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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 – 11 of 11 1 Multilingual Multimodal Pre-training for Zero-Shot Cross-Lingual Transfer of Vision-Language Models ... Huang, Po-Yao; Patrick, Mandela; Hu, Junjie. - : arXiv, 2021 BASE Show details 2 XTREME-R: Towards More Challenging and Nuanced Multilingual Evaluation ... Ruder, Sebastian; Constant, Noah; Botha, Jan; Siddhant, Aditya; Firat, Orhan; Fu, Jinlan; Liu, Pengfei; Hu, Junjie; Garrette, Dan; Neubig, Graham; Johnson, Melvin. - : arXiv, 2021 Abstract: Machine learning has brought striking advances in multilingual natural language processing capabilities over the past year. For example, the latest techniques have improved the state-of-the-art performance on the XTREME multilingual benchmark by more than 13 points. While a sizeable gap to human-level performance remains, improvements have been easier to achieve in some tasks than in others. This paper analyzes the current state of cross-lingual transfer learning and summarizes some lessons learned. In order to catalyze meaningful progress, we extend XTREME to XTREME-R, which consists of an improved set of ten natural language understanding tasks, including challenging language-agnostic retrieval tasks, and covers 50 typologically diverse languages. In addition, we provide a massively multilingual diagnostic suite (MultiCheckList) and fine-grained multi-dataset evaluation capabilities through an interactive public leaderboard to gain a better understanding of such models. The leaderboard and code for ... : EMNLP 2021 camera-ready ... Keyword: Artificial Intelligence cs.AI; Computation and Language cs.CL; FOS Computer and information sciences URL: https://arxiv.org/abs/2104.07412 https://dx.doi.org/10.48550/arxiv.2104.07412 BASE Hide details 3 AfroMT: Pretraining Strategies and Reproducible Benchmarks for Translation of 8 African Languages ... Reid, Machel; Hu, Junjie; Neubig, Graham. - : arXiv, 2021 BASE Show details 4 DEEP: DEnoising Entity Pre-training for Neural Machine Translation ... Hu, Junjie; Hayashi, Hiroaki; Cho, Kyunghyun. - : arXiv, 2021 BASE Show details 5 Explicit Alignment Objectives for Multilingual Bidirectional Encoders ... NAACL 2021 2021; Firat, Orhan; Hu, Junjie. - : Underline Science Inc., 2021 BASE Show details 6 Multilingual Multimodal Pre-training for Zero-Shot Cross-Lingual Transfer of Vision-Language Models ... NAACL 2021 2021; Hauptmann, Alexander; Hu, Junjie. - : Underline Science Inc., 2021 BASE Show details 7 Phrase-level Active Learning for Neural Machine Translation ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Hu, Junjie; Neubig, Graham. - : Underline Science Inc., 2021 BASE Show details 8 Explicit Alignment Objectives for Multilingual Bidirectional Encoders ... Hu, Junjie; Johnson, Melvin; Firat, Orhan. - : arXiv, 2020 BASE Show details 9 XTREME: A Massively Multilingual Multi-task Benchmark for Evaluating Cross-lingual Generalization ... Hu, Junjie; Ruder, Sebastian; Siddhant, Aditya. - : arXiv, 2020 BASE Show details 10 Domain Adaptation of Neural Machine Translation by Lexicon Induction ... Hu, Junjie; Xia, Mengzhou; Neubig, Graham. - : arXiv, 2019 BASE Show details 11 Rapid Adaptation of Neural Machine Translation to New Languages ... Neubig, Graham; Hu, Junjie. - : arXiv, 2018 BASE Show details

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