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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence / EAAI-20

What Should I Learn First: Introducing LectureBank for NLP Education and Prerequisite Chain Learning

February 1, 2023

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Authors

Irene Li

Yale University


Alexander R. Fabbri

Yale University


Robert R. Tung

Yale University


Dragomir R. Radev

Yale University


DOI:

10.1609/aaai.v33i01.33016674


Abstract:

Recent years have witnessed the rising popularity of Natural Language Processing (NLP) and related fields such as Artificial Intelligence (AI) and Machine Learning (ML). Many online courses and resources are available even for those without a strong background in the field. Often the student is curious about a specific topic but does not quite know where to begin studying. To answer the question of “what should one learn first,”we apply an embedding-based method to learn prerequisite relations for course concepts in the domain of NLP. We introduce LectureBank, a dataset containing 1,352 English lecture files collected from university courses which are each classified according to an existing taxonomy as well as 208 manually-labeled prerequisite relation topics, which is publicly available 1. The dataset will be useful for educational purposes such as lecture preparation and organization as well as applications such as reading list generation. Additionally, we experiment with neural graph-based networks and non-neural classifiers to learn these prerequisite relations from our dataset.

Topics: AAAI

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HOW TO CITE:

Irene Li||Alexander R. Fabbri||Robert R. Tung||Dragomir R. Radev What Should I Learn First: Introducing LectureBank for NLP Education and Prerequisite Chain Learning Proceedings of the AAAI Conference on Artificial Intelligence (2019) 6674-6681.

Irene Li||Alexander R. Fabbri||Robert R. Tung||Dragomir R. Radev What Should I Learn First: Introducing LectureBank for NLP Education and Prerequisite Chain Learning AAAI 2019, 6674-6681.

Irene Li||Alexander R. Fabbri||Robert R. Tung||Dragomir R. Radev (2019). What Should I Learn First: Introducing LectureBank for NLP Education and Prerequisite Chain Learning. Proceedings of the AAAI Conference on Artificial Intelligence, 6674-6681.

Irene Li||Alexander R. Fabbri||Robert R. Tung||Dragomir R. Radev. What Should I Learn First: Introducing LectureBank for NLP Education and Prerequisite Chain Learning. Proceedings of the AAAI Conference on Artificial Intelligence 2019 p.6674-6681.

Irene Li||Alexander R. Fabbri||Robert R. Tung||Dragomir R. Radev. 2019. What Should I Learn First: Introducing LectureBank for NLP Education and Prerequisite Chain Learning. "Proceedings of the AAAI Conference on Artificial Intelligence". 6674-6681.

Irene Li||Alexander R. Fabbri||Robert R. Tung||Dragomir R. Radev. (2019) "What Should I Learn First: Introducing LectureBank for NLP Education and Prerequisite Chain Learning", Proceedings of the AAAI Conference on Artificial Intelligence, p.6674-6681

Irene Li||Alexander R. Fabbri||Robert R. Tung||Dragomir R. Radev, "What Should I Learn First: Introducing LectureBank for NLP Education and Prerequisite Chain Learning", AAAI, p.6674-6681, 2019.

Irene Li||Alexander R. Fabbri||Robert R. Tung||Dragomir R. Radev. "What Should I Learn First: Introducing LectureBank for NLP Education and Prerequisite Chain Learning". Proceedings of the AAAI Conference on Artificial Intelligence, 2019, p.6674-6681.

Irene Li||Alexander R. Fabbri||Robert R. Tung||Dragomir R. Radev. "What Should I Learn First: Introducing LectureBank for NLP Education and Prerequisite Chain Learning". Proceedings of the AAAI Conference on Artificial Intelligence, (2019): 6674-6681.

Irene Li||Alexander R. Fabbri||Robert R. Tung||Dragomir R. Radev. What Should I Learn First: Introducing LectureBank for NLP Education and Prerequisite Chain Learning. AAAI[Internet]. 2019[cited 2023]; 6674-6681.


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
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Artificial Intelligence 1900 Embarcadero Road, Suite
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