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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
. - : arXiv, 2020
BASE
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19
On the Robustness of Language Encoders against Grammatical Errors ...
Yin, Fan
;
Long, Quanyu
;
Meng, Tao
;
Chang, Kai-Wei
. - : arXiv, 2020
Abstract:
We conduct a thorough study to diagnose the behaviors of pre-trained language encoders (ELMo, BERT, and RoBERTa) when confronted with natural grammatical errors. Specifically, we collect real grammatical errors from non-native speakers and conduct adversarial attacks to simulate these errors on clean text data. We use this approach to facilitate debugging models on downstream applications. Results confirm that the performance of all tested models is affected but the degree of impact varies. To interpret model behaviors, we further design a linguistic acceptability task to reveal their abilities in identifying ungrammatical sentences and the position of errors. We find that fixed contextual encoders with a simple classifier trained on the prediction of sentence correctness are able to locate error positions. We also design a cloze test for BERT and discover that BERT captures the interaction between errors and specific tokens in context. Our results shed light on understanding the robustness and behaviors of ... : ACL 2020 ...
Keyword:
Computation and Language cs.CL
;
FOS Computer and information sciences
URL:
https://dx.doi.org/10.48550/arxiv.2005.05683
https://arxiv.org/abs/2005.05683
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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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