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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 – 6 of 6 1 Multi-Adversarial Learning for Cross-Lingual Word Embeddings ... NAACL 2021 2021; Henderson, James; Merlo, Paola; Wang, Haozhou. - : Underline Science Inc., 2021 Abstract: Read the paper on the folowing link: https://www.aclweb.org/anthology/2021.naacl-main.39/ Abstract: Generative adversarial networks (GANs) have succeeded in inducing cross-lingual word embeddings -maps of matching words across languages- without supervision. Despite these successes, GANs' performance for the difficult case of distant languages is still not satisfactory. These limitations have been explained by GANs' incorrect assumption that source and target embedding spaces are related by a single linear mapping and are approximately isomorphic. We assume instead that, especially across distant languages, the mapping is only piece-wise linear, and propose a multi-adversarial learning method. This novel method induces the seed cross-lingual dictionary through multiple mappings, each induced to fit the mapping for one subspace. Our experiments on unsupervised bilingual lexicon induction and cross-lingual document classification show that this method improves performance over previous single-mapping methods, ... Keyword: Artificial Intelligence; Computer Science and Engineering; Intelligent System; Natural Language Processing URL: https://underline.io/lecture/19831-multi-adversarial-learning-for-cross-lingual-word-embeddings https://dx.doi.org/10.48448/0zm8-zc95 BASE Hide details 2 Multi-Adversarial Learning for Cross-Lingual Word Embeddings ... Wang, Haozhou; Henderson, James; Merlo, Paola. - : arXiv, 2020 BASE Show details 3 Weakly-Supervised Concept-based Adversarial Learning for Cross-lingual Word Embeddings Merlo, Paola; Henderson, James; Wang, Haozhou In: http://infoscience.epfl.ch/record/275419 (2020) BASE Show details 4 Weakly-Supervised Concept-based Adversarial Learning for Cross-lingual Word Embeddings ... Wang, Haozhou; Henderson, James; Merlo, Paola. - : arXiv, 2019 BASE Show details 5 CoNLL 2017 Shared Task System Outputs Zeman, Daniel; Potthast, Martin; Straka, Milan. - : Charles University, Faculty of Mathematics and Physics, Institute of Formal and Applied Linguistics (UFAL), 2017 BASE Show details 6 CLCL (Geneva) DINN Parser : a Neural Network Dependency Parser Ten Years Later Moor, Christophe; Merlo, Paola; Henderson, James... In: Proceedings of the CoNLL 2017 Shared Task : Multilingual Parsing from Raw Text to Universal Dependencies P. 228–236 (2017) BASE Show details

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