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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 – 12 of 12 1 Building Robust Spoken Language Understanding by Cross Attention between Phoneme Sequence and ASR Hypothesis ... Wang, Zexun; Le, Yuquan; Zhu, Yi. - : arXiv, 2022 BASE Show details 2 An Unsupervised Method for Building Sentence Simplification Corpora in Multiple Languages ... Lu, Xinyu; Qiang, Jipeng; Li, Yun. - : arXiv, 2021 BASE Show details 3 An Unsupervised Method for Building Sentence Simplification Corpora in Multiple Languages ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Li, Yun; Lu, Xinyu. - : Underline Science Inc., 2021 BASE Show details 4 Combining Deep Generative Models and Multi-lingual Pretraining for Semi-supervised Document Classification ... Zhu, Yi; Shareghi, Ehsan; Li, Yingzhen. - : arXiv, 2021 BASE Show details 5 A Closer Look at Few-Shot Crosslingual Transfer: The Choice of Shots Matters ... 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; ., Hinrich; Korhonen, Anna; Reichart, Roi; Shareghi, Ehsan; Vulić, Ivan; Zhao, Mengjie; Zhu, Yi. - : Underline Science Inc., 2021 Abstract: Read paper: https://www.aclanthology.org/2021.acl-long.447 Abstract: Few-shot crosslingual transfer has been shown to outperform its zero-shot counterpart with pretrained encoders like multilingual BERT. Despite its growing popularity, little to no attention has been paid to standardizing and analyzing the design of few-shot experiments. In this work, we highlight a fundamental risk posed by this shortcoming, illustrating that the model exhibits a high degree of sensitivity to the selection of few shots. We conduct a large-scale experimental study on 40 sets of sampled few shots for six diverse NLP tasks across up to 40 languages. We provide an analysis of success and failure cases of few-shot transfer, which highlights the role of lexical features. Additionally, we show that a straightforward full model finetuning approach is quite effective for few-shot transfer, outperforming several state-of-the-art few-shot approaches. As a step towards standardizing few-shot crosslingual experimental designs, we make ... Keyword: Computational Linguistics; Condensed Matter Physics; Deep Learning; Electromagnetism; FOS Physical sciences; Information and Knowledge Engineering; Neural Network; Semantics URL: https://underline.io/lecture/25886-a-closer-look-at-few-shot-crosslingual-transfer-the-choice-of-shots-matters https://dx.doi.org/10.48448/m8s0-3a39 BASE Hide details 6 A Closer Look at Few-Shot Crosslingual Transfer: The Choice of Shots Matters ... Zhao, Mengjie; Zhu, Yi; Shareghi, Ehsan. - : arXiv, 2020 BASE Show details 7 LSBert: A Simple Framework for Lexical Simplification ... Qiang, Jipeng; Li, Yun; Zhu, Yi. - : arXiv, 2020 BASE Show details 8 Assessment of a biofluid mechanics-based model for calculating portal pressure in canines Lin, Jia-Yun; Zhang, Chi-Hao; Zheng, Lei... In: BMC Vet Res (2020) BASE Show details 9 Facing the challenges in ophthalmology clerkship teaching: Is flipped classroom the answer? Lin, Ying; Zhu, Yi; Chen, Chuan. - : Public Library of Science, 2017 BASE Show details 10 Dependency Parsing for Tweets Zhu, Yi. - 2017 BASE Show details 11 The Interpretation of Chinese Couplets' Syntactic Features: A Comparative Study of Two English Translation Versions of Xiyou Ji** Zhu, Yi. - : The University of Queensland, School of Languages and Cultures, 2015 BASE Show details 12 OntoPDF: using a text mining pipeline to generate enriched PDF versions of scientific papers Zhu, Yi; Rinaldi, Fabio In: Zhu, Yi; Rinaldi, Fabio (2014). OntoPDF: using a text mining pipeline to generate enriched PDF versions of scientific papers. In: 6th International Symposium on Semantic Mining in Biomedicine, Aveiro, Portugal, 6 October 2014 - 7 October 2014, 85-89. (2014) BASE Show details

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