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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
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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
;
Sabharwal, Ashish
;
Chang, Kai-Wei
. - : arXiv, 2021
Abstract:
Is it possible to use natural language to intervene in a model's behavior and alter its prediction in a desired way? We investigate the effectiveness of natural language interventions for reading-comprehension systems, studying this in the context of social stereotypes. Specifically, we propose a new language understanding task, Linguistic Ethical Interventions (LEI), where the goal is to amend a question-answering (QA) model's unethical behavior by communicating context-specific principles of ethics and equity to it. To this end, we build upon recent methods for quantifying a system's social stereotypes, augmenting them with different kinds of ethical interventions and the desired model behavior under such interventions. Our zero-shot evaluation finds that even today's powerful neural language models are extremely poor ethical-advice takers, that is, they respond surprisingly little to ethical interventions even though these interventions are stated as simple sentences. Few-shot learning improves model ... : 9 pages, Findings of ACL-IJCNLP 2021 ...
Keyword:
Artificial Intelligence cs.AI
;
Computation and Language cs.CL
;
FOS Computer and information sciences
;
Machine Learning cs.LG
URL:
https://arxiv.org/abs/2106.01465
https://dx.doi.org/10.48550/arxiv.2106.01465
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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
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
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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
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
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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
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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
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