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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 – 18 of 18 1 Inducing Language-Agnostic Multilingual Representations ... Zhao, Wei; Eger, Steffen; Bjerva, Johannes; Augenstein, Isabelle. - : arXiv, 2020 Abstract: Cross-lingual representations have the potential to make NLP techniques available to the vast majority of languages in the world. However, they currently require large pretraining corpora or access to typologically similar languages. In this work, we address these obstacles by removing language identity signals from multilingual embeddings. We examine three approaches for this: (i) re-aligning the vector spaces of target languages (all together) to a pivot source language; (ii) removing language-specific means and variances, which yields better discriminativeness of embeddings as a by-product; and (iii) increasing input similarity across languages by removing morphological contractions and sentence reordering. We evaluate on XNLI and reference-free MT across 19 typologically diverse languages. Our findings expose the limitations of these approaches -- unlike vector normalization, vector space re-alignment and text normalization do not achieve consistent gains across encoders and languages. Due to the ... : *SEM2021 Camera Ready ... Keyword: Computation and Language cs.CL; FOS Computer and information sciences URL: https://dx.doi.org/10.48550/arxiv.2008.09112 https://arxiv.org/abs/2008.09112 BASE Hide details 2 Zero-Shot Cross-Lingual Transfer with Meta Learning ... Nooralahzadeh, Farhad; Bekoulis, Giannis; Bjerva, Johannes. - : arXiv, 2020 BASE Show details 3 SIGTYP 2020 Shared Task: Prediction of Typological Features ... Bjerva, Johannes; Salesky, Elizabeth; Mielke, Sabrina J.. - : arXiv, 2020 BASE Show details 4 Uncovering Probabilistic Implications in Typological Knowledge Bases ... Bjerva, Johannes; Kementchedjhieva, Yova; Cotterell, Ryan. - : arXiv, 2019 BASE Show details 5 Back to the Future -- Sequential Alignment of Text Representations ... Bjerva, Johannes; Kouw, Wouter; Augenstein, Isabelle. - : arXiv, 2019 BASE Show details 6 What do Language Representations Really Represent? ... Bjerva, Johannes; Östling, Robert; Veiga, Maria Han. - : arXiv, 2019 BASE Show details 7 What Do Language Representations Really Represent? Augenstein, Isabelle; Östling, Robert; Veiga, Maria Han... In: Bjerva, Johannes; Östling, Robert; Veiga, Maria Han; Tiedemann, Jörg; Augenstein, Isabelle (2019). What Do Language Representations Really Represent? Computational Linguistics, 45(2):381-389. (2019) BASE Show details 8 Copenhagen at CoNLL--SIGMORPHON 2018: Multilingual Inflection in Context with Explicit Morphosyntactic Decoding ... Kementchedjhieva, Yova; Bjerva, Johannes; Augenstein, Isabelle. - : arXiv, 2018 BASE Show details 9 Parameter sharing between dependency parsers for related languages ... de Lhoneux, Miryam; Bjerva, Johannes; Augenstein, Isabelle. - : arXiv, 2018 BASE Show details 10 Multitask and Multilingual Modelling for Lexical Analysis ... Bjerva, Johannes. - : arXiv, 2018 BASE Show details 11 From Phonology to Syntax: Unsupervised Linguistic Typology at Different Levels with Language Embeddings ... Bjerva, Johannes; Augenstein, Isabelle. - : arXiv, 2018 BASE Show details 12 The Parallel Meaning Bank: Towards a Multilingual Corpus of Translations Annotated with Compositional Meaning Representations Abzianidze, Lasha; Bjerva, Johannes; Evang, Kilian... In: 15th Conference of the European Chapter of the Association for Computational Linguistics ; https://hal.archives-ouvertes.fr/hal-01630960 ; 15th Conference of the European Chapter of the Association for Computational Linguistics, Apr 2017, Valencia, Spain. pp.242 - 247 (2017) BASE Show details 13 Tracking Typological Traits of Uralic Languages in Distributed Language Representations ... Bjerva, Johannes; Augenstein, Isabelle. - : arXiv, 2017 BASE Show details 14 Articulation rate in Swedish child-directed speech increases as a function of the age of the child even when surprisal is controlled for ... Sjons, Johan; Hörberg, Thomas; Östling, Robert. - : arXiv, 2017 BASE Show details 15 One Model to Rule them all: Multitask and Multilingual Modelling for Lexical Analysis ... Bjerva, Johannes. - : arXiv, 2017 BASE Show details 16 The Parallel Meaning Bank: Towards a Multilingual Corpus of Translations Annotated with Compositional Meaning Representations ... Abzianidze, Lasha; Bjerva, Johannes; Evang, Kilian. - : arXiv, 2017 BASE Show details 17 Rethinking intertextuality through a word-space and social network approach – the case of Cassiodorus Bjerva, Johannes; Praet, Raf In: https://hal.archives-ouvertes.fr/hal-01279833 ; 2016 (2016) BASE Show details 18 Semantic Tagging with Deep Residual Networks ... Bjerva, Johannes; Plank, Barbara; Bos, Johan. - : arXiv, 2016 BASE Show details

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