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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. - : Underline Science Inc., 2021 BASE Show 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; Gupta, Rahul; Krishna, Satyapriya; Pruksachatkun, Yada. - : Underline Science Inc., 2021 Abstract: Read paper: https://www.aclanthology.org/2021.findings-acl.294 Abstract: Existing bias mitigation methods to reduce disparities in model outcomes across cohorts have focused on data augmentation, debiasing model embeddings, or adding fairness-based optimization objectives during training. Separately, certified word substitution robustness methods have been developed to decrease the impact of spurious features and synonym substitutions on model predictions. While their end goals are different, they both aim to encourage models to make the same prediction for certain changes in the input. In this paper, we investigate the utility of certified word substitution robustness methods to improve equality of odds and equality of opportunity on multiple text classification tasks. We observe that certified robustness methods improve fairness, and using both robustness and bias mitigation methods in training results in an improvement in both fronts. ... URL: https://underline.io/lecture/26385-does-robustness-improve-fairnessquestion-approaching-fairness-with-word-substitution-robustness-methods-for-text-classification https://dx.doi.org/10.48448/mnwq-2y60 BASE Hide 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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