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Ethical-Advice Taker: Do Language Models Understand Natural Language Interventions? ...
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Ethical-Advice Taker: Do Language Models Understand Natural Language Interventions? ...
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3
"The Boating Store Had Its Best Sail Ever": Pronunciation-attentive Contextualized Pun Recognition ...
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4
Gender Bias in Multilingual Embeddings and Cross-Lingual Transfer ...
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Examining Gender Bias in Languages with Grammatical Gender ...
Abstract: Recent studies have shown that word embeddings exhibit gender bias inherited from the training corpora. However, most studies to date have focused on quantifying and mitigating such bias only in English. These analyses cannot be directly extended to languages that exhibit morphological agreement on gender, such as Spanish and French. In this paper, we propose new metrics for evaluating gender bias in word embeddings of these languages and further demonstrate evidence of gender bias in bilingual embeddings which align these languages with English. Finally, we extend an existing approach to mitigate gender bias in word embeddings under both monolingual and bilingual settings. Experiments on modified Word Embedding Association Test, word similarity, word translation, and word pair translation tasks show that the proposed approaches effectively reduce the gender bias while preserving the utility of the embeddings. ... : 9 pages, 4 figures. Accepted at EMNLP-IJCNLP 2019 as a long paper ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://dx.doi.org/10.48550/arxiv.1909.02224
https://arxiv.org/abs/1909.02224
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