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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
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2
Cross-lingual Representation Learning for Natural Language Processing
Ahmad, Wasi Uddin
. - : eScholarship, University of California, 2021
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3
Ethical-Advice Taker: Do Language Models Understand Natural Language Interventions? ...
Zhao, Jieyu
;
Khashabi, Daniel
;
Khot, Tushar
. - : arXiv, 2021
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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
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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
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6
Socially Aware Bias Measurements for Hindi Language Representations ...
Malik, Vijit
;
Dev, Sunipa
;
Nishi, Akihiro
. - : arXiv, 2021
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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
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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
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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
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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
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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
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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
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14
Syntax-augmented Multilingual BERT for Cross-lingual Transfer ...
Ahmad, Wasi Uddin
;
Li, Haoran
;
Chang, Kai-Wei
. - : arXiv, 2021
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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
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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
. - : arXiv, 2020
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19
On the Robustness of Language Encoders against Grammatical Errors ...
Yin, Fan
;
Long, Quanyu
;
Meng, Tao
. - : arXiv, 2020
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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
Abstract:
Recent progress in cross-lingual relation and event extraction use graph convolutional networks (GCNs) with universal dependency parses to learn language-agnostic sentence representations such that models trained on one language can be applied to other languages. However, GCNs struggle to model words with long-range dependencies or are not directly connected in the dependency tree. To address these challenges, we propose to utilize the self-attention mechanism where we explicitly fuse structural information to learn the dependencies between words with different syntactic distances. We introduce GATE, a {\bf G}raph {\bf A}ttention {\bf T}ransformer {\bf E}ncoder, and test its cross-lingual transferability on relation and event extraction tasks. We perform experiments on the ACE05 dataset that includes three typologically different languages: English, Chinese, and Arabic. The evaluation results show that GATE outperforms three recently proposed methods by a large margin. Our detailed analysis reveals that due ... : AAAI 2021 ...
Keyword:
Computation and Language cs.CL
;
FOS Computer and information sciences
URL:
https://dx.doi.org/10.48550/arxiv.2010.03009
https://arxiv.org/abs/2010.03009
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