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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. - : arXiv, 2021 BASE Show 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 Abstract: Multilingual BERT (mBERT) trained on 104 languages has shown surprisingly good cross-lingual performance on several NLP tasks, even without explicit cross-lingual signals. However, these evaluations have focused on cross-lingual transfer with high-resource languages, covering only a third of the languages covered by mBERT. We explore how mBERT performs on a much wider set of languages, focusing on the quality of representation for low-resource languages, measured by within-language performance. We consider three tasks: Named Entity Recognition (99 languages), Part-of-speech Tagging, and Dependency Parsing (54 languages each). mBERT does better than or comparable to baselines on high resource languages but does much worse for low resource languages. Furthermore, monolingual BERT models for these languages do even worse. Paired with similar languages, the performance gap between monolingual BERT and mBERT can be narrowed. We find that better models for low resource languages require more efficient pretraining ... : RepL4NLP Workshop 2020 (Best Long Paper) ... Keyword: Computation and Language cs.CL; FOS Computer and information sciences URL: https://arxiv.org/abs/2005.09093 https://dx.doi.org/10.48550/arxiv.2005.09093 BASE Hide 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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