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Thepchai Supnithi. Enhancing hate speech classification in Myanmar language through lexicon-based filtering. (). King Mongkut's University of Technology North Bangkok. Central Library. : , 2024.
Enhancing hate speech classification in Myanmar language through lexicon-based filtering
Name: Nang Aeindray Kyaw
Organization :
Kasetsart University. Faculty of Engineering
Email :
nangaeindray.k@ku.th
Name: Ye Kyaw Thu
Organization :
National Electronics and Computer Technology Center
Email :
yekyaw.thu@nectec.or.th
Name: Thazin Myint Oo
Organization :
Language Understanding Lab
Email :
queenofthazin@gmail.com
Name: Hutchatai Chanlekha
Organization :
Kasetsart University. Faculty of Engineering
Email :
fenghtc@ku.ac.th
Name: Okumura, Manabu
Organization :
Tokyo Institute of Technology
Email :
oku@pi.titech.ac.jp
Name: Thepchai Supnithi
Organization :
National Electronics and Computer Technology Center
Email :
thepchai.supnithi@nectec.or.th
LCSH:
Hate speech
-- Detection
LCSH:
Burmese language
-- Data processing
Abstract:
Detecting hate speech in low-resource languages,
like Myanmar, is a critical yet challenging task due to limited
linguistic resources. In this study, we propose a methodology
leveraging a hate speech dictionary derived from annotated data
to enhance classification accuracy. Our contributions include
manually collecting data from Facebook and annotating them
to build a comprehensive corpus. Utilizing fastText models, we
investigate the impact of filtering hate speech content from sentences,
comparing classifiers trained on unfiltered long sentences
against those trained on hate speech-filtered short sentences
(which are obtained by lexicon-based filtering). Our experiments
demonstrate notable accuracy enhancements achieved through
the incorporation of the hate speech lexicon, with the best accuracy
reaching 0.771. This research underscores the effectiveness
of lexicon-based filtering in augmenting hate speech detection
capabilities in low-resource language settings.
King Mongkut's University of Technology North Bangkok. Central Library
Address:
BANGKOK
Email:
library@kmutnb.ac.th
Created:
2024
Modified:
2025-05-26
Issued:
2025-05-26
บทความ/Article
application/pdf
BibliograpyCitation :
In IEEE Thailand Section (IEEE Computer Society Thailand Chapter) and Prince of Songkla University. College of Computing. The 21st International Joint Conference on Computer Science and Software Engineering (JCSSE 2024)) (pp.316-323). Phuket : Prince of Songkla University
eng
©copyrights King Mongkut's University of Technology North Bangkok
RightsAccess:
ใช้เวลา
0.023501 วินาที
Nang Aeindray Kyaw
| Title | Contributor | Type |
|---|---|---|
| Enhancing hate speech classification in Myanmar language through lexicon-based filtering
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Nang Aeindray Kyaw;Ye Kyaw Thu;Thazin Myint Oo;Hutchatai Chanlekha;Okumura, Manabu;Thepchai Supnithi | บทความ/Article |
Ye Kyaw Thu
| Title | Contributor | Type |
|---|---|---|
| Enhancing hate speech classification in Myanmar language through lexicon-based filtering
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Nang Aeindray Kyaw;Ye Kyaw Thu;Thazin Myint Oo;Hutchatai Chanlekha;Okumura, Manabu;Thepchai Supnithi | บทความ/Article |
Thazin Myint Oo
| Title | Contributor | Type |
|---|---|---|
| Enhancing hate speech classification in Myanmar language through lexicon-based filtering
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Nang Aeindray Kyaw;Ye Kyaw Thu;Thazin Myint Oo;Hutchatai Chanlekha;Okumura, Manabu;Thepchai Supnithi | บทความ/Article |
Hutchatai Chanlekha
| Title | Contributor | Type |
|---|---|---|
| Enhancing hate speech classification in Myanmar language through lexicon-based filtering
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Nang Aeindray Kyaw;Ye Kyaw Thu;Thazin Myint Oo;Hutchatai Chanlekha;Okumura, Manabu;Thepchai Supnithi | บทความ/Article | |
| Exploring the impact of error type features integration on transformer based Myanmar spelling correction
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Ei, Thandar Phyu;Ye, Kyaw Thu;Hutchatai Chanlekha;Funakoshi, Kotaro;Thepchai Supnithi | บทความ/Article |
Okumura, Manabu
| Title | Contributor | Type |
|---|---|---|
| Enhancing hate speech classification in Myanmar language through lexicon-based filtering
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Nang Aeindray Kyaw;Ye Kyaw Thu;Thazin Myint Oo;Hutchatai Chanlekha;Okumura, Manabu;Thepchai Supnithi | บทความ/Article |
Thepchai Supnithi
| Title | Contributor | Type |
|---|---|---|
| Enhancing hate speech classification in Myanmar language through lexicon-based filtering
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Nang Aeindray Kyaw;Ye Kyaw Thu;Thazin Myint Oo;Hutchatai Chanlekha;Okumura, Manabu;Thepchai Supnithi | บทความ/Article | |
| Exploring the impact of error type features integration on transformer based Myanmar spelling correction
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Ei, Thandar Phyu;Ye, Kyaw Thu;Hutchatai Chanlekha;Funakoshi, Kotaro;Thepchai Supnithi | บทความ/Article |