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1
How Universal is Genre in Universal Dependencies? ...
Abstract: This work provides the first in-depth analysis of genre in Universal Dependencies (UD). In contrast to prior work on genre identification which uses small sets of well-defined labels in mono-/bilingual setups, UD contains 18 genres with varying degrees of specificity spread across 114 languages. As most treebanks are labeled with multiple genres while lacking annotations about which instances belong to which genre, we propose four methods for predicting instance-level genre using weak supervision from treebank metadata. The proposed methods recover instance-level genre better than competitive baselines as measured on a subset of UD with labeled instances and adhere better to the global expected distribution. Our analysis sheds light on prior work using UD genre metadata for treebank selection, finding that metadata alone are a noisy signal and must be disentangled within treebanks before it can be universally applied. ... : Accepted at SyntaxFest 2021 ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://dx.doi.org/10.48550/arxiv.2112.04971
https://arxiv.org/abs/2112.04971
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2
Universal Dependencies 2.9
Zeman, Daniel; Nivre, Joakim; Abrams, Mitchell. - : Universal Dependencies Consortium, 2021
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3
Universal Dependencies 2.8.1
Zeman, Daniel; Nivre, Joakim; Abrams, Mitchell. - : Universal Dependencies Consortium, 2021
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4
Universal Dependencies 2.8
Zeman, Daniel; Nivre, Joakim; Abrams, Mitchell. - : Universal Dependencies Consortium, 2021
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5
Parsing with Pretrained Language Models, Multiple Datasets, and Dataset Embeddings ...
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6
On the Effectiveness of Dataset Embeddings in Mono-lingual,Multi-lingual and Zero-shot Conditions ...
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7
Genre as Weak Supervision for Cross-lingual Dependency Parsing ...
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8
We Need to Talk About train-dev-test Splits ...
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9
Genre as Weak Supervision for Cross-lingual Dependency Parsing ...
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10
DaN+: Danish Nested Named Entities and Lexical Normalization ...
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11
From Masked Language Modeling to Translation: Non-English Auxiliary Tasks Improve Zero-shot Spoken Language Understanding ...
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12
From Masked-Language Modeling to Translation: Non-English Auxiliary Tasks Improve Zero-shot Spoken Language Understanding ...
NAACL 2021 2021; van der Goot, Rob. - : Underline Science Inc., 2021
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13
Lexical Normalization for Code-switched Data and its Effect on POS-tagging ...
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14
Fair Is Better than Sensational: Man Is to Doctor as Woman Is to Doctor
In: Computational Linguistics, Vol 46, Iss 2, Pp 487-497 (2020) (2020)
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15
Bleaching Text: Abstract Features for Cross-lingual Gender Prediction ...
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