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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 – 7 of 7 1 Substructure Substitution: Structured Data Augmentation for NLP ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Gimpel, Kevin; Livescu, Karen. - : Underline Science Inc., 2021 BASE Show details 2 Bilingual Lexicon Induction via Unsupervised Bitext Construction and Word Alignment ... Shi, Haoyue; Zettlemoyer, Luke; Wang, Sida I.. - : arXiv, 2021 Abstract: Bilingual lexicons map words in one language to their translations in another, and are typically induced by learning linear projections to align monolingual word embedding spaces. In this paper, we show it is possible to produce much higher quality lexicons with methods that combine (1) unsupervised bitext mining and (2) unsupervised word alignment. Directly applying a pipeline that uses recent algorithms for both subproblems significantly improves induced lexicon quality and further gains are possible by learning to filter the resulting lexical entries, with both unsupervised and semi-supervised schemes. Our final model outperforms the state of the art on the BUCC 2020 shared task by 14 $F_1$ points averaged over 12 language pairs, while also providing a more interpretable approach that allows for rich reasoning of word meaning in context. Further analysis of our output and the standard reference lexicons suggests they are of comparable quality, and new benchmarks may be needed to measure further progress ... : ACL-IJCNLP 2021 camera-ready version, with full supplementary material ... Keyword: Computation and Language cs.CL; FOS Computer and information sciences URL: https://dx.doi.org/10.48550/arxiv.2101.00148 https://arxiv.org/abs/2101.00148 BASE Hide details 3 Bilingual Lexicon Induction via Unsupervised Bitext Construction and Word Alignment ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Shi, Haoyue Freda; Wang, Sida. - : Underline Science Inc., 2021 BASE Show details 4 Deep Clustering of Text Representations for Supervision-free Probing of Syntax ... Gupta, Vikram; Shi, Haoyue; Gimpel, Kevin. - : arXiv, 2020 BASE Show details 5 Understanding and Improving Multi-Sense Word Embeddings via Extended Robust Principal Component Analysis ... Shi, Haoyue; Sun, Yuqi; Hu, Junfeng. - : arXiv, 2018 BASE Show details 6 Learning Visually-Grounded Semantics from Contrastive Adversarial Samples ... Shi, Haoyue; Mao, Jiayuan; Xiao, Tete. - : arXiv, 2018 BASE Show details 7 Real Multi-Sense or Pseudo Multi-Sense: An Approach to Improve Word Representation ... Shi, Haoyue; Li, Caihua; Hu, Junfeng. - : arXiv, 2017 BASE Show details

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