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21
The Reading Machine: a Versatile Framework for Studying Incremental Parsing Strategies ...
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22
To POS Tag or Not to POS Tag: The Impact of POS Tags on Morphological Learning in Low-Resource Settings ...
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23
Superbizarre Is Not Superb: Derivational Morphology Improves BERT's Interpretation of Complex Words ...
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24
HIT - A Hierarchically Fused Deep Attention Network for Robust Code-mixed Language Representation ...
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25
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
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26
LearnDA: Learnable Knowledge-Guided Data Augmentation for Event Causality Identification ...
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27
Quotation Recommendation and Interpretation Based on Transformation from Queries to Quotations ...
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28
How Did This Get Funded?! Automatically Identifying Quirky Scientific Achievements ...
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29
Minimax and Neyman–Pearson Meta-Learning for Outlier Languages ...
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30
CLINE: Contrastive Learning with Semantic Negative Examples for Natural Language Understanding ...
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31
Towards Protecting Vital Healthcare Programs by Extracting Actionable Knowledge from Policy ...
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32
DYPLOC: Dynamic Planning of Content Using Mixed Language Models for Text Generation ...
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33
Automated Concatenation of Embeddings for Structured Prediction ...
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34
QASR: QCRI Aljazeera Speech Resource A Large Scale Annotated Arabic Speech Corpus ...
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35
Code Generation from Natural Language with Less Prior Knowledge and More Monolingual Data ...
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36
On the Distribution, Sparsity, and Inference-time Quantization of Attention Values in Transformers ...
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37
Learning Disentangled Latent Topics for Twitter Rumour Veracity Classification ...
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38
Sequence Models for Computational Etymology of Borrowings ...
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39
Scaling Within Document Coreference to Long Texts ...
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40
How to Split: the Effect of Word Segmentation on Gender Bias in Speech Translation ...
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