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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 25 / No. 1: Twenty-Fifth AAAI Conference on Artificial Intelligence

Grammatical Error Detection for Corrective Feedback Provision in Oral Conversations

March 8, 2023

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Authors

Sungjin Lee

Pohang University of Science and Technology (POSTECH)


Hyungjong Noh

Pohang University of Science and Technology (POSTECH)


Kyusong Lee

Pohang University of Science and Technology (POSTECH)


Gary Geunbae Lee

Pohang University of Science and Technology (POSTECH)


DOI:

10.1609/aaai.v25i1.7942


Abstract:

The demand for computer-assisted language learning systems that can provide corrective feedback on language learners’ speaking has increased. However, it is not a trivial task to detect grammatical errors in oral conversations because of the unavoidable errors of automatic speech recognition systems. To provide corrective feedback, a novel method to detect grammatical errors in speaking performance is proposed. The proposed method consists of two sub-models: the grammaticality-checking model and the error-type classification model. We automatically generate grammatical errors that learners are likely to commit and construct error patterns based on the articulated errors. When a particular speech pattern is recognized, the grammaticality-checking model performs a binary classification based on the similarity between the error patterns and the recognition result using the confidence score. The error-type classification model chooses the error type based on the most similar error pattern and the error frequency extracted from a learner corpus. The grammaticality checking method largely outperformed the two comparative models by 56.36% and 42.61% in F-score while keeping the false positive rate very low. The error-type classification model exhibited very high performance with a 99.6% accuracy rate. Because high precision and a low false positive rate are important criteria for the language-tutoring setting, the proposed method will be helpful for intelligent computer-assisted language learning systems.

Topics: AAAI

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HOW TO CITE:

Sungjin Lee|| Hyungjong Noh|| Kyusong Lee|| Gary Geunbae Lee Grammatical Error Detection for Corrective Feedback Provision in Oral Conversations Proceedings of the AAAI Conference on Artificial Intelligence, 25 (2011) 797.

Sungjin Lee|| Hyungjong Noh|| Kyusong Lee|| Gary Geunbae Lee Grammatical Error Detection for Corrective Feedback Provision in Oral Conversations AAAI 2011, 797.

Sungjin Lee|| Hyungjong Noh|| Kyusong Lee|| Gary Geunbae Lee (2011). Grammatical Error Detection for Corrective Feedback Provision in Oral Conversations. Proceedings of the AAAI Conference on Artificial Intelligence, 25, 797.

Sungjin Lee|| Hyungjong Noh|| Kyusong Lee|| Gary Geunbae Lee. Grammatical Error Detection for Corrective Feedback Provision in Oral Conversations. Proceedings of the AAAI Conference on Artificial Intelligence, 25 2011 p.797.

Sungjin Lee|| Hyungjong Noh|| Kyusong Lee|| Gary Geunbae Lee. 2011. Grammatical Error Detection for Corrective Feedback Provision in Oral Conversations. "Proceedings of the AAAI Conference on Artificial Intelligence, 25". 797.

Sungjin Lee|| Hyungjong Noh|| Kyusong Lee|| Gary Geunbae Lee. (2011) "Grammatical Error Detection for Corrective Feedback Provision in Oral Conversations", Proceedings of the AAAI Conference on Artificial Intelligence, 25, p.797

Sungjin Lee|| Hyungjong Noh|| Kyusong Lee|| Gary Geunbae Lee, "Grammatical Error Detection for Corrective Feedback Provision in Oral Conversations", AAAI, p.797, 2011.

Sungjin Lee|| Hyungjong Noh|| Kyusong Lee|| Gary Geunbae Lee. "Grammatical Error Detection for Corrective Feedback Provision in Oral Conversations". Proceedings of the AAAI Conference on Artificial Intelligence, 25, 2011, p.797.

Sungjin Lee|| Hyungjong Noh|| Kyusong Lee|| Gary Geunbae Lee. "Grammatical Error Detection for Corrective Feedback Provision in Oral Conversations". Proceedings of the AAAI Conference on Artificial Intelligence, 25, (2011): 797.

Sungjin Lee|| Hyungjong Noh|| Kyusong Lee|| Gary Geunbae Lee. Grammatical Error Detection for Corrective Feedback Provision in Oral Conversations. AAAI[Internet]. 2011[cited 2023]; 797.


ISSN: 2374-3468


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