professionals@DravidianLangTech-EACL2021: Malayalam Offensive Language Identification - A Minimalistic Approach

Srinath Nair, Dolton Fernandes


Abstract
The submission is being made as a working note as part of the Offensive Language Identification in Dravidian Languages shared task. The proposed model “DrOLIC” uses IndicBERT and a simple 4-layered MLP to do the multiclass classification problem and we achieved an F1 score of 0.85 on the Malayalam dataset.
Anthology ID:
2021.dravidianlangtech-1.23
Volume:
Proceedings of the First Workshop on Speech and Language Technologies for Dravidian Languages
Month:
April
Year:
2021
Address:
Kyiv
Editors:
Bharathi Raja Chakravarthi, Ruba Priyadharshini, Anand Kumar M, Parameswari Krishnamurthy, Elizabeth Sherly
Venue:
DravidianLangTech
SIG:
Publisher:
Association for Computational Linguistics
Note:
Pages:
175–179
Language:
URL:
https://aclanthology.org/2021.dravidianlangtech-1.23
DOI:
Bibkey:
Cite (ACL):
Srinath Nair and Dolton Fernandes. 2021. professionals@DravidianLangTech-EACL2021: Malayalam Offensive Language Identification - A Minimalistic Approach. In Proceedings of the First Workshop on Speech and Language Technologies for Dravidian Languages, pages 175–179, Kyiv. Association for Computational Linguistics.
Cite (Informal):
professionals@DravidianLangTech-EACL2021: Malayalam Offensive Language Identification - A Minimalistic Approach (Nair & Fernandes, DravidianLangTech 2021)
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PDF:
https://aclanthology.org/2021.dravidianlangtech-1.23.pdf
Software:
 2021.dravidianlangtech-1.23.Software.zip