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The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021 (12)
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Simple Search
Hits 1 – 12 of 12
1
Characterizing News Portrayal of Civil Unrest in Hong Kong, 1998–2020 ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
., Giovanna Maria Dora
;
Bhattacharya, Rohit
. - : Underline Science Inc., 2022
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2
How to Split: the Effect of Word Segmentation on Gender Bias in Speech Translation ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
., Matteo
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Bentivogli, Luisa
;
Gaido, Marco
;
Negri, Matteo
;
Savoldi, Beatrice
;
Turchi, Marco
. - : Underline Science Inc., 2021
Abstract:
Read paper: https://www.aclanthology.org/2021.findings-acl.313 Abstract: Having recognized gender bias as a major issue affecting current translation technologies, researchers have primarily attempted to mitigate it by working on the data front. However, whether algorithmic aspects concur to exacerbate unwanted outputs remains so far under-investigated. In this work, we bring the analysis on gender bias in automatic translation onto a seemingly neutral yet critical component: word segmentation. Can segmenting methods influence the ability to translate gender? Do certain segmentation approaches penalize the representation of feminine linguistic markings? We address these questions by comparing 5 existing segmentation strategies on the target side of speech translation systems. Our results on two language pairs (English-Italian/French) show that state-of-the-art subword splitting (BPE) comes at the cost of higher gender bias. In light of this finding, we propose a combined approach that preserves BPE overall ...
Keyword:
Computational Linguistics
;
Condensed Matter Physics
;
Deep Learning
;
Electromagnetism
;
FOS Physical sciences
;
Gender Studies
;
Information and Knowledge Engineering
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Neural Network
;
Semantics
URL:
https://underline.io/lecture/26404-how-to-split-the-effect-of-word-segmentation-on-gender-bias-in-speech-translation
https://dx.doi.org/10.48448/ydta-r725
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3
4A: Computational Social Science and Cultural Analytics #3 ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
. - : Underline Science Inc., 2021
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4
Men Are Elected, Women Are Married: Events Gender Bias on Wikipedia ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Peng, Nanyun
;
Sun, Jiao
. - : Underline Science Inc., 2021
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5
1A: Computational Social Science and Cultural Analytics #1 ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
. - : Underline Science Inc., 2021
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6
3A: Computational Social Science and Cultural Analytics #2 ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
. - : Underline Science Inc., 2021
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7
3rd Workshop on Gender Bias in Natural Language Processing ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
. - : Underline Science Inc., 2021
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8
Neural Machine Translation with Synchronous Latent Phrase Structure ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Harada, Shintaro
;
Watanabe, Taro
. - : Underline Science Inc., 2021
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9
Cross-language Sentence Selection via Data Augmentation and Rationale Training ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Chen, Yanda
;
Galuščáková, Petra
. - : Underline Science Inc., 2021
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10
Inductively Representing Out-of-Knowledge-Graph Entities by Optimal Estimation Under Translational Assumptions ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Chang, Baobao
;
Dai, Damai
. - : Underline Science Inc., 2021
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11
Gender bias amplification during Speed-Quality optimization in Neural Machine Translation ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Diab, Mona
;
Diaz, Denise
. - : Underline Science Inc., 2021
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12
Catchphrase: Automatic Detection of Cultural References ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Shahaf , Dafna
;
Sweed, Nir
. - : Underline Science Inc., 2021
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