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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 – 8 of 8 1 PPT: Parsimonious Parser Transfer for Unsupervised Cross-Lingual Adaptation ... Kurniawan, Kemal; Frermann, Lea; Schulz, Philip. - : arXiv, 2021 BASE Show details 2 Fairness-aware Class Imbalanced Learning ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Baldwin, Timothy; Cohn, Trevor. - : Underline Science Inc., 2021 BASE Show details 3 As Easy as 1, 2, 3: Behavioural Testing of NMT Systems for Numerical Translation ... 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; Cohn, Trevor; El-Kishky, Ahmed; Guzman, Francisco; Rubinstein, Benjamin; Wang, Jun; Xu, Chang. - : Underline Science Inc., 2021 Abstract: Read paper: https://www.aclanthology.org/2021.findings-acl.415 Abstract: Mistranslated numbers have the potential to cause serious effects, such as financial loss or medical misinformation. In this work, we develop comprehensive assessments of the robustness of neural machine translation systems to numerical text via behavioural testing. We explore a variety of numerical translation capabilities a system is expected to exhibit and design effective test examples to expose system underperformance. We find that numerical mistranslation is a general issue: major commercial systems and state-of-the-art research models fail on many of our test examples, for high- and low-resource languages. Our tests reveal novel errors that have not previously been reported in NMT systems, to the best of our knowledge. Lastly, we discuss strategies to mitigate numerical mistranslation. ... Keyword: Computational Linguistics; Condensed Matter Physics; Deep Learning; Electromagnetism; FOS Physical sciences; Neural Network; Semantics URL: https://underline.io/lecture/26506-as-easy-as-1,-2,-3-behavioural-testing-of-nmt-systems-for-numerical-translation https://dx.doi.org/10.48448/n4dc-5176 BASE Hide details 4 Putting words into the system's mouth: A targeted attack on neural machine translation using monolingual data poisoning ... 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; Cohn, Trevor; El-Kishky, Ahmed. - : Underline Science Inc., 2021 BASE Show details 5 It Is Not As Good As You Think! Evaluating Simultaneous Machine Translation on Interpretation Data ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; ., Gholamreza; Arthur, Philip. - : Underline Science Inc., 2021 BASE Show details 6 Generating Diverse Descriptions from Semantic Graphs ... Han, Jiuzhou; Beck, Daniel; Cohn, Trevor. - : arXiv, 2021 BASE Show details 7 Balancing out Bias: Achieving Fairness Through Training Reweighting ... Han, Xudong; Baldwin, Timothy; Cohn, Trevor. - : arXiv, 2021 BASE Show details 8 ChEMU 2020: Natural Language Processing Methods Are Effective for Information Extraction From Chemical Patents He, Jiayuan; Nguyen, Dat Quoc; Akhondi, Saber A.... In: Front Res Metr Anal (2021) BASE Show details

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