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Minimally-Supervised Morphological Segmentation using Adaptor Grammars with Linguistic Priors ...
Abstract: Read paper: https://www.aclanthology.org/2021.findings-acl.347 Abstract: With the increasing interest in low-resource languages, unsupervised morphological segmentation has become an active area of research, where approaches based on Adaptor Grammars achieve state-of-the-art results. We demonstrate the power of harnessing linguistic knowledge as priors within Adaptor Grammars in a minimally-supervised learning fashion. We introduce two types of priors: 1) grammar definition, where we design language-specific grammars; and 2) linguist-provided affixes, collected by an expert in the language and seeded into the grammars. We use Japanese and Georgian as respective case studies for the two types of priors and introduce new datasets for these languages, with gold morphological segmentation for evaluation. We show that the use of priors results in error reductions of 8.9% and 34.2%, respectively, over the equivalent state-of-the-art unsupervised system. ...
Keyword: Computational Linguistics; Condensed Matter Physics; Deep Learning; Electromagnetism; FOS Physical sciences; Morphology; Neural Network; Semantics
URL: https://dx.doi.org/10.48448/j68h-8888
https://underline.io/lecture/26438-minimally-supervised-morphological-segmentation-using-adaptor-grammars-with-linguistic-priors
BASE
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2
Cybersecurity - What's Language got to do with it? ...
Klavans, Judith L.. - : Digital Repository at the University of Maryland, 2015
BASE
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3
Cybersecurity - What's Language got to do with it?
BASE
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4
Contemporary linguistics : an introduction
Van Herk, Gerard; Cho, Sook Whan; Katamba, Francis. - Harlow [u.a.] : Longman, 2011
BLLDB
UB Frankfurt Linguistik
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5
Formative Evaluation for Multilingual Multimedia Search and Sense-Making
BASE
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6
Taming Social Tags: Computational Linguistic Analysis of Tags for Images in Museums
BASE
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7
Information retrieval
In: The Oxford handbook of computational linguistics (New York, 2009), p. 529-544
MPI für Psycholinguistik
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8
Selecting and Categorizing Textual Descriptions of Images in the Context of an Image Indexer's Toolkit
Passonneau, Rebecca J.; Yano, Tae; Klavans, Judith. - : Center for Computational Learning Systems, Columbia University, 2007
BASE
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9
Measuring Variability in Sentence Ordering for News Summarization
Klavans, Judith L.; Madnani, Nitin; Passonneau, Rebecca. - : Proceeding ENLG '07 Proceedings of the Eleventh European Workshop on Natural Language Generation, 2007
BASE
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10
CLiMB ToolKit: A Case Study of Iterative Evaluation in a Multidisciplinary Project
Passonneau, Rebecca; Blitz, Roberta L.; Elson, David K.. - : Proceedings of the Fifth International Conference on Language Resources and Evaluation (LREC), 2006
BASE
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11
CLiMB ToolKit: A Case Study of Iterative Evaluation in a Multidisciplinary Project ...
Passonneau, Rebecca; Blitz, Roberta L.; Elson, David K.. - : Columbia University, 2006
BASE
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12
Lexicalized Well-Founded Grammars: Learnability and Merging
Muresan, Smaranda; Muresan, Tudor; Klavans, Judith L.. - : Department of Computer Science, Columbia University, 2005
BASE
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13
Similarity-based Multilingual Multi-Document Summarization
Evans, David Kirk; McKeown, Kathleen; Klavans, Judith L.. - : Department of Computer Science, Columbia University, 2005
BASE
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14
Customization in a Unified Framework for Summarizing Medical Literature
BASE
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15
Similarity-based Multilingual Multi-Document Summarization ...
Evans, David Kirk; McKeown, Kathleen; Klavans, Judith L.. - : Columbia University, 2005
BASE
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16
Lexicalized Well-Founded Grammars: Learnability and Merging ...
Muresan, Smaranda; Muresan, Tudor; Klavans, Judith L.. - : Columbia University, 2005
BASE
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17
Inducing Constraint-based Grammars from a Small Semantic Treebank
Muresan, Smaranda; Muresan, Tudor; Klavans, Judith L.. - : AAAI Spring Symposium 2004: Language Learning: An Interdisciplinary Perspective, 2004
BASE
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18
Inducing Constraint-based Grammars from a Small Semantic Treebank ...
Muresan, Smaranda; Muresan, Tudor; Klavans, Judith L.. - : Columbia University, 2004
BASE
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19
A Platform for Multilingual News Summarization
Evans, David Kirk; Klavans, Judith L.. - : Department of Computer Science, Columbia University, 2003
BASE
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20
Columbia’s Newsblaster: New Features and Future Directions
Klavans, Judith L.; Barzilay, Regina; Nenkova, Ani. - : NAACL-Demonstrations '03 Proceedings of the 2003 Conference of the North American Chapter of the Association for Computational Linguistics on Human Language Technology: Demonstrations, 2003
BASE
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