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1
Backtranslation in Neural Morphological Inflection ...
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2
To POS Tag or Not to POS Tag: The Impact of POS Tags on Morphological Learning in Low-Resource Settings ...
Abstract: Read paper: https://www.aclanthology.org/2021.acl-long.78 Abstract: Part-of-Speech (POS) tags are routinely included as features in many NLP tasks. However, the importance and usefulness of POS tags needs to be examined as NLP expands to low-resource languages because linguists who provide many annotated resources do not place priority on early identification and tagging of POS. This paper describes an empirical study about the effect that POS tags have on two computational morphological tasks with the Transformer architecture. Each task is tested twice on identical data except for the presence/absence of POS tags, using published data in ten high- to low-resource languages or unpublished linguistic field data in five low-resource languages. We find that the presence or absence of POS tags does not have a significant bearing on performance. In joint segmentation and glossing, the largest average difference is an .09 improvement in F1-scores by removing POS tags. In reinflection, the greatest average ...
Keyword: Computational Linguistics; Condensed Matter Physics; Deep Learning; Electromagnetism; FOS Physical sciences; Information and Knowledge Engineering; Morphology; Neural Network; Semantics
URL: https://underline.io/lecture/25958-to-pos-tag-or-not-to-pos-tag-the-impact-of-pos-tags-on-morphological-learning-in-low-resource-settings
https://dx.doi.org/10.48448/04km-3434
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3
Can a Transformer Pass the Wug Test? Tuning Copying Bias in Neural Morphological Inflection Models ...
Liu, Ling; Hulden, Mans. - : arXiv, 2021
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4
Analogy Models for Neural Word Inflection ...
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5
RNN Classification of English Vowels: Nasalized or Not
In: Proceedings of the Society for Computation in Linguistics (2019)
BASE
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6
The focal alteration and causal connectivity in children with new-onset benign epilepsy with centrotemporal spikes
Chen, Sihan; Fang, Jiajia; An, Dongmei. - : Nature Publishing Group UK, 2018
BASE
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7
Deep instantiation
Atkinson, Colin; Kühne, Thomas. - : Springer, 2018
BASE
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8
RDF Technology
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9
Resource Description Framework
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10
Linked Open Data
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11
Studies on the Differences Between Chinese and Western Nature Poems
In: Studies in Literature and Language; Vol 10, No 3 (2015): Studies in Literature and Language; 83-88 ; 1923-1563 ; 1923-1555 (2015)
BASE
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12
The effect of news and public mood on stock movements
In: Information sciences. - New York, NY : Elsevier Science Inc. 278 (2014), 826-840
OLC Linguistik
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13
Processing generalized k-nearest neighbor queries on a wireless broadcast stream
In: Information sciences. - New York, NY : Elsevier Science Inc. 188 (2012), 64-79
OLC Linguistik
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14
Web Information System Engineering -- WISE 2011 : 12th International Conference, Sydney, Australia, October 13-14, 2011, Proceedings
Bouguettaya, Athman; Hauswirth, Manfred; Liu, Ling. - Berlin, Heidelberg : Springer Berlin Heidelberg, 2011
UB Frankfurt Linguistik
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15
Prediction of age, sentiment, and connectivity from social media text
Nguyen, Thin; Phung, Dinh; Adams, Brett. - : Springer-Verlag, 2011
BASE
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16
The SocialTrust framework for trusted social information management: Architecture and algorithms
In: Information sciences. - New York, NY : Elsevier Science Inc. 180 (2010) 1, 95-112
OLC Linguistik
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17
INTERCULTURAL COMMUNICATION APPREHENSION (ICA): : INTERNATIONAL STUDENTS’ PERCEPTIONS
LIU, LING [Verfasser]. - Saarbrücken : VDM Verlag Dr. Müller, 2008
DNB Subject Category Language
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18
Yuyanxue gaiyao
Liu, Ling. - Beijing : Beijing shifan daxue chubanshe, 1987
Leibniz-Zentrum Allgemeine Sprachwissenschaft
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