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All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Page: 1 2 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 Show details 2 Cross-lingual Representation Learning for Natural Language Processing Ahmad, Wasi Uddin. - : eScholarship, University of California, 2021 BASE Show details 3 Ethical-Advice Taker: Do Language Models Understand Natural Language Interventions? ... Zhao, Jieyu; Khashabi, Daniel; Khot, Tushar. - : arXiv, 2021 BASE Show details 4 Improving Zero-Shot Cross-Lingual Transfer Learning via Robust Training ... Huang, Kuan-Hao; Ahmad, Wasi Uddin; Peng, Nanyun. - : arXiv, 2021 BASE Show details 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 Show details 6 Socially Aware Bias Measurements for Hindi Language Representations ... Malik, Vijit; Dev, Sunipa; Nishi, Akihiro. - : arXiv, 2021 BASE Show details 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; Li, Zongyi; Li, Linyang; Xu, Jianhan; Zeng, Jiehang; Zhang, Qi; Zheng, Xiaoqing. - : Underline Science Inc., 2021 Abstract: Anthology paper link: https://aclanthology.org/2021.emnlp-main.251/ Abstract: Recent studies have shown that deep neural network-based models are vulnerable to intentionally crafted adversarial examples, and various methods have been proposed to defend against adversarial word-substitution attacks for neural NLP models. However, there is a lack of systematic study on comparing different defense approaches under the same attacking setting. In this paper, we seek to fill the gap through comprehensive studies on the behavior of neural text classifiers trained with various defense methods against representative adversarial attacks. In addition, we propose an effective method to further improve the robustness of neural text classifiers against such attacks, and achieved the highest accuracy on both clean and adversarial examples on AGNEWS and IMDB datasets, outperforming existing methods by a significant margin. We hope this study could provide useful clues for future research on text adversarial defense. Codes ... Keyword: Computational Linguistics; Machine Learning; Machine Learning and Data Mining; Natural Language Processing; Neural Network URL: https://dx.doi.org/10.48448/tmch-e809 https://underline.io/lecture/38025-searching-for-an-effective-defender-benchmarking-defense-against-adversarial-word-substitution BASE Hide details 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 Show details 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 Show details 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 Show details 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 Show details 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 Show details 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 Show details 14 Syntax-augmented Multilingual BERT for Cross-lingual Transfer ... Ahmad, Wasi Uddin; Li, Haoran; Chang, Kai-Wei. - : arXiv, 2021 BASE Show details 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 Show details 16 BOLD: Dataset and Metrics for Measuring Biases in Open-Ended Language Generation ... Dhamala, Jwala; Sun, Tony; Kumar, Varun. - : arXiv, 2021 BASE Show details 17 "The Boating Store Had Its Best Sail Ever": Pronunciation-attentive Contextualized Pun Recognition ... Zhou, Yichao; Jiang, Jyun-Yu; Zhao, Jieyu. - : arXiv, 2020 BASE Show details 18 Gender Bias in Multilingual Embeddings and Cross-Lingual Transfer ... Zhao, Jieyu; Mukherjee, Subhabrata; Hosseini, Saghar. - : arXiv, 2020 BASE Show details 19 On the Robustness of Language Encoders against Grammatical Errors ... Yin, Fan; Long, Quanyu; Meng, Tao. - : arXiv, 2020 BASE Show details 20 GATE: Graph Attention Transformer Encoder for Cross-lingual Relation and Event Extraction ... Ahmad, Wasi Uddin; Peng, Nanyun; Chang, Kai-Wei. - : arXiv, 2020 BASE Show details Page: 1 2

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