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The application of natural language processing to augmentative and alternative communication
D Jeffery Higginbotham1, Gregory W Lesher, Bryan J Moulton
1Center for Excellence in Augmented Communication, Department of Communicative Disorders and Sciences, State University of New York at Buffalo, NY 14214, USA. cdsjeff@buffalo.edu
Natural language processing (NLP) advances augmentative and alternative communication (AAC) by improving interface design and word prediction. Future NLP applications promise next-generation AAC technologies for enhanced user communication.
Area of Science:
- Computer Science
- Rehabilitation Engineering
- Speech and Language Pathology
Background:
- Augmentative and Alternative Communication (AAC) devices assist individuals with communication impairments.
- Natural Language Processing (NLP) offers potential for enhancing AAC functionalities.
- Current AAC systems face limitations in naturalness and efficiency.
Purpose of the Study:
- To review the current state-of-the-science of NLP applications in AAC.
- To identify key advancements in NLP for AAC interface design and word prediction.
- To explore future directions for NLP in developing next-generation AAC technologies.
Main Methods:
- Systematic literature review of NLP techniques applied to AAC.
- Analysis of research focusing on NLP-driven interface design.
- Examination of studies on NLP-based word prediction algorithms for AAC.
Main Results:
- NLP has significantly improved AAC interface intuitiveness and user experience.
- Advanced NLP models enhance word prediction accuracy and speed in AAC.
- Emerging NLP applications show promise for more context-aware and personalized AAC.
Conclusions:
- NLP is a transformative technology for AAC, enhancing current capabilities.
- Continued research in NLP will drive the development of more sophisticated AAC systems.
- Future AAC technologies will likely leverage sophisticated NLP for seamless communication.
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