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TEACHER AND STUDENT LEARNING FOR CONSTRUCTING MIXED-DOMAIN MODEL

机译:构建混合域模型的教师和学生学习

摘要

A technique for constructing a model supporting a plurality of domains is disclosed. In the technique, a plurality of teacher models, each of which is specialized for different one of the plurality of the domains, is prepared. A plurality of training data collections, each of which is collected for different one of the plurality of the domains, is obtained. A plurality of soft label sets is generated by inputting each training data in the plurality of the training data collections into corresponding one of the plurality of the teacher models. A student model is trained using the plurality of the soft label sets.
机译:公开了一种用于构建支持多个域的模型的技术。在该技术中,准备了多个教师模型,每个模型专门针对多个领域中的不同领域。获得多个训练数据集合,每个训练数据集合是针对多个域中的不同域而收集的。通过将多个训练数据集中的每个训练数据输入到多个教师模型中的相应一个中,来生成多个软标签集。使用多个软标签集训练学生模型。

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