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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 Hits 1 – 18 of 18 1 Fairness-aware Class Imbalanced Learning ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Baldwin, Timothy; Cohn, Trevor; Frermann, Lea; Rahimi, Afshin; Subramanian, Shivashankar. - : Underline Science Inc., 2021 Abstract: Anthology paper link: https://aclanthology.org/2021.emnlp-main.155/ Abstract: Class imbalance is a common challenge in many NLP tasks, and has clear connections to bias, in that bias in training data often leads to higher accuracy for majority groups at the expense of minority groups. However there has traditionally been a disconnect between research on class-imbalanced learning and mitigating bias, and only recently have the two been looked at through a common lens. In this work we evaluate long-tail learning methods for tweet sentiment and occupation classification, and extend a margin-loss based approach with methods to enforce fairness. We empirically show through controlled experiments that the proposed approaches help mitigate both class imbalance and demographic biases. ... Keyword: Computational Linguistics; Ethics; Machine Learning; Machine Learning and Data Mining; Natural Language Processing URL: https://underline.io/lecture/37636-fairness-aware-class-imbalanced-learning https://dx.doi.org/10.48448/te9s-pa19 BASE Hide details 2 Balancing out Bias: Achieving Fairness Through Training Reweighting ... Han, Xudong; Baldwin, Timothy; Cohn, Trevor. - : arXiv, 2021 BASE Show details 3 ChEMU 2020: Natural Language Processing Methods Are Effective for Information Extraction From Chemical Patents He, Jiayuan; Nguyen, Dat Quoc; Akhondi, Saber A.... In: Front Res Metr Anal (2021) BASE Show details 4 Contextualization of Morphological Inflection ... Vylomova, Ekaterina; Cotterell, Ryan; Baldwin, Timothy. - : arXiv, 2019 BASE Show details 5 Target Based Speech Act Classification in Political Campaign Text ... Subramanian, Shivashankar; Cohn, Trevor; Baldwin, Timothy. - : arXiv, 2019 BASE Show details 6 Twitter geolocation using knowledge-based methods Miyazaki, Taro; Rahimi, Afshin; Cohn, Trevor. - : Association for Computational Linguistics, 2018 BASE Show details 7 Semi-supervised User Geolocation via Graph Convolutional Networks Rahimi, Afshin; Cohn, Trevor; Baldwin, Timothy. - : Association for Computational Linguistics -ACL, 2018 BASE Show details 8 A Neural Model for User Geolocation and Lexical Dialectology ... Rahimi, Afshin; Cohn, Trevor; Baldwin, Timothy. - : arXiv, 2017 BASE Show details 9 Continuous Representation of Location for Geolocation and Lexical Dialectology using Mixture Density Networks ... Rahimi, Afshin; Baldwin, Timothy; Cohn, Trevor. - : arXiv, 2017 BASE Show details 10 Topically Driven Neural Language Model ... Lau, Jey Han; Baldwin, Timothy; Cohn, Trevor. - : arXiv, 2017 BASE Show details 11 Context-Aware Prediction of Derivational Word-forms ... Vylomova, Ekaterina; Cotterell, Ryan; Baldwin, Timothy. - : arXiv, 2017 BASE Show details 12 A neural model for user geolocation and lexical dialectology Rahimi, Afshin; Cohn, Trevor; Baldwin, Timothy. - : Association for Computational Linguistics -ACL, 2017 BASE Show details 13 Continuous representation of location for geolocation and lexical dialectology using mixture density networks Rahimi, Afshin; Baldwin, Timothy; Cohn, Trevor. - : Association for Computational Linguistics, 2017 BASE Show details 14 Pigeo: A Python geotagging tool Rahimi, Afshin; Cohn, Trevor; Baldwin, Timothy. - : Association for Computational Linguistics (ACL), 2016 BASE Show details 15 Twitter User Geolocation Using a Unified Text and Network Prediction Model ... Rahimi, Afshin; Cohn, Trevor; Baldwin, Timothy. - : arXiv, 2015 BASE Show details 16 Take and Took, Gaggle and Goose, Book and Read: Evaluating the Utility of Vector Differences for Lexical Relation Learning ... Vylomova, Ekaterina; Rimell, Laura; Cohn, Trevor. - : arXiv, 2015 BASE Show details 17 Twitter user geolocation using a unified text and network prediction model Rahimi, Afshin; Cohn, Trevor; Baldwin, Timothy. - : Association for Computational Linguistics (ACL), 2015 BASE Show details 18 Exploiting text and network context for geolocation of social media users Rahimi, Afshin; Vu, Duy; Cohn, Trevor. - : Association for Computational Linguistics (ACL), 2015 BASE Show details

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