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An Introduction to Conditional Random Fields

, and . Foundations and Trends® in Machine Learning, 4 (4): 267-373 (2011)
DOI: 10.1561/2200000013

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Conditional random fields: Probabilistic models for segmenting and labeling sequence data., , and . (2001)Modeling Label Space Interactions in Multi-label Classification using Box Embeddings., , , , and . ICLR, OpenReview.net, (2022)Online Level-wise Hierarchical Clustering., , and . KDD, page 1733-1745. ACM, (2023)Semi-supervised classification with hybrid generative/discriminative methods., , , and . KDD, page 280-289. ACM, (2007)Energy and Policy Considerations for Deep Learning in NLP., , and . ACL (1), page 3645-3650. Association for Computational Linguistics, (2019)Long Document Summarization in a Low Resource Setting using Pretrained Language Models., , , , , , , , , and . ACL (student), page 71-80. Association for Computational Linguistics, (2021)Modeling Fine-Grained Entity Types with Box Embeddings., , , and . ACL/IJCNLP (1), page 2051-2064. Association for Computational Linguistics, (2021)Transition-based Dependency Parsing with Selectional Branching., and . ACL (1), page 1052-1062. The Association for Computer Linguistics, (2013)Multi-CLS BERT: An Efficient Alternative to Traditional Ensembling., , , and . ACL (1), page 821-854. Association for Computational Linguistics, (2023)Scaling Within Document Coreference to Long Texts., , , , , and . ACL/IJCNLP (Findings), volume ACL/IJCNLP 2021 of Findings of ACL, page 3921-3931. Association for Computational Linguistics, (2021)