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Published on: December 6, 2024
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Translational NLP: A New Paradigm and General Principles for Natural Language Processing Research
Denis Newman-Griffis1, Jill Fain Lehman2, Carolyn Rosé3
1Department of Biomedical Informatics, University of Pittsburgh, USA.
Summary
Translational Natural Language Processing (NLP) bridges basic and applied research, ensuring innovations are applied and key questions are studied. This new paradigm facilitates the exchange between fundamental principles and real-world application needs.
Area of Science:
- Computer Science
- Artificial Intelligence
- Computational Linguistics
Background:
- Natural Language Processing (NLP) research traditionally separates basic science from applied science.
- The exchange between basic and applied NLP is often assumed, leading to underutilized innovations and unaddressed research questions.
Purpose of the Study:
- To introduce a new research paradigm: Translational NLP.
- To structure and facilitate the bidirectional exchange between basic and applied NLP research.
- To focus on how application needs can drive innovation in basic NLP science and technology.
Main Methods:
- Describing a new paradigm of Translational NLP.
- Presenting a conceptual framework for translational research in NLP.
- Outlining stakeholders and key questions within translational NLP.
Main Results:
- Many significant NLP advances arise from the intersection of basic principles and application needs.
- A conceptual framework is provided to guide Translational NLP development.
- General translational principles are identified to enhance research exchange.
Conclusions:
- Translational NLP offers a structured approach to connect fundamental research with practical applications.
- This paradigm shift can accelerate innovation and ensure the relevance of NLP research.
- The proposed framework serves as a roadmap for establishing Translational NLP as a distinct research area.
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