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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 – 15 of 15 1 Variance-Aware Machine Translation Test Sets ... Zhan, Runzhe; Liu, Xuebo; Wong, Derek F.. - : arXiv, 2021 BASE Show details 2 Difficulty-Aware Machine Translation Evaluation ... 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; Chao, Lidia S.; Liu, Xuebo. - : Underline Science Inc., 2021 BASE Show details 3 On the Copying Behaviors of Pre-Training for Neural Machine 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; Chao, Lidia S.; Ding, Liang; Liu, Xuebo; Shi, Shuming; Tu, Zhaopeng; Wang, Longyue; Wong, Derek F.. - : Underline Science Inc., 2021 Abstract: Read paper: https://www.aclanthology.org/2021.findings-acl.373 Abstract: Previous studies have shown that initializing neural machine translation (NMT) models with the pre-trained language models (LM) can speed up the model training and boost the model performance. In this work, we identify a critical side-effect of pre-training for NMT, which is due to the discrepancy between the training objectives of LM-based pre-training and NMT. Since the LM objective learns to reconstruct a few source tokens and copy most of them, the pre-training initialization would affect the copying behaviors of NMT models. We provide a quantitative analysis of copying behaviors by introducing a metric called copying ratio, which empirically shows that pre-training based NMT models have a larger copying ratio than the standard one. In response to this problem, we propose a simple and effective method named copying penalty to control the copying behaviors in decoding. Extensive experiments on both in-domain and out-of-domain ... Keyword: Computational Linguistics; Condensed Matter Physics; Deep Learning; Electromagnetism; FOS Physical sciences; Neural Network; Semantics URL: https://underline.io/lecture/26464-on-the-copying-behaviors-of-pre-training-for-neural-machine-translation https://dx.doi.org/10.48448/94x1-rg05 BASE Hide details 4 Document Graph for Neural Machine Translation ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Chao, Lidia S.; Li, Liangyou. - : Underline Science Inc., 2021 BASE Show details 5 Norm-Based Curriculum Learning for Neural Machine Translation ... Liu, Xuebo; Lai, Houtim; Wong, Derek F.. - : arXiv, 2020 BASE Show details 6 Document Graph for Neural Machine Translation ... Xu, Mingzhou; Li, Liangyou; Wong, Derek. F.. - : arXiv, 2020 BASE Show details 7 Shared-Private Bilingual Word Embeddings for Neural Machine Translation ... Liu, Xuebo; Wong, Derek F.; Liu, Yang. - : arXiv, 2019 BASE Show details 8 Unsupervised Neural Dialect Translation with Commonality and Diversity Modeling ... Wan, Yu; Yang, Baosong; Wong, Derek F.. - : arXiv, 2019 BASE Show details 9 Towards Bidirectional Hierarchical Representations for Attention-Based Neural Machine Translation ... Yang, Baosong; Wong, Derek F.; Xiao, Tong. - : arXiv, 2017 BASE Show details 10 A Relationship: Word Alignment, Phrase Table, and Translation Quality Tian, Liang; Wong, Derek F.; Chao, Lidia S.. - : Hindawi Publishing Corporation, 2014 BASE Show details 11 Chinese Unknown Word Recognition for PCFG-LA Parsing Huang, Qiuping; He, Liangye; Wong, Derek F.. - : Hindawi Publishing Corporation, 2014 BASE Show details 12 iSentenizer-μ: Multilingual Sentence Boundary Detection Model Wong, Derek F.; Chao, Lidia S.; Zeng, Xiaodong. - : Hindawi Publishing Corporation, 2014 BASE Show details 13 Unsupervised Quality Estimation Model for English to German Translation and Its Application in Extensive Supervised Evaluation Han, Aaron L.-F.; Wong, Derek F.; Chao, Lidia S.. - : Hindawi Publishing Corporation, 2014 BASE Show details 14 A Systematic Comparison of Data Selection Criteria for SMT Domain Adaptation Wang, Longyue; Wong, Derek F.; Chao, Lidia S.. - : Hindawi Publishing Corporation, 2014 BASE Show details 15 Unsupervised Chunking Based on Graph Propagation from Bilingual Corpus Zhu, Ling; Wong, Derek F.; Chao, Lidia S.. - : Hindawi Publishing Corporation, 2014 BASE Show details

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