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

Automatic Generation of Leveled Visual Assessments for Young Learners

February 1, 2023

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Authors

Anjali Singh

IBM Research India


Ruhi Sharma Mittal

IBM Research India


Shubham Atreja

IBM Research India


Mourvi Sharma

Thank and Learn Pvt. Ltd.


Seema Nagar

IBM Research India


Prasenjit Dey

IBM Research India


Mohit Jain

IBM Research India


DOI:

10.1609/aaai.v33i01.33019713


Abstract:

Images are an essential tool for communicating with children, particularly at younger ages when they are still developing their emergent literacy skills. Hence, assessments that use images to assess their conceptual knowledge and visual literacy, are an important component of their learning process. Creating assessments at scale is a challenging task, which has led to several techniques being proposed for automatic generation of textual assessments. However, none of them focuses on generating image-based assessments. To understand the manual process of creating visual assessments, we interviewed primary school teachers. Based on the findings from the preliminary study, we present a novel approach which uses image semantics to generate visual multiple choice questions (VMCQs) for young learners, wherein options are presented in the form of images. We propose a metric to measure the semantic similarity between two images, which we use to identify the four options – one answer and three distractor images – for a given question. We also use this metric for generating VMCQs at two difficulty levels – easy and hard. Through a quantitative evaluation, we show that the system-generated VMCQs are comparable to VMCQs created by experts, hence establishing the effectiveness of our approach.

Topics: AAAI

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Anjali Singh||Ruhi Sharma Mittal||Shubham Atreja||Mourvi Sharma||Seema Nagar||Prasenjit Dey||Mohit Jain Automatic Generation of Leveled Visual Assessments for Young Learners Proceedings of the AAAI Conference on Artificial Intelligence (2019) 9713-9720.

Anjali Singh||Ruhi Sharma Mittal||Shubham Atreja||Mourvi Sharma||Seema Nagar||Prasenjit Dey||Mohit Jain Automatic Generation of Leveled Visual Assessments for Young Learners AAAI 2019, 9713-9720.

Anjali Singh||Ruhi Sharma Mittal||Shubham Atreja||Mourvi Sharma||Seema Nagar||Prasenjit Dey||Mohit Jain (2019). Automatic Generation of Leveled Visual Assessments for Young Learners. Proceedings of the AAAI Conference on Artificial Intelligence, 9713-9720.

Anjali Singh||Ruhi Sharma Mittal||Shubham Atreja||Mourvi Sharma||Seema Nagar||Prasenjit Dey||Mohit Jain. Automatic Generation of Leveled Visual Assessments for Young Learners. Proceedings of the AAAI Conference on Artificial Intelligence 2019 p.9713-9720.

Anjali Singh||Ruhi Sharma Mittal||Shubham Atreja||Mourvi Sharma||Seema Nagar||Prasenjit Dey||Mohit Jain. 2019. Automatic Generation of Leveled Visual Assessments for Young Learners. "Proceedings of the AAAI Conference on Artificial Intelligence". 9713-9720.

Anjali Singh||Ruhi Sharma Mittal||Shubham Atreja||Mourvi Sharma||Seema Nagar||Prasenjit Dey||Mohit Jain. (2019) "Automatic Generation of Leveled Visual Assessments for Young Learners", Proceedings of the AAAI Conference on Artificial Intelligence, p.9713-9720

Anjali Singh||Ruhi Sharma Mittal||Shubham Atreja||Mourvi Sharma||Seema Nagar||Prasenjit Dey||Mohit Jain, "Automatic Generation of Leveled Visual Assessments for Young Learners", AAAI, p.9713-9720, 2019.

Anjali Singh||Ruhi Sharma Mittal||Shubham Atreja||Mourvi Sharma||Seema Nagar||Prasenjit Dey||Mohit Jain. "Automatic Generation of Leveled Visual Assessments for Young Learners". Proceedings of the AAAI Conference on Artificial Intelligence, 2019, p.9713-9720.

Anjali Singh||Ruhi Sharma Mittal||Shubham Atreja||Mourvi Sharma||Seema Nagar||Prasenjit Dey||Mohit Jain. "Automatic Generation of Leveled Visual Assessments for Young Learners". Proceedings of the AAAI Conference on Artificial Intelligence, (2019): 9713-9720.

Anjali Singh||Ruhi Sharma Mittal||Shubham Atreja||Mourvi Sharma||Seema Nagar||Prasenjit Dey||Mohit Jain. Automatic Generation of Leveled Visual Assessments for Young Learners. AAAI[Internet]. 2019[cited 2023]; 9713-9720.


ISSN: 2374-3468


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