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!!
A decent blog dependably concocts new and energizing data and keeping in mind that understanding I have feel that this blog is truly have each one of those quality that qualify a blog to be a one. nổ hủ online
Your writing resonated with me on a personal level, and I am thankful for the connection it fostered.
Link đăng ký l68
Irwings 2% Hyaluronic Acid Sunscreen is a powerful sunscreen and provides deep hydration. Acting as a booster hydratant, this hyaluronic acid-enriched formula enhances the skin’s natural proteins to maximize moisture retention. Infused with nourishing fruit extracts, Blueberry extract helps soothe the skin and supports healing, while Grapefruit extract brightens and deeply moisturizes for a radiant complexion.
https://klaycart.com/products/irwings-2-hyaluronic-acid-sunscreen-gel
I read your blog frequently, and I just thought I’d say keep up the fantastic work! It is one of the most outstanding blogs in my opinion. Salt Trick
I participated in each piece of it. It is an unending site and a stunning turn of events. I genuinely need to incline in the direction of your heart. Surprising work! All of you does a cerebrum blowing blog and has a couple of basic things. Continue to do influencing. ecarunex app
I sincerely appreciate the insights you’ve shared—they’re incredibly useful. By the way, if you ever need limo service Katy
“Heritage Highway Restaurant is a fantastic place to stop by for a delicious meal on the go! The ambiance is welcoming, the food is flavorful, and the service is excellent. Whether you’re traveling or just looking for a great dining spot, this superhighway restaurant in Karachi is a must-visit.
Thanks for your post. I’ve been thinking about writing a very comparable post over the last couple of weeks, I’ll probably keep it short and sweet and link to this instead if thats cool. Thanks. Mount Bromo
Andrew works with SaaS startups and enterprise vendors all across the US and can be reached for a free consultation at SaaS Lawyer
Зарегистрировать оффшор в Панаме выгодно и практично. Это значит учредить корпорацию или частный фонд в юрисдикции данного государства. При этом можно получить куда лучший инструмент для управления собственными активами, равно как и полноценного налогового планирования, проводимого в рамках международного бизнеса.Купить офшор в Панаме
This article gives me the idea to think more on this topic. Keep up the good work megawin138
After research a couple of of the weblog posts in your website now, and I really like your method of blogging. I bookmarked it to my bookmark website record and will probably be checking back soon. Pls check out my site as effectively and let me know what you think. Computers & Accessoriesbest online slot game malaysia
This site has been a fantastic resource – thank you! หวย ลาว ย้อน หลัง
bulleyes.com.in has become a daily stop for me.
I always find well-researched articles on techwork.com.in.
thefashion.com.in is a must-follow for every fashionista.
coolmathgames has a fantastic selection of number-based games.
I have learned so much from reading informations.com.in articles.
Udangbet Official is an online game that provides the most monthly promos that are very tempting every month, you can check the Udangbet Official testimonials first before playing at our place, so you can be more confident. Udangbet
Welcome to AP33 Trusted Online Casno Malaysia, where online games meets secure gaming. Known for our wide game selection and player safety commitment, we invite you to explore our thrilling casno realm. ap33my
I am impressed by this article. It is really engaging. Nice work giftcardmall.com/mygift
An automatic trading bot called the CanCentra software uses quantum computing to provide you with an excellent trading experience. It enables traders to make significant profits CanCentra Canada
certain setup, i am positive you are getting a lovely reaction. The Most Effective Muscle Building Supplements of the Year
Ich finde, das ist ein informativer Beitrag, der sehr nützlich und kenntnisreich ist. Daher möchte ich Ihnen für die Mühe danken, die Sie sich beim Schreiben dieses Artikels gemacht haben. Der gesamte Inhalt ist absolut gut recherchiert. Danke… Chocolope
Regards for this post, I am a big big fan of this site would like to go on updated. sbobet
What your stating is totally accurate. I know that everyone must say the exact same issue, but I just believe that you set it in a way that absolutely everyone can recognize. I also appreciate the images you place in the following. They suit so properly with what youre hoping to say. Im certain youll achieve so a lot of men and women with what youve obtained to say. google index search
I wanted to take a moment to express my heartfelt gratitude for your outstanding article. Your insights have truly enlightened me. l68
如果您正在尋找高端且獨特的配飾，celine taiwan 無疑是您的不二之選。celine哪裡買最便宜
안전놀이터 ensures all players are protected.
“Digital Sound is the go-to place in Lahore for top-quality audio solutions! Their expertise in home theater systems is unmatched, providing crystal-clear sound and immersive experiences. If you’re looking for home theater services near me this is the perfect spot for professional installation and premium sound equipment.”
