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In this work, we tackle the above challenges by introducing a new data sampling technique based on spaced repetition that dynamically samples informative and diverse unlabeled instances with respect to individual learner and instance characteristics.

Moreover, we show how gaze features, generalized on word type level, eliminate the need for recorded eye-tracking data at test time.To do so, we employ experimental methodologies which were originally developed in the field of psycholinguistics to study syntactic representation in the human mind.We examine neural network model behavior on sets of artificial sentences containing a variety of syntactically complex structures.Previous research shows that eye-tracking data contains information about the lexical and syntactic properties of text, which can be used to improve natural language processing models.In this work, we leverage eye movement features from three corpora with recorded gaze information to augment a state-of-the-art neural model for named entity recognition (NER) with gaze embeddings.

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