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latent dirichlet allocation

175 papers

LDA

Papers

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 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 Choosing the Number of Topics in LDA Models – A Monte Carlo Comparison of Selection Criteria JMLR 2024 Exploring Neural Topic Modeling on a Classical Latin Corpus COLING 2024 GCD-TM: Graph-Driven Community Detection for Topic Modelling in Psychiatry Texts EMNLP 2024 Learning Adverbs with Spectral Mixture Kernels ACL 2024 SentenceLDA: Discriminative and Robust Document Representation with Sentence Level Topic Model EACL 2024 Towards the TopMost: A Topic Modeling System Toolkit ACL 2024 Get Out of the BAG! Silos in AI Ethics Education: Unsupervised Topic Modeling Analysis of Global AI Curricula (Extended Abstract) IJCAI 2023 How Do Transformers Learn Topic Structure: Towards a Mechanistic Understanding ICML 2023 Scale-Invariant Infinite Hierarchical Topic Model ACL 2023 A Statistical Approach for Optimal Topic Model Identification JMLR 2022 A Temporal Extension of Latent Dirichlet Allocation for Unsupervised Acoustic Unit Discovery Interspeech 2022 Community Topic: Topic Model Inference by Consecutive Word Community Discovery COLING 2022 Impacts of Low Socio-economic Status on Educational Outcomes: A Narrative Based Analysis EMNLP 2022 More Than Words: Collocation Retokenization for Latent Dirichlet Allocation Models ACL 2022 Nonsuicidal Self-Injury and Substance Use Disorders: A Shared Language of Addiction NAACL 2022 Adaptive Mixed Component LDA for Low Resource Topic Modeling EACL 2021 Bayesian Text Classification and Summarization via A Class-Specified Topic Model JMLR 2021 EvaLDA: Efficient Evasion Attacks Towards Latent Dirichlet Allocation AAAI 2021 Improving Privacy Guarantee and Efficiency of Latent Dirichlet Allocation Model Training Under Differential Privacy EMNLP 2021 Method of Moments for Topic Models with Mixed Discrete and Continuous Features IJCAI 2021 Much Gracias: Semi-supervised Code-switch Detection for Spanish-English: How far can we get? NAACL 2021