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A BiLSTM-based System for Cross-lingual Pronoun Prediction

机译:基于BiLSTM的跨语言代词预测系统

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We describe the Uppsala system for the 2017 DiscoMT shared task on cross-lingual pronoun prediction. The system is based on a lower layer of BiLSTMs reading the source and target sentences respectively. Classification is based on the BiLSTM representation of the source and target positions for the pronouns. In addition we enrich our system with dependency representations from an external parser and character representations of the source sentence. We show that these additions perform well for German and Spanish as source languages. Our system is competitive and is in first or second place for all language pairs.
机译:我们针对跨语言代词预测的2017 DiscoMT共享任务描述了Uppsala系统。该系统基于BiLSTM的较低层,分别读取源语句和目标语句。分类基于代词的来源和目标位置的BiLSTM表示。此外,我们还利用来自外部解析器的依存关系表示形式和源句子的字符表示形式来丰富我们的系统。我们证明,这些添加对于德语和西班牙语作为源语言表现良好。我们的系统具有竞争力,在所有语言对中均排名第一或第二。

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