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1
10D: Phonology, Morphology and Word Segmentation #1 ...
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2
19th SIGMORPHON Workshop on Computational Research in Phonetics, Phonology, and Morphology - Part 2 ...
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3
18th SIGMORPHON Workshop on Computational Research in Phonetics, Phonology, and Morphology - Part 1 ...
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4
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data except for the presence/absence of POS tags, using published data in ten high- to low-resource languages or unpublished linguistic field data in five low-resource languages.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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5
Superbizarre Is Not Superb: Derivational Morphology Improves BERT's Interpretation of Complex Words ...
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6
Minimally-Supervised Morphological Segmentation using Adaptor Grammars with Linguistic Priors ...
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7
MorphyNet: a Large Multilingual Database of Derivational and Inflectional Morphology ...
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8
Morphology Matters: A Multilingual Language Modeling Analysis ...
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9
Evaluating morphological typology in zero-shot cross-lingual transfer ...
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10
Morphology augmented pronunciation prediction ...
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11
End-to-End Lexically Constrained Machine Translation for Morphologically Rich Languages ...
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12
IndoCollex: A Testbed for Morphological Transformation of Indonesian Word Colloquialism ...
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