2023 · 32 citations · 162 references
ComputingComputer ScienceLinguisticsComputational LinguisticsMachine LearningNatural Language ProcessingLanguage ModelingParsingPart-of-speech TaggingSyntactic AnalysisSyntax ParsingText PreprocessingCode-switchingCode-switching In DialogueCode-switching In DiscourseCode-switching In InteractionCode-switching ProcessingConversational Code-switchingOpen QuestionsSystematic Surveys
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.
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Robust Speech Recognition via Large-Scale Weak Supervision
Alec Radford, Jong Wook Kim, Tao Xu et al. · arXiv (Cornell University) · 2022 · 1.2K citations · Full text
How Multilingual is Multilingual BERT?
Telmo Pires, Eva Schlinger, Dan Garrette · 2019 · 1.2K citations · Full text
Language Studies, Linguistics, Computational Linguistics +16
FastText.zip: Compressing text classification models
Armand Joulin, Édouard Grave, Piotr Bojanowski et al. · arXiv (Cornell University) · 2016 · 909 citations · Full text
HAL (Le Centre pour la Communication Scientifique Directe) · 2024 · 675 citations · Full text