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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 – 16 of 16 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. - : arXiv, 2021 BASE Show details 3 AfroMT: Pretraining Strategies and Reproducible Benchmarks for Translation of 8 African Languages ... Reid, Machel; Hu, Junjie; Neubig, Graham; Matsuo, Yutaka. - : arXiv, 2021 Abstract: Reproducible benchmarks are crucial in driving progress of machine translation research. However, existing machine translation benchmarks have been mostly limited to high-resource or well-represented languages. Despite an increasing interest in low-resource machine translation, there are no standardized reproducible benchmarks for many African languages, many of which are used by millions of speakers but have less digitized textual data. To tackle these challenges, we propose AfroMT, a standardized, clean, and reproducible machine translation benchmark for eight widely spoken African languages. We also develop a suite of analysis tools for system diagnosis taking into account the unique properties of these languages. Furthermore, we explore the newly considered case of low-resource focused pretraining and develop two novel data augmentation-based strategies, leveraging word-level alignment information and pseudo-monolingual data for pretraining multilingual sequence-to-sequence models. We demonstrate ... : EMNLP 2021 ... Keyword: Computation and Language cs.CL; FOS Computer and information sciences URL: https://dx.doi.org/10.48550/arxiv.2109.04715 https://arxiv.org/abs/2109.04715 BASE Hide details 4 GlobalWoZ: Globalizing MultiWoZ to Develop Multilingual Task-Oriented Dialogue Systems ... Ding, Bosheng; Hu, Junjie; Bing, Lidong. - : arXiv, 2021 BASE Show details 5 DEEP: DEnoising Entity Pre-training for Neural Machine Translation ... Hu, Junjie; Hayashi, Hiroaki; Cho, Kyunghyun. - : arXiv, 2021 BASE Show details 6 Explicit Alignment Objectives for Multilingual Bidirectional Encoders ... NAACL 2021 2021; Firat, Orhan; Hu, Junjie. - : Underline Science Inc., 2021 BASE Show details 7 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 8 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 9 Unsupervised Multimodal Neural Machine Translation with Pseudo Visual Pivoting ... Huang, Po-Yao; Hu, Junjie; Chang, Xiaojun. - : arXiv, 2020 BASE Show details 10 Explicit Alignment Objectives for Multilingual Bidirectional Encoders ... Hu, Junjie; Johnson, Melvin; Firat, Orhan. - : arXiv, 2020 BASE Show details 11 On Learning Language-Invariant Representations for Universal Machine Translation ... Zhao, Han; Hu, Junjie; Risteski, Andrej. - : arXiv, 2020 BASE Show details 12 XTREME: A Massively Multilingual Multi-task Benchmark for Evaluating Cross-lingual Generalization ... Hu, Junjie; Ruder, Sebastian; Siddhant, Aditya. - : arXiv, 2020 BASE Show details 13 Domain Adaptation of Neural Machine Translation by Lexicon Induction ... Hu, Junjie; Xia, Mengzhou; Neubig, Graham. - : arXiv, 2019 BASE Show details 14 Rapid Adaptation of Neural Machine Translation to New Languages ... Neubig, Graham; Hu, Junjie. - : arXiv, 2018 BASE Show details 15 Structural Embedding of Syntactic Trees for Machine Comprehension ... Liu, Rui; Hu, Junjie; Wei, Wei. - : arXiv, 2017 BASE Show details 16 Learning Lexical Entries for Robotic Commands using Crowdsourcing ... Hu, Junjie; Oh, Jean; Gershman, Anatole. - : arXiv, 2016 BASE Show details

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