NLP Wiki

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====== Low-Resource NLP ======

===== Overviews =====
  * [[https://arxiv.org/pdf/2010.12309.pdf|Hedderich et al 2020 - A Survey on Recent Approaches for Natural Language Processing in Low-Resource Scenarios]]

===== Papers =====
  * [[https://www.aclweb.org/anthology/N13-1014.pdf|Garrette & Baldridge 2013 - Learning a Part-of-Speech Tagger from Two Hours of Annotation]]
  * [[https://arxiv.org/pdf/2202.12499.pdf|Wang et al 2022 - PromDA: Prompt-based Data Augmentation for Low-Resource NLU Tasks]]
  * [[https://aclanthology.org/2022.acl-long.108.pdf|Zhang et al 2022 - How can NLP Help Revitalize Endangered Languages? A Case Study and Roadmap for the Cherokee Language]]
  * AfriBERTa: [[https://aclanthology.org/2021.mrl-1.11.pdf|Ogueji et al 2021 - Small Data? No Problem! Exploring the Viability of Pretrained Multilingual Language Models for Low-resourced Languages]]

===== Datasets =====
  * Cherokee
    * See [[https://www.cs.unc.edu/~shiyue/|Shiyue Zhang's work]]
    * [[https://github.com/ZhangShiyue/ChrEn|ChrEn dataset]] for MT
  * African Languages
    * NER: [[https://github.com/masakhane-io/masakhane-ner/|MasakhaNER]] [[https://arxiv.org/pdf/2103.11811.pdf|Adelani et al 2021 - MasakhaNER: Named entity recognition for African languages]]
  * Many
    * Google's **Under-Represented Languages for NLP**: [[https://github.com/google-research/url-nlp|github]]

===== Conferences and Workshops =====
  * AfricaNLP Workshop [[https://sites.google.com/view/africanlp-workshop|2021]]

===== Courses and Tutorials =====
  * [[https://github.com/neubig/lowresource-nlp-bootcamp-2020|CMU LTI Low Resource NLP Bootcamp 2020]]

===== People =====
  * [[https://scholar.google.com/citations?user=_MQ_lNgAAAAJ&hl=en|Shruti Rijhwani]]

===== Related Pages =====
  * [[machine_translation#low-resource|Machine Translation - Low-Resource]]