The use of social media platforms has become more prevalent, which has provided tremendous opportunities for people to connect but has also opened the door for misuse with the spread of hate speech and offensive language. This phenomenon has been driving more and more people to more extreme reactions and online aggression, sometimes causing physical harm to individuals or groups of people. There is a need to control and prevent such misuse of online social media through automatic detection of profane language.
The shared task on Offensive Language Detection at the OSACT4 has aimed at achieving state of art profane language detection methods for Arabic social media. Our team “BERTologists” tackled this problem by leveraging state of the art pretrained Arabic language model, AraBERT, that we augment with the addition of Multi-task learning to enable our model to learn efficiently from little data. Our Multitask AraBERT approach achieved second place in both subtasks A & B, which shows that the model performs consistently across different tasks.
Team Members: Marc Djandji, Fady Baly, Wissam Antoun
Paper: https://www.aclweb.org/anthology/2020.osact-1.16/
Model Code: https://github.com/aub-mind/arabert/blob/master/examples/MTL_AraBERT_Offensive_Lanaguage_detection.ipynb
OSACT4 is The 4th Workshop on Open-Source Arabic Corpora and Processing Tools with Shared Task on Offensive Language Detection held in Marseille, France. 12th May 2020. Co-located with LREC 2020 http://edinburghnlp.inf.ed.ac.uk/workshops/OSACT4/
If you need cash urgently, 스피드깡 is the way to go!
쏘걸주소 has such an extensive library; there’s always something new to watch.
Found a great romance series on a 웹툰 사이트
today!
If you want 웹툰 무료보기, NEW TOKI is the best place to go.
“भगवान शिव की उपासना से जीवन में सुख, समृद्धि और शांति आती है। अगर आप शिव चालीसा के महत्व और पाठ के बारे में और जानना चाहते हैं, तो आप इस लिंक पर जाकर अधिक जानकारी प्राप्त कर सकते हैं: यहां क्लिक करें। यह वेबसाइट आपको शिव चालीसा से जुड़ी हर जानकारी प्रदान करती है।”
I want looking at and I believe this website got some really useful stuff on it! . judi bola
Unnie Alba makes it easy to find 고수익 work-from-home roles.
Protect your money by ensuring your site passes the 먹튀검증 test.
Here’s a simple and unique comment for the post:
This is an impressive initiative to tackle the issue of offensive language detection on Arabic social media using cutting-edge tools like AraBERT. It’s great to see advancements in NLP being applied to promote safer online spaces. While tech like this is shaping a better digital future, I’d like to highlight something for those who enjoy unwinding with simulation games.
If you’re into realistic gaming experiences, check out Bus Simulator Indonesia Mod APK. It’s an immersive game that lets you explore Indonesian roads and towns while managing your own virtual bus operations. For fans of engaging mobile games, this is a perfect way to combine entertainment with a touch of exploration. Thanks for sharing this important work on language detection—it’s inspiring to see technology making a positive impact.trusted by millions