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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 – 15 of 15 1 Towards the Next 1000 Languages in Multilingual Machine Translation: Exploring the Synergy Between Supervised and Self-Supervised Learning ... Siddhant, Aditya; Bapna, Ankur; Firat, Orhan. - : arXiv, 2022 BASE Show details 2 Using natural language prompts for machine translation ... Garcia, Xavier; Firat, Orhan. - : arXiv, 2022 BASE Show details 3 Examining Scaling and Transfer of Language Model Architectures for Machine Translation ... Zhang, Biao; Ghorbani, Behrooz; Bapna, Ankur; Cheng, Yong; Garcia, Xavier; Shen, Jonathan; Firat, Orhan. - : arXiv, 2022 Abstract: Natural language understanding and generation models follow one of the two dominant architectural paradigms: language models (LMs) that process concatenated sequences in a single stack of layers, and encoder-decoder models (EncDec) that utilize separate layer stacks for input and output processing. In machine translation, EncDec has long been the favoured approach, but with few studies investigating the performance of LMs. In this work, we thoroughly examine the role of several architectural design choices on the performance of LMs on bilingual, (massively) multilingual and zero-shot translation tasks, under systematic variations of data conditions and model sizes. Our results show that: (i) Different LMs have different scaling properties, where architectural differences often have a significant impact on model performance at small scales, but the performance gap narrows as the number of parameters increases, (ii) Several design choices, including causal masking and language-modeling objectives for the ... Keyword: Computation and Language cs.CL; FOS Computer and information sciences; Machine Learning cs.LG URL: https://arxiv.org/abs/2202.00528 https://dx.doi.org/10.48550/arxiv.2202.00528 BASE Hide details 4 Towards Universality in Multilingual Text Rewriting ... Garcia, Xavier; Constant, Noah; Guo, Mandy. - : arXiv, 2021 BASE Show details 5 Few-shot Controllable Style Transfer for Low-Resource Multilingual Settings ... Krishna, Kalpesh; Nathani, Deepak; Garcia, Xavier. - : arXiv, 2021 BASE Show details 6 Towards Continual Learning for Multilingual Machine Translation via Vocabulary Substitution ... Garcia, Xavier; Constant, Noah; Parikh, Ankur P.. - : arXiv, 2021 BASE Show details 7 Towards Continual Learning for Multilingual Machine Translation via Vocabulary Substitution ... NAACL 2021 2021; Constant, Noah; Firat, Orhan. - : Underline Science Inc., 2021 BASE Show details 8 Harnessing Multilinguality in Unsupervised Machine Translation for Rare Languages ... NAACL 2021 2021; Firat, Orhan; Garcia, Xavier. - : Underline Science Inc., 2021 BASE Show details 9 Harnessing Multilinguality in Unsupervised Machine Translation for Rare Languages ... Garcia, Xavier; Siddhant, Aditya; Firat, Orhan. - : arXiv, 2020 BASE Show details 10 A Multilingual View of Unsupervised Machine Translation ... Garcia, Xavier; Foret, Pierre; Sellam, Thibault. - : arXiv, 2020 BASE Show details 11 Holiday or vacation? The processing of variation in vocabulary across dialects Martin, Clara D.; García, Xavier, 1967-; Potter, Douglas. - : Taylor & Francis (Routledge) BASE Show details 12 World knowledge integration during second language comprehension Martin, Clara D.; Garcia, Xavier; Breton, Audrey. - : Taylor & Francis BASE Show details 13 World knowledge integration during second language comprehension Martin, Clara D.; García, Xavier, 1967-; Breton, Audrey. - : Taylor & Francis (Routledge) BASE Show details 14 World knowledge and novel information integration during L2 speech comprehension Romero Rivas, Carlos, 1986-; Corey, Joanna Darrow, 1986-; García, Xavier, 1967-. - : Cambridge University Press BASE Show details 15 Does the speaker matter? Online processing of semantic and pragmatic information in L2 speech comprehension Foucart, Alice; García, Xavier, 1967-; Ayguasanosa, Meritxell. - : Elsevier BASE Show details

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