We conclude by outlining current challenges and directions for future research. Next, we highlight techniques that are used for popular NLP applications and tasks. We first introduce and motivate data augmentation for NLP, and then discuss major methodologically representative approaches. In this paper, we present a comprehensive and unifying survey of data augmentation for NLP by summarizing the literature in a structured manner. Despite this recent upsurge, this area is still relatively underexplored, perhaps due to the challenges posed by the discrete nature of language data. Project mention: A Survey of Data Augmentation Approaches for NLP | /r/MachineLearning | Ībstract: Data augmentation has recently seen increased interest in NLP due to more work in low-resource domains, new tasks, and the popularity of large- scale neural networks that require large amounts of training data.
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