The Decades Progress on Code-Switching Research in NLP: A Systematic Survey on Trends and Challenges
Winata, Genta Indra, Aji, Alham Fikri, Yong, Zheng-Xin, Solorio, Thamar
–arXiv.org Artificial Intelligence
Code-Switching, a common phenomenon in written text and conversation, has been studied over decades by the natural language processing (NLP) research community. Initially, code-switching is intensively explored by leveraging linguistic theories and, currently, more machine-learning oriented approaches to develop models. We introduce a comprehensive systematic survey on code-switching research in natural language processing to understand the progress of the past decades and conceptualize the challenges and tasks on the code-switching topic. Finally, we summarize the trends and findings and conclude with a discussion for future direction and open questions for further investigation.
arXiv.org Artificial Intelligence
May-24-2023
- Country:
- South America > Brazil (0.04)
- Oceania > Australia
- Australian Capital Territory > Canberra (0.04)
- North America > United States
- Texas (0.04)
- Europe
- Germany (0.04)
- France (0.04)
- United Kingdom > England
- Oxfordshire > Oxford (0.04)
- Asia
- Indonesia > Bali (0.05)
- East Asia (0.04)
- Taiwan > Taiwan Province
- Taipei (0.04)
- Middle East > Israel
- Tel Aviv District > Tel Aviv (0.04)
- Japan > Kyūshū & Okinawa
- Kyūshū > Miyazaki Prefecture > Miyazaki (0.04)
- India
- Telangana > Hyderabad (0.04)
- Gujarat > Gandhinagar (0.04)
- Africa
- Middle East > Egypt
- Cairo Governorate > Cairo (0.04)
- Eswatini > Manzini
- Manzini (0.04)
- Middle East > Egypt
- Genre:
- Overview (1.00)
- Industry:
- Education (0.67)
- Technology:
- Information Technology > Artificial Intelligence
- Speech > Speech Recognition (0.69)
- Natural Language
- Text Processing (1.00)
- Grammars & Parsing (1.00)
- Discourse & Dialogue (1.00)
- Chatbot (1.00)
- Large Language Model (0.67)
- Machine Learning > Neural Networks
- Deep Learning (1.00)
- Information Technology > Artificial Intelligence