Arabic emotion cause extraction using deep learning
Other Title(s)
استخراج أسباب العاطفة باستخدام التعلم العميق بالعربية
Joint Authors
Muhammad, Huda K.
Shaban, Yasamin
Midhat, Wala
Source
The Egyptian Journal of Language Engineering
Issue
Vol. 9, Issue 2 (30 Sep. 2022), pp.23-39, 17 p.
Publisher
Egyptian Society of Language Engineering
Publication Date
2022-09-30
Country of Publication
Egypt
No. of Pages
17
Main Subjects
Information Technology and Computer Science
Topics
Abstract EN
Emotion cause extraction is a challenging task nowadays.
Causes behind emotions are extracted from textual data.
Emotion cause extraction has many applications such as extracting causes from reviews that are extracted from social networks and recommender websites where users give their feedback.
The resources in this field are limited.
There are some corpora built for western languages like English and far east languages like Chinese.
Arabic language resources in this field are very limited.
This paper introduces emotion cause detection in Arabic Language.
A dialectal Arabic annotated corpus is built for the purpose of emotion cause extraction.
The data collected from many resources.
Sequence labelling techniques are applied with IOB2 scheme using BiLSTM-CRF algorithm and BERT-CRF algorithm.
BERT-CRF outperforms BiLSTM-CRF in both span-level and token-level measure evaluation.
BERT-CRF achieves a 0.29 F1 score in case of span-level measure evaluation and a 0.84 F1 score in case of token-level measure evaluation.
American Psychological Association (APA)
Shaban, Yasamin& Muhammad, Huda K.& Midhat, Wala. 2022. Arabic emotion cause extraction using deep learning. The Egyptian Journal of Language Engineering،Vol. 9, no. 2, pp.23-39.
https://search.emarefa.net/detail/BIM-1450282
Modern Language Association (MLA)
Muhammad, Huda K.…[et al.]. Arabic emotion cause extraction using deep learning. The Egyptian Journal of Language Engineering Vol. 9, no. 2 (2022), pp.23-39.
https://search.emarefa.net/detail/BIM-1450282
American Medical Association (AMA)
Shaban, Yasamin& Muhammad, Huda K.& Midhat, Wala. Arabic emotion cause extraction using deep learning. The Egyptian Journal of Language Engineering. 2022. Vol. 9, no. 2, pp.23-39.
https://search.emarefa.net/detail/BIM-1450282
Data Type
Journal Articles
Language
English
Notes
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Record ID
BIM-1450282