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AUTOLEX: An Automatic Framework for Linguistic Exploration ...
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MCoNaLa: A Benchmark for Code Generation from Multiple Natural Languages ...
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A Systematic Evaluation of Large Language Models of Code ...
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Expanding Pretrained Models to Thousands More Languages via Lexicon-based Adaptation ...
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5
Phoneme Recognition through Fine Tuning of Phonetic Representations: a Case Study on Luhya Language Varieties ...
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6
Few-shot Language Coordination by Modeling Theory of Mind ...
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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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8
Multilingual Multimodal Pre-training for Zero-Shot Cross-Lingual Transfer of Vision-Language Models ...
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9
Multi-view Subword Regularization ...
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10
MetaXL: Meta Representation Transformation for Low-resource Cross-lingual Learning ...
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11
XTREME-R: Towards More Challenging and Nuanced Multilingual Evaluation ...
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12
When Does Translation Require Context? A Data-driven, Multilingual Exploration ...
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13
Breaking Down Multilingual Machine Translation ...
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14
Efficient Test Time Adapter Ensembling for Low-resource Language Varieties ...
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15
Distributionally Robust Multilingual Machine Translation ...
Zhou, Chunting; Levy, Daniel; Li, Xian. - : arXiv, 2021
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16
AfroMT: Pretraining Strategies and Reproducible Benchmarks for Translation of 8 African Languages ...
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17
Evaluating the Morphosyntactic Well-formedness of Generated Texts ...
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18
Meta Back-translation ...
Pham, Hieu; Wang, Xinyi; Yang, Yiming. - : arXiv, 2021
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19
On The Ingredients of an Effective Zero-shot Semantic Parser ...
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20
DEEP: DEnoising Entity Pre-training for Neural Machine Translation ...
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