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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 (6)
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Hits 1 – 20 of 34
1
Multilingual Generative Language Models for Zero-Shot Cross-Lingual Event Argument Extraction ...
Huang, Kuan-Hao
;
Hsu, I-Hung
;
Natarajan, Premkumar
. - : arXiv, 2022
BASE
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2
Cross-lingual Representation Learning for Natural Language Processing
Ahmad, Wasi Uddin
. - : eScholarship, University of California, 2021
BASE
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3
Ethical-Advice Taker: Do Language Models Understand Natural Language Interventions? ...
Zhao, Jieyu
;
Khashabi, Daniel
;
Khot, Tushar
. - : arXiv, 2021
BASE
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4
Improving Zero-Shot Cross-Lingual Transfer Learning via Robust Training ...
Huang, Kuan-Hao
;
Ahmad, Wasi Uddin
;
Peng, Nanyun
. - : arXiv, 2021
BASE
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5
Societal Biases in Language Generation: Progress and Challenges ...
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, Kai-Wei
;
Natarajan, Prem
. - : Underline Science Inc., 2021
BASE
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6
Socially Aware Bias Measurements for Hindi Language Representations ...
Malik, Vijit
;
Dev, Sunipa
;
Nishi, Akihiro
. - : arXiv, 2021
BASE
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7
Searching for an Effective Defender: Benchmarking Defense against Adversarial Word Substitution ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Chang, Kai-Wei
;
Hsieh, Cho-Jui
. - : Underline Science Inc., 2021
BASE
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8
Does Robustness Improve Fairness? Approaching Fairness with Word Substitution Robustness Methods for Text Classification ...
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, Kai-Wei
;
Dhamala, Jwala
. - : Underline Science Inc., 2021
BASE
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9
Intent Classification and Slot Filling for Privacy Policies ...
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
;
Ahmad, Wasi Uddin
;
Chang, Kai-Wei
. - : Underline Science Inc., 2021
BASE
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10
Broaden the Vision: Geo-Diverse Visual Commonsense Reasoning ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Chang, Kai-Wei
;
Hu, Ziniu
. - : Underline Science Inc., 2021
BASE
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11
Ethical-Advice Taker: Do Language Models Understand Natural Language Interventions? ...
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, Kai-Wei
;
Khashabi, Daniel
. - : Underline Science Inc., 2021
BASE
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12
Defense against Synonym Substitution-based Adversarial Attacks via Dirichlet Neighborhood Ensemble ...
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, Kai-Wei
;
Hsieh, Cho-Jui
. - : Underline Science Inc., 2021
BASE
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13
Improving Zero-Shot Cross-Lingual Transfer Learning via Robust Training ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Ahmad, Wasi Uddin
;
Chang, Kai-Wei
. - : Underline Science Inc., 2021
BASE
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14
Syntax-augmented Multilingual BERT for Cross-lingual Transfer ...
Ahmad, Wasi Uddin
;
Li, Haoran
;
Chang, Kai-Wei
. - : arXiv, 2021
BASE
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15
Syntax-augmented Multilingual BERT for Cross-lingual Transfer ...
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
;
Ahmad, Wasi Uddin
;
Chang, Kai-Wei
. - : Underline Science Inc., 2021
BASE
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16
BOLD: Dataset and Metrics for Measuring Biases in Open-Ended Language Generation ...
Dhamala, Jwala
;
Sun, Tony
;
Kumar, Varun
. - : arXiv, 2021
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17
"The Boating Store Had Its Best Sail Ever": Pronunciation-attentive Contextualized Pun Recognition ...
Zhou, Yichao
;
Jiang, Jyun-Yu
;
Zhao, Jieyu
. - : arXiv, 2020
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18
Gender Bias in Multilingual Embeddings and Cross-Lingual Transfer ...
Zhao, Jieyu
;
Mukherjee, Subhabrata
;
Hosseini, Saghar
;
Chang, Kai-Wei
;
Awadallah, Ahmed Hassan
. - : arXiv, 2020
Abstract:
Multilingual representations embed words from many languages into a single semantic space such that words with similar meanings are close to each other regardless of the language. These embeddings have been widely used in various settings, such as cross-lingual transfer, where a natural language processing (NLP) model trained on one language is deployed to another language. While the cross-lingual transfer techniques are powerful, they carry gender bias from the source to target languages. In this paper, we study gender bias in multilingual embeddings and how it affects transfer learning for NLP applications. We create a multilingual dataset for bias analysis and propose several ways for quantifying bias in multilingual representations from both the intrinsic and extrinsic perspectives. Experimental results show that the magnitude of bias in the multilingual representations changes differently when we align the embeddings to different target spaces and that the alignment direction can also have an influence ...
Keyword:
Computation and Language cs.CL
;
Computers and Society cs.CY
;
FOS Computer and information sciences
;
Machine Learning cs.LG
URL:
https://dx.doi.org/10.48550/arxiv.2005.00699
https://arxiv.org/abs/2005.00699
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19
On the Robustness of Language Encoders against Grammatical Errors ...
Yin, Fan
;
Long, Quanyu
;
Meng, Tao
. - : arXiv, 2020
BASE
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20
GATE: Graph Attention Transformer Encoder for Cross-lingual Relation and Event Extraction ...
Ahmad, Wasi Uddin
;
Peng, Nanyun
;
Chang, Kai-Wei
. - : arXiv, 2020
BASE
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