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Generating Authentic Adversarial Examples beyond Meaning-preserving with Doubly Round-trip Translation ...
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EAG: Extract and Generate Multi-way Aligned Corpus for Complete Multi-lingual Neural Machine Translation ...
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Code-switching pre-training for neural machine translation ...
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Abstract:
This paper proposes a new pre-training method, called Code-Switching Pre-training (CSP for short) for Neural Machine Translation (NMT). Unlike traditional pre-training method which randomly masks some fragments of the input sentence, the proposed CSP randomly replaces some words in the source sentence with their translation words in the target language. Specifically, we firstly perform lexicon induction with unsupervised word embedding mapping between the source and target languages, and then randomly replace some words in the input sentence with their translation words according to the extracted translation lexicons. CSP adopts the encoder-decoder framework: its encoder takes the code-mixed sentence as input, and its decoder predicts the replaced fragment of the input sentence. In this way, CSP is able to pre-train the NMT model by explicitly making the most of the cross-lingual alignment information extracted from the source and target monolingual corpus. Additionally, we relieve the pretrain-finetune ... : 10 pages, EMNLP2020 main conference ...
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Keyword:
Computation and Language cs.CL; FOS Computer and information sciences
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URL: https://dx.doi.org/10.48550/arxiv.2009.08088
https://arxiv.org/abs/2009.08088
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FIGURE 3 in Taxonomy of a katydid genus Mecopoda Serville (Orthoptera: Tettigoniidae, Mecopodinae) from East Asia ...
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FIGURE 2 in Taxonomy of a katydid genus Mecopoda Serville (Orthoptera: Tettigoniidae, Mecopodinae) from East Asia ...
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Mecopoda confracta Liu & Heller & Wang & Yang & Wu & Liu & Zhang 2020 ...
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FIGURE 1 in Taxonomy of a katydid genus Mecopoda Serville (Orthoptera: Tettigoniidae, Mecopodinae) from East Asia ...
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Mecopoda himalaya Liu & Heller & Wang & Yang & Wu & Liu & Zhang 2020, sp. nov. ...
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FIGURE 3 in Taxonomy of a katydid genus Mecopoda Serville (Orthoptera: Tettigoniidae, Mecopodinae) from East Asia ...
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Mecopoda minor Liu & Heller & Wang & Yang & Wu & Liu & Zhang 2020 ...
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FIGURE 1 in Taxonomy of a katydid genus Mecopoda Serville (Orthoptera: Tettigoniidae, Mecopodinae) from East Asia ...
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FIGURE 2 in Taxonomy of a katydid genus Mecopoda Serville (Orthoptera: Tettigoniidae, Mecopodinae) from East Asia ...
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Mecopoda minor Liu & Heller & Wang & Yang & Wu & Liu & Zhang 2020 ...
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Mecopoda confracta Liu & Heller & Wang & Yang & Wu & Liu & Zhang 2020 ...
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