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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 – 19 of 19 1 Everything Is All It Takes: A Multipronged Strategy for Zero-Shot Cross-Lingual Information Extraction ... Yarmohammadi, Mahsa; Wu, Shijie; Marone, Marc; Xu, Haoran; Ebner, Seth; Qin, Guanghui; Chen, Yunmo; Guo, Jialiang; Harman, Craig; Murray, Kenton; White, Aaron Steven; Dredze, Mark; Van Durme, Benjamin. - : arXiv, 2021 Abstract: Zero-shot cross-lingual information extraction (IE) describes the construction of an IE model for some target language, given existing annotations exclusively in some other language, typically English. While the advance of pretrained multilingual encoders suggests an easy optimism of "train on English, run on any language", we find through a thorough exploration and extension of techniques that a combination of approaches, both new and old, leads to better performance than any one cross-lingual strategy in particular. We explore techniques including data projection and self-training, and how different pretrained encoders impact them. We use English-to-Arabic IE as our initial example, demonstrating strong performance in this setting for event extraction, named entity recognition, part-of-speech tagging, and dependency parsing. We then apply data projection and self-training to three tasks across eight target languages. Because no single set of techniques performs the best across all tasks, we encourage ... : EMNLP 2021 ... Keyword: Computation and Language cs.CL; FOS Computer and information sciences URL: https://dx.doi.org/10.48550/arxiv.2109.06798 https://arxiv.org/abs/2109.06798 BASE Hide details 2 Fine-tuning Encoders for Improved Monolingual and Zero-shot Polylingual Neural Topic Modeling ... Mueller, Aaron; Dredze, Mark. - : arXiv, 2021 BASE Show details 3 Improving Zero-Shot Multi-Lingual Entity Linking ... Schumacher, Elliot; Mayfield, James; Dredze, Mark. - : arXiv, 2021 BASE Show details 4 Cross-Lingual Transfer in Zero-Shot Cross-Language Entity Linking ... 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; Dredze, Mark; Mayfield, James. - : Underline Science Inc., 2021 BASE Show details 5 Fine-tuning Encoders for Improved Monolingual and Zero-shot Polylingual Neural Topic Modeling ... NAACL 2021 2021; Dredze, Mark; Mueller, Aaron. - : Underline Science Inc., 2021 BASE Show details 6 Do Explicit Alignments Robustly Improve Multilingual Encoders? ... Wu, Shijie; Dredze, Mark. - : arXiv, 2020 BASE Show details 7 Sources of Transfer in Multilingual Named Entity Recognition ... Mueller, David; Andrews, Nicholas; Dredze, Mark. - : arXiv, 2020 BASE Show details 8 Cross-Lingual Transfer in Zero-Shot Cross-Language Entity Linking ... Schumacher, Elliot; Mayfield, James; Dredze, Mark. - : arXiv, 2020 BASE Show details 9 Are All Languages Created Equal in Multilingual BERT? ... Wu, Shijie; Dredze, Mark. - : arXiv, 2020 BASE Show details 10 Learning unsupervised contextual representations for medical synonym discovery Schumacher, Elliot; Dredze, Mark. - : Oxford University Press, 2019 BASE Show details 11 Feature Generation for Robust Semantic Role Labeling ... Wolfe, Travis; Dredze, Mark; Van Durme, Benjamin. - : arXiv, 2017 BASE Show details 12 Improving Named Entity Recognition for Chinese Social Media with Word Segmentation Representation Learning ... Peng, Nanyun; Dredze, Mark. - : arXiv, 2016 BASE Show details 13 Embedding Lexical Features via Low-Rank Tensors ... Yu, Mo; Dredze, Mark; Arora, Raman. - : arXiv, 2016 BASE Show details 14 Improved Relation Extraction with Feature-Rich Compositional Embedding Models ... Gormley, Matthew R.; Yu, Mo; Dredze, Mark. - : arXiv, 2015 BASE Show details 15 Entity Disambiguation for Knowledge Base Population ... Dredze, Mark; McNamee, Paul; Rao, Delip. - : My University, 2010 BASE Show details 16 Annotating named entities in Twitter data with crowdsourcing ... Finin, Tim; Murnane, Will; Karandikar, Anand. - : Association for Computational Linguistics, 2010 BASE Show details 17 Reading the Markets: Forecasting Public Opinion of Political Candidates by News Analysis Lerman, Kevin; Gilder, Ari; Dredze, Mark. - 2008 BASE Show details 18 Reading the Markets: Forecasting Public Opinion of Political Candidates by News Analysis ... Lerman, Kevin; Gilder, Ari; Dredze, Mark. - : Columbia University, 2008 BASE Show details 19 Further Results and Analysis of Icelandic Part of Speech Tagging Dredze, Mark; Wallenberg, Joel In: Technical Reports (CIS) (2008) BASE Show details

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