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arXiv 2004.11327cs.CLcs.LG
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Adaptive Forgetting Curves for Spaced Repetition Language Learning

University of Cambridge(剑桥大学)

Ahmed Zaidi, Andrew Caines, Russell Moore, Paula Buttery, Andrew Rice

英文摘要:

The forgetting curve has been extensively explored by psychologists, educationalists and cognitive scientists alike. In the context of Intelligent Tutoring Systems, modelling the forgetting curve for each user and knowledge component (e.g. vocabulary word) should enable us to develop optimal revision strategies that counteract memory decay and ensure long-term retention. In this study we explore a variety of forgetting curve models incorporating psychological and linguistic features, and we use these models to predict the probability of word recall by learners of English as a second language. We evaluate the impact of the models and their features using data from an online vocabulary teaching platform and find that word complexity is a highly informative feature which may be successfully learned by a neural network model.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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