We are excited to share a preview of the paper titled “Empathy-driven Arabic Conversational Chatbot” by Tarek Naous, Christian Hokayem, and Prof. Hazem Hajj. The paper will be published at WANLP 2020 at COLING’2020, Barcelona, Spain, 12 Dec. 2020.
Abstract: Conversational models have witnessed a significant research interest in the last few years with the advancements in sequence generation models. A challenging aspect in developing human-like conversational models is enabling the sense of empathy in bots, making them infer emotions with the person they are interacting with. By learning to develop empathy, chatbot models are able to provide human-like, empathetic responses, thus making the human-machine interaction close to human-human interaction. Recent advances in English use complex encoder-decoder language models that require large amounts of empathetic conversational data. However, research has not produced empathetic bots for Arabic. Furthermore, there is a lack of Arabic conversational data labeled with empathy. To address these challenges, we create an Arabic conversational dataset that comprises empathetic responses. However, the dataset is not large enough to develop very complex encoder-decoder models. To address the limitation of data scale, we propose a special encoder-decoder composed of a Long Short-Term Memory (LSTM) Sequence-to-Sequence(Seq2Seq) with Attention. The experiments showed the success of our proposed empathetic-driven Arabic chatbot in generating empathetic responses with a perplexity of 38.6, an empathy score of 3.7, and a fluency score of 3.92.
Kubet là một trong những nền tảng cá cược trực tuyến uy tín và nổi bật tại châu Á, được nhiều người chơi tin tưởng lựa chọn. Với giao diện thân thiện và dễ sử dụng, Kubet cung cấp đa dạng các loại hình cá cược như thể thao, trực tuyến, và các trò chơi slot hấp dẫn.
随着全球化的发展，越来越多的学生选择到国外求学。然而，面对新的语言环境、学术规范和文化背景，许多留学生在完成学术任务时面临巨大挑战。由于语言障碍、时间压力和课程难度等原因，一些留学生可能会选择作业代写 https://www.lunwenhelp.com/assignment-daixie/ 服务来帮助他们完成学术任务。虽然这种行为可以在短期内缓解压力，但也伴随着巨大的学术风险。一旦被发现，后果可能会非常严重，包括成绩作废、学术警告、停学甚至开除。因此，如何在代写作业中选择合适的题目以避免被发现，成为留学生们最为关心的问题之一。
Cốc nguyệt san A menstrual cup is a product used as an alternative to sanitary pads and tampons during menstruation. It is a small, soft cup, usually made from medical-grade silicone or rubber, that is inserted into the vagina to collect and hold menstrual blood.
#This post is extremely radiant. I definately appreciate each and every piece of it.bsc.news
Neu ban dang tim kiem mot san choi giai tri dang de trai nghiem, thi B29 la mot lua chon khong the bo qua.
This is a great inspiring article.I am pretty much pleased with your good work. https://05go88.net/
Good wine needs no bush. sa88
She’s been full of the joys of spring since she got her new job https://iwin68.red/
Recent advances in English use complex encoder-decoder language models that require large amounts of empathetic conversational data
join with us: https://sun52.cool/
The case studies showcasing successful teaching strategies are both informative and inspiring. https://tdtc.coach/
Tks very much phim hay
I had a sinking feeling that something bad was about to happen SHBET
This is a great inspiring article.I am pretty much pleased with your good work. https://rikvip10.top/
okvip tin tức Entrepreneurial leadership requires the ability to move quickly when opportunity presents itself
This is my most memorable time I visit here and I found so many fascinating stuff with regards to your blog particularly it’s conversation, much obliged.
Excellent post. I want to thank you for this informative read, ติดต่อสอบถาม
thanks you for your post
join with us https://apptop88.onl/
This is a great inspiring article.I am pretty much pleased with your good work. http://go789.credit/
She’s been full of the joys of spring since she got her new job. daga88 các giống gà chọi
Out of sight out of mind and very good. U888
There were also some additions for the flight home https://139.59.193.104
He’s been out of sorts since he got the bad news https://gk88.tips/
This is a great inspiring article.I am pretty much pleased with your good work. https://splay.page/
Thank you for challenging me to think critically and explore new ideas. sòng bạc sagaming
Your article is a shining example of the power of well-crafted writing.
ลิงค์สมัครหวยหุ้นเกาหลี
Xem phim heo miễn phí tại đây https://beheo.net/
Thank you for contributing to the body of knowledge in [field or industry].
หวย มาเล ย์ m4d
I recently celebrated my engagement, and I couldn’t be happier to share my joy! I came across this wonderful post about SEVlaser and was thrilled to see so many positive experiences shared by others. After reading about how SEVlaser was introduced and the impressive results, I decided to book an appointment and reserve some time as a special gift. If you’re considering laser treatments, check out the details here: Laser Hair Removal in Glendale. Cheers to more happy moments!
Very interesting topic will bookmark your site to check if you Post more about in the future.
แทง หวย ยี่ กี
Every man has his mistakes. 99OK
What will be will be. 79KING
Slow but sure and very good. 88clb
Jack of all trades and master of none. ww 88
Every Jack has his Jill. King88
Alo789 is a leading online betting platform
Bóng đá, môn thể thao vua, luôn cuốn hút người hâm mộ bởi sự kịch tính và hấp dẫn trong từng phút giây trận đấu. Đón đầu xu hướng, Kèo Bóng Đá ra đời như một nền tảng hàng đầu, cung cấp kèo bóng đá liên tục 24/7 và mở ra vô số cơ hội trúng thưởng giá trị. Với tỷ lệ kèo cạnh tranh cùng công nghệ cá cược hiện đại, Kèo Bóng Đá không chỉ đảm bảo trải nghiệm giải trí đỉnh cao mà còn mang đến sự an toàn tuyệt đối cho cộng đồng đam mê thể thao.Kèo Bóng Đá
Game bài đổi thưởng là một trong những địa chỉ cá cược được yêu thích nhất hiện nay. Với phương châm “khách hàng là trên hết”, cổng game đã không ngừng nỗ lực để phát triển ra những sản phẩm cá cược chất lượng và đáp ứng mọi nhu cầu giải trí của cộng đồng game thủ. https://gamebaidoithuong.rent/
Great article, thank you for your wonderful shares. You can also check out great content here. KUWIN
I’m truly enjoying the design and layout of your website SV88
SV88
Curses come home to roost. Good88
No pains no gains very good. hi88
Cwin Thương Hiệu Giải Trí Đẳng Cấp Số #1 Châu Á
Website: https://cwin.insure/
Easy come easy go homework. 123B
Nothing venture nothing gains. Kubet
While there’s life, there’s hope. hello88
ZBET was founded with the goal of providing players with a safe, transparent and enjoyable betting experience. ZBET
sory, wrong website https://zbets.mobi/
Other times other ways. w88
fb88 tự hào là nhà cái cá cược bóng đá uy tín, hợp pháp 10 năm kinh nghiệm. Đăng ký ngay để trải nghiệm những sản phẩm hấp dẫn
This post gives me a lot of emotions and information that I need. Hope you will release more posts. 888b