This changed into truly a magnificent situation and i fairly concur with what you have proposed right here! 기모찌
Your article is a reminder of the importance of lifelong learning and intellectual curiosity.หวย เกาหลี vip
“Digital Sound is one of the music system companies in Lahore offering high-quality audio solutions for events, businesses, and home entertainment. Their professional service and premium sound equipment make them a top choice for anyone looking for an exceptional audio experience.”
This is very interesting to read this article. I am highly motivated now. Keep up the good work laser burned wood signs
Every time I visit 웹툰 사이트, I discover amazing new webtoons to enjoy.
Looking for reliable wwindow replacement Atlanta? Whether you need to upgrade to energy-efficient windows, replace damaged frames, or boost your home’s curb appeal, professional window replacement services can help. Atlanta’s climate requires durable, insulated windows to keep your home comfortable year-round while reducing energy costs. Choose from vinyl, fiberglass, or wood options tailored to your style and budget. Certified installers ensure proper fitting, maximizing efficiency and longevity.
Many companies offer free consultations and financing options to make the process hassle-free. Investing in high-quality windows not only enhances your home’s value but also improves security and noise reduction. Contact us today for a free quote and Atlanta window replacement expert today.
————————————————————————————————
Family Tree maker is not only software FTM is a treasured platform to store the family ancestry relation history. In a single glance, one can visualize the ancestry relations within the family
A chat support helps you – You might have queries in your mind that needFamily Tree maker is not only software to be addressed urgently. This could be a common scenario amongst the other users as well.
Family tree maker,
Thanks for your post. I’ve been thinking about writing a very comparable post over the last couple of weeks, I’ll probably keep it short and sweet and link to this instead if thats cool. Thanks. new york state id template
A decent blog dependably concocts new and energizing data and keeping in mind that understanding I have feel that this blog is truly have each one of those quality that qualify a blog to be a one.
bacarat
Your writing resonated with me on a personal level, and I am thankful for the connection it fostered.
สมัครหวย มาเล
Swosti Institute of Management and Social Studies (SIMSS) is the best Hospitality Management and Hotel Management College in Bhubaneswar. Swosti provides practical knowledge and training to its students hotel management institutes in bhubaneswar
This is a great inspiring article.I am pretty much pleased with your good work.You put really very helpful information. Keep it up. Keep blogging. Looking to reading your next post. Autospin777
My coder is trying to convince me to move to .net from PHP.
I have always disliked the idea because of the
costs. But he’s tryiong none the less. I’ve been using WordPress
on a variety of websites for about a year and am anxious about switching to
another platform. I have heard good things about blogengine.net.
Is there a way I can import all my wordpress content
into it? Any help would be really appreciated!
Here is my page … video sex người lớn nổi tiếng
We have all the latest test scores charts for Elementary Schools, Middle Schoolers, High School and College students. Additionally, you are very welcome to browse our ‘Fun’ section, for amazing drawing ideas, funny riddles for kids, and much more. map scores by grade level
Gabung di Diana4d sekarang dan rasakan serunya main santai dengan peluang menang gede! Bonus melimpah dan game seru siap menemani harimu. Yuk, mulai petualanganmu di Diana4d! diana4d
Pelle Pelle is a renowned American fashion brand known for its distinctive and bold streetwear designs. Founded by Marc Buchanan in 1978, the brand gained prominence in the 1990s for its luxurious leather jackets, eye-catching embroidery, and unique detailing. Pelle Pelle’s designs often blend high fashion with urban aesthetics, making it a favorite among celebrities and fashion enthusiasts. Over the years, the brand has evolved, continuing to offer a wide range of stylish clothing that maintains its reputation for quality and innovation.
pelle pelle
We have all the latest test scores charts for Elementary Schools, Middle Schoolers, High School and College students. Additionally, you are very welcome to browse our ‘Fun’ section, for amazing drawing ideas, funny riddles for kids, and much more. nwea map scores
Heya i am for your first time here. I came across this board and I obtain It really beneficial & it aided me out considerably. I hope to give something again and help others like you assisted me. olxtoto login
Superior post, keep up with this exceptional work. It’s nice to know that this topic is being also covered on this web site so cheers for taking the time to discuss this! Thanks again and again! north carolina id card sample
By entering the world of Bazoocam, you find yourself at the crossroads of innovation and the simplicity of online communication. This platform is not a simple random video chat. It is a community where spontaneity and authentic interactions create memorable moments. Chat vidéo Bazoocam