We are pleased to announce that Wissam Antoun ranked 1st in the Arabic Sentiment Analysis 2021 @ KAUST competition. Arabic Sentiment Analysis is one of the most popular tasks in Arabic Natural Language Processing (ANLP), with this competition being one of the largest in terms of the prize and dataset size.
AraBERT
The competition required building machine learning models that can determine the sentiment (positive, negative, neutral) behind Arabic text (tweets), with a prize of 10000 USD, 5000 USD, and 2000 USD to the first, second and third place winners, respectively. The organizers provided participants with 55,000 annotated tweets named ASAD (Arabic Sentiment Analysis Dataset) for training and developing their machine learning models. The provided dataset targeted multiple Arabic dialects and topics. The participants then had to predict and submit the sentiment of 20,000 tweets, which are used to calculate the public leaderboard score. Note that the baseline scores provided by the organizers were achieved using AraBERT a language understanding model created by Wissam, Fady Baly, and Hazem Hajj.
Competition Timeline
Stage 1: Public leaderboard scores (not final)
The competition ran for 3 months, with 74 teams participating and submitting their predictions. Top scores were close, with only a 0.006 difference between the first and the fifth submission. Wissam ranked 3rd on the public leaderboard when the submission window closed. Top-ranked participants were then invited to submit and share their codes to the organizers for the final evaluation on another private 20,000 tweets dataset. Wissam’s submission scored the highest on the private dataset.
Stage 2: Final results
Wissam’s winning submission consisted of aggregating the predicting of multiple models (also known as ensembling) each trained to recognize a specific sentiment characteristic from a tweet (i.e. Sarcasm, Emojis…) while employing thorough data cleaning and text pre-processing techniques. A detailed description of the approach, code, and models will be released soon.
Congratulations Wissam!!
I like the valuable information you provide in your articles. 부산달리기
“Hello, I enjoy reading all of your article. I wanted to write a little comment to support you.
” 무료스포츠중계
“It’s very effortless to find out anyy topic onn net as compared to books, ass I found this post
at this web page.” 토토커뮤니티
Any way I’ll be subscribing to your augment and even I achievement you access consistently rapidly. 오피가이드
Any way I’ll be subscribing to your augment and even I achievement you access consistently rapidly. 오피사이트
Any way I’ll be subscribing to your augment and even I achievement you access consistently rapidly. 오피뷰접속주소
This is a brilliant blog! I’m very happy with the comments!.. 오피뷰바로가기
hi was just seeing if you minded a comment. i like your website and the thme you picked is super. I will be back 무료 스포츠중계
This is a brilliant blog! I’m very happy with the comments!.. toonkor
The content is top character, you can easily find numerous exclusive. There is something special about them. Thanks for sharing this valuable information with all of us and if you are searching for the best. Please do keep up the great work. 안전공원
I wanted to thank you for this great read!! I definitely enjoying every little bit of it I have you bookmarked to check out new stuff you post. slot game online malaysia
very interesting keep posting. online slot games malaysia
You were quite interesting.. But sadly I didnrrrt trust them much :/ Although I might disagree I still give you support as how confident you are on your writing lo 오피뷰
나는 그들이 매우 도움이 될 것이라고 확신하기 때문에 사람들을 귀하의 사이트로 다시 보내기 위해 귀하의 사이트를 내 소셜 미디어 계정에 추가하고 공유했습니다. 호빠
Hello First time I visite your website. I read some posts I got some good information from your posts. I got quality of work from your website. Now I’m your permanent user many Thanks for your writing 오피
This was a nice blog. I have gone through health insurance ky all the websites and posted the comment which matches my niche. That’s what I was looking for, what an info present here at this website, thank you admin!
