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AUTOLEX: An Automatic Framework for Linguistic Exploration ...
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SD-QA: Spoken Dialectal Question Answering for the Real World ...
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3
Phoneme Recognition through Fine Tuning of Phonetic Representations: a Case Study on Luhya Language Varieties ...
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4
Machine Translation into Low-resource Language Varieties ...
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5
Code to Comment Translation: A Comparative Study on Model Effectiveness & Errors ...
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6
Systematic Inequalities in Language Technology Performance across the World's Languages ...
Abstract: Natural language processing (NLP) systems have become a central technology in communication, education, medicine, artificial intelligence, and many other domains of research and development. While the performance of NLP methods has grown enormously over the last decade, this progress has been restricted to a minuscule subset of the world's 6,500 languages. We introduce a framework for estimating the global utility of language technologies as revealed in a comprehensive snapshot of recent publications in NLP. Our analyses involve the field at large, but also more in-depth studies on both user-facing technologies (machine translation, language understanding, question answering, text-to-speech synthesis) as well as more linguistic NLP tasks (dependency parsing, morphological inflection). In the process, we (1) quantify disparities in the current state of NLP research, (2) explore some of its associated societal and academic factors, and (3) produce tailored recommendations for evidence-based policy making aimed ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://arxiv.org/abs/2110.06733
https://dx.doi.org/10.48550/arxiv.2110.06733
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7
Multilingual Code-Switching for Zero-Shot Cross-Lingual Intent Prediction and Slot Filling ...
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8
Investigating Post-pretraining Representation Alignment for Cross-Lingual Question Answering ...
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9
Towards More Equitable Question Answering Systems: How Much More Data Do You Need? ...
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10
Cross-Lingual Text Classification of Transliterated Hindi and Malayalam ...
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11
Evaluating the Morphosyntactic Well-formedness of Generated Texts ...
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12
Lexically Aware Semi-Supervised Learning for OCR Post-Correction ...
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13
When is Wall a Pared and when a Muro? -- Extracting Rules Governing Lexical Selection ...
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14
AlloVera: A Multilingual Allophone Database ...
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15
Towards Minimal Supervision BERT-based Grammar Error Correction ...
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16
SIGMORPHON 2020 Shared Task 0: Typologically Diverse Morphological Inflection ...
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17
It's not a Non-Issue: Negation as a Source of Error in Machine Translation ...
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18
Automatic Extraction of Rules Governing Morphological Agreement ...
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19
A Summary of the First Workshop on Language Technology for Language Documentation and Revitalization ...
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20
Universal Phone Recognition with a Multilingual Allophone System ...
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