Nonparametric Bayesian NLP

Papers:

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TopWORDS-Seg: Simultaneous Text Segmentation and Word Discovery for Open-Domain Chinese Texts via Bayesian Inference

https://aclanthology.org/2022.acl-long.13.pdf

Continual Quality Estimation with Online Bayesian Meta-Learning

https://aclanthology.org/2021.acl-short.25.pdf

Adaptive Knowledge-Enhanced Bayesian Meta-Learning for Few-shot Event Detection

https://aclanthology.org/2021.findings-acl.214.pdf

A Compositional Bayesian Semantics for Natural Language

https://aclanthology.org/W18-4101.pdf

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An Overview of Nonparametric Bayesian Models and Applications to Natural Language Processing [2008]

http://www.cs.cmu.edu/~zollmann/publications/nonparametric.pdf

Surveying a suite of algorithms that offer a solution to managing large document archives

http://www.cs.columbia.edu/~blei/papers/Blei2012.pdf

Hierarchical Dirichlet Processes

https://people.eecs.berkeley.edu/~jordan/papers/hdp.pdf