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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 3 4 5 Hits 1 – 20 of 93 1 Multilingual Language Model Adaptive Fine-Tuning: A Study on African Languages ... Alabi, Jesujoba O.; Adelani, David Ifeoluwa; Mosbach, Marius. - : arXiv, 2022 BASE Show details 2 Preventing author profiling through zero-shot multilingual back-translation Adelani, David,; Zhang, Miaoran; Shen, Xiaoyu; Davody, Ali; Kleinbauer, Thomas; Klakow, Dietrich In: 2021 Conference on Empirical Methods in Natural Language Processing (EMNLP) ; https://hal.inria.fr/hal-03350906 ; 2021 Conference on Empirical Methods in Natural Language Processing (EMNLP), Nov 2021, Punta Cana, Dominica (2021) Abstract: International audience ; Documents as short as a single sentence may inadvertently reveal sensitive information about their authors, including e.g. their gender or ethnicity. Style transfer is an effective way of transforming texts in order to remove any information that enables author profiling. However, for a number of current state-of-theart approaches the improved privacy is accompanied by an undesirable drop in the downstream utility of the transformed data. In this paper, we propose a simple, zero-shot way to effectively lower the risk of author profiling through multilingual back-translation using off-the-shelf translation models. We compare our models with five representative text style transfer models on three datasets across different domains. Results from both an automatic and a human evaluation show that our approach achieves the best overall performance while requiring no training data. We are able to lower the adversarial prediction of gender and race by up to 22% while retaining 95% of the original utility on downstream tasks. Keyword: [INFO.INFO-CL]Computer Science [cs]/Computation and Language [cs.CL] URL: https://hal.inria.fr/hal-03350906/document https://hal.inria.fr/hal-03350906 https://hal.inria.fr/hal-03350906/file/adelani_EMNLP2021.pdf BASE Hide details 3 On the effect of normalization layers on Differentially Private training of deep Neural networks Davody, Ali; Adelani, David Ifeoluwa; Kleinbauer, Thomas... In: https://hal.inria.fr/hal-03475600 ; 2021 (2021) BASE Show details 4 Adapting Language Models When Training on Privacy-Transformed Data Turan, Mehmet Ali Tugtekin; Klakow, Dietrich; Vincent, Emmanuel... In: INTERSPEECH 2021 ; https://hal.inria.fr/hal-03189354 ; 2021 (2021) BASE Show details 5 Do Acoustic Word Embeddings Capture Phonological Similarity? An Empirical Study ... Abdullah, Badr M.; Mosbach, Marius; Zaitova, Iuliia. - : arXiv, 2021 BASE Show details 6 ANEA: Distant Supervision for Low-Resource Named Entity Recognition ... Hedderich, Michael A.; Lange, Lukas; Klakow, Dietrich. - : arXiv, 2021 BASE Show details 7 Emoji-Based Transfer Learning for Sentiment Tasks ... Boy, Susann; Ruiter, Dana; Klakow, Dietrich. - : arXiv, 2021 BASE Show details 8 Integrating Unsupervised Data Generation into Self-Supervised Neural Machine Translation for Low-Resource Languages ... Ruiter, Dana; Klakow, Dietrich; van Genabith, Josef. - : arXiv, 2021 BASE Show details 9 Preventing Author Profiling through Zero-Shot Multilingual Back-Translation ... Adelani, David Ifeoluwa; Zhang, Miaoran; Shen, Xiaoyu. - : arXiv, 2021 BASE Show details 10 Modeling Profanity and Hate Speech in Social Media with Semantic Subspaces ... 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; Hahn, Vanessa; Klakow, Dietrich. - : Underline Science Inc., 2021 BASE Show details 11 Exploring the Potential of Lexical Paraphrases for Mitigating Noise-Induced Comprehension Errors ... Chingacham, Anupama; Demberg, Vera; Klakow, Dietrich. - : arXiv, 2021 BASE Show details 12 On the Correlation of Context-Aware Language Models With the Intelligibility of Polish Target Words to Czech Readers Jágrová, Klára; Hedderich, Michael; Mosbach, Marius... In: Front Psychol (2021) BASE Show details 13 Transfer learning and distant supervision for multilingual Transformer models: A study on African languages Hedderich, Michael,; Adelani, David,; Zhu, Dawei... In: 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP) ; https://hal.inria.fr/hal-03350901 ; 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP), Nov 2020, Punta Cana, Dominica (2020) BASE Show details 14 Distant supervision and noisy label learning for low resource named entity recognition: A study on Hausa and Yorùbá Adelani, David Ifeoluwa; Hedderich, Michael,; Zhu, Dawei... In: ICLR Workshops (AfricaNLP & PML4DC 2020) ; https://hal.archives-ouvertes.fr/hal-03359111 ; ICLR Workshops (AfricaNLP & PML4DC 2020), Apr 2020, Addis Ababa, Ethiopia (2020) BASE Show details 15 Transfer Learning and Distant Supervision for Multilingual Transformer Models: A Study on African Languages ... Hedderich, Michael A.; Adelani, David; Zhu, Dawei. - : arXiv, 2020 BASE Show details 16 Rediscovering the Slavic Continuum in Representations Emerging from Neural Models of Spoken Language Identification ... Abdullah, Badr M.; Kudera, Jacek; Avgustinova, Tania. - : arXiv, 2020 BASE Show details 17 On the Interplay Between Fine-tuning and Sentence-level Probing for Linguistic Knowledge in Pre-trained Transformers ... Mosbach, Marius; Khokhlova, Anna; Hedderich, Michael A.. - : arXiv, 2020 BASE Show details 18 A Closer Look at Linguistic Knowledge in Masked Language Models: The Case of Relative Clauses in American English ... Mosbach, Marius; Degaetano-Ortlieb, Stefania; Krielke, Marie-Pauline. - : arXiv, 2020 BASE Show details 19 A Closer Look at Linguistic Knowledge in Masked Language Models: The Case of Relative Clauses in American English ... The 28th International Conference on Computational Linguistics 2020; Abdullah, Badr; Degaetano-Ortlieb, Stefania. - : Underline Science Inc., 2020 BASE Show details 20 The Role of Predicates in Opinion Holder Extraction Wiegand, Michael [Verfasser]; Klakow, Dietrich [Verfasser]. - Mannheim : Institut für Deutsche Sprache, Bibliothek, 2019 DNB Subject Category Language Show details Page: 1 2 3 4 5

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