This post is greatly simple to scrutinize and recognize without overlooking any unobtrusive components. Remarkable work! 슬롯 커뮤니티
Hello First time I visite your website. I read some posts I got some good information from your posts. I got quality of work from your website. Now I’m your permanent user many Thanks for your writing 스포츠중계
Hi, great service, I really saw the traffic on my website, not conversions yet, I am sure this was quality traffic, anyway, I will come back again. asicmining
I was looking at some of your posts on this website and I conceive this web site is really instructive! Keep putting up.. 헬로밤
I would like to say that this blog really convinced me to do it! Thanks, very good post 메이저사이트
I enjoy each of the perform that you have placed into this. I’m sure that you will be making a really useful place. I has been additionally pleased. Good perform! 아이러브밤
I wanted to thank you for this great read!! I definitely enjoying every little bit of it I have you bookmarked to check out new stuff you post. 티비사이트
I am very much pleased with the contents you have mentioned. I wanted to thank you for this great article. 꽁머니
There is a lot of information here that can help any business get started with a successful social networking campaign 티비사이트
Thanks for the helpful tips! What a great account of your experience หวย ลาว วัน นี้
Earn CE credits with specialized mental health programs. mental health ce
After reading your article I was amazed. I know that you explain it very well. And I hope that other readers will also experience how I feel after reading your article. 英会話亀戸
Hey there! I understand this is kind of off-topic but I
needed to ask. Does running a well-established blog such as yours
take a large amount of work? I’m brand new to operating a blog
but I do write in my diary everyday. I’d like to start a blog so I can easily share my experience and thoughts online.
Please let me know if you have any suggestions or tips for new aspiring blog owners.
Thankyou!
Here is my blog post: Dui Lawyers (Laura)
Ensure top performance with a high-quality stainless steel filter housing in your system. stainless steel filter housing
Once you try the FRT trigger, you won’t go back to standard options. frt trigger
Very interesting info !Perfect just what I was looking for!
ทางเข้า 123bet
Your article is a testament to your expertise and dedication to your craft.magnum 4d วัน นี้
This is just the information I am finding everywhere. Thanks for your blog, I just subscribe your blog. This is a nice blog.. agenolx daftar
Awesome blog. I enjoyed reading your articles. This is truly a great read for me. I have bookmarked it and I am looking forward to reading new articles. Keep up the good work! agenolx slot
All the contents you mentioned in post is too good and can be very useful. I will keep it in mind, thanks for sharing the information keep updating, looking forward for more posts.Thanks agenolx slot
It hard to seek out educated individuals on this subject, however you sound like you realize what you are speaking about! Thanks Result Macau 5D
Join 82lottery today and change your fortune! 82lottery
primorar foto online é uma solução prática e acessível para quem deseja melhorar a qualidade de suas imagens sem a necessidade de software complexo. Diversas ferramentas disponíveis na web permitem ajustes rápidos em brilho, contraste, nitidez e saturação, além de oferecer opções para remover imperfeições e aplicar filtros. Esse processo é especialmente útil para fotógrafos amadores e criadores de conteúdo que buscam resultados profissionais de maneira rápida e fácil. Com apenas alguns cliques, é possível transformar fotos comuns em visuais impressionantes, prontos para serem compartilhados em redes sociais ou utilizados em projetos.
This post gives truly quality information. สมัคร แทง หวย บี
I also have this same question and I cannot find any proper answers, But today i was find my solution is here. Thank you for Socrates GM helping people get the information they need. Great stuff as usual. Keep up the great work!!!
BeautyPlus Cam is a user-friendly photo-editing and selfie camera app that offers real-time beauty effects, filters, and makeup tools for capturing flawless images. With features like skin smoothing, facial enhancements, and creative filters, users can easily create polished and professional-looking selfies. The app is perfect for both casual users and content creators, providing high-quality results with minimal effort.
Now you can ai anime generator no sign up but dn’t worry you can do with out official website
Thanks for such a great post and the review, I am totally impressed! Keep stuff like this coming 해외축구
I like viewing web sites which comprehend the price of delivering the excellent useful resource free of charge. I truly adored reading your posting. Thank you! 스포츠중계
Great post i must say and thanks for the information. Education is definitely a sticky subject. However, is still among the leading topics of our time. I appreciate your post and look forward to more. 스포츠중계
Superbly written article, if only all bloggers offered the same content as you, the internet would be a far better place. 스포츠중계
Good to become visiting your weblog again, it has been months for me. Nicely this article that i’ve been waited for so long. I will need this post to total my assignment in the college, and it has exact same topic together with your write-up. Thanks, good share 축구무료중계
I have been looking all over for this! Thank goodness I found it. You have made my day! Thanks again!
온라인카지노사이트
Thank you for this excellent website.I am trying to read even more articles. Many thanks again!
메이저사이트