling in Psychiatry Texts EMNLP 2024

Exploring Neural Topic Modeling on a Classical Latin Corpus COLING 2024

SentenceLDA: Discriminative and Robust Document Representation with Sentence Level Topic Model EACL 2024

Choosing the Number of Topics in LDA Models – A Monte Carlo Comparison of Selection Criteria JMLR 2024

Scale-Invariant Infinite Hierarchical Topic Model ACL 2023

How Do Transformers Learn Topic Structure: Towards a Mechanistic Understanding ICML 2023

Get Out of the BAG! Silos in AI Ethics Education: Unsupervised Topic Modeling Analysis of Global AI Curricula (Extended Abstract) IJCAI 2023

Community Topic: Topic Model Inference by Consecutive Word Community Discovery COLING 2022

Nonsuicidal Self-Injury and Substance Use Disorders: A Shared Language of Addiction NAACL 2022

Impacts of Low Socio-economic Status on Educational Outcomes: A Narrative Based Analysis EMNLP 2022

A Statistical Approach for Optimal Topic Model Identification JMLR 2022

A Temporal Extension of Latent Dirichlet Allocation for Unsupervised Acoustic Unit Discovery INTERSPEECH 2022

More Than Words: Collocation Retokenization for Latent Dirichlet Allocation Models ACL 2022

EvaLDA: Efficient Evasion Attacks Towards Latent Dirichlet Allocation AAAI 2021

Method of Moments for Topic Models with Mixed Discrete and Continuous Features IJCAI 2021

Probabilistic task modelling for meta-learning UAI 2021

Topic Modeling for Maternal Health Using Reddit EACL 2021

Adaptive Mixed Component LDA for Low Resource Topic Modeling EACL 2021

Improving Privacy Guarantee and Efficiency of Latent Dirichlet Allocation Model Training Under Differential Privacy EMNLP 